From e725eb993132a393b1d85cd9f059ddaee9819e32 Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Wed, 19 Jun 2024 22:13:06 -0700 Subject: [PATCH 001/133] Clean MoE implementation --- olmo/config.py | 61 +++++++++++++ olmo/model.py | 217 ++++++++++++++++++++++++++++++++++++++++++++++- olmo/train.py | 70 ++++++++++++++- scripts/train.py | 4 +- 4 files changed, 346 insertions(+), 6 deletions(-) diff --git a/olmo/config.py b/olmo/config.py index aee9b276a..1e8dcdb58 100644 --- a/olmo/config.py +++ b/olmo/config.py @@ -191,6 +191,12 @@ class BlockType(StrEnum): implementations of operations like attention to imitate the behavior of Llama. """ + moe = "moe" + """ + A block similar to the sequential block with slightly different + implementations of operations like attention to imitate the behavior of Llama. + """ + class InitFnType(StrEnum): mitchell = "mitchell" @@ -438,6 +444,61 @@ class ModelConfig(BaseConfig): See :data:`TrainConfig.precision` instead. """ + moe_num_experts: Optional[int] = 8 + """ + The number of experts to use in the MoE block. + """ + + moe_top_k: Optional[int] = 2 + """ + The number of top experts to use in the MoE block. + """ + + moe_mlp_impl: Optional[str] = "sparse" + """ + Choose "grouped" for grouped GEMM installable via megablocks[gg] + """ + + moe_log_expert_assignment: Optional[bool] = True + """ + Whether to log the expert assignment. + """ + + moe_shared_expert: Optional[bool] = False + """ + Whether to have an always-used expert like in [DeepSeekMoE](https://arxiv.org/abs/2401.06066). + """ + + moe_lbl_in_fp32: Optional[bool] = False + """ + Whether to perform load balancing in FP32. + """ + + moe_interleave: Optional[bool] = False + """ + Interleave sequential with MoE blocks starting with sequential. + """ + + moe_loss_weight: Optional[float] = 0.1 + """ + The weight to use for the MoE load balancing loss. + """ + + moe_zloss_weight: Optional[float] = None + """ + Weight for MoE zloss; None means no zloss. 0.001 is a common value + """ + + moe_dropless: Optional[bool] = True + """ + Whether to use dMoE (https://arxiv.org/abs/2211.15841) + """ + + moe_capacity_factor: Optional[float] = 1.25 + """ + The capacity factor to use in the MoE block. Only applies if not using dMoE. + """ + @property def effective_n_kv_heads(self) -> int: if self.n_kv_heads is None: diff --git a/olmo/model.py b/olmo/model.py index 65c430e78..3e87c0525 100644 --- a/olmo/model.py +++ b/olmo/model.py @@ -632,9 +632,201 @@ def build(cls, layer_id: int, config: ModelConfig, cache: BufferCache) -> OLMoBl return OLMoSequentialBlock(layer_id, config, cache) elif config.block_type == BlockType.llama: return OLMoLlamaBlock(layer_id, config, cache) + elif config.block_type == BlockType.moe: + return OLMoEBlock(layer_id, config, cache) else: raise NotImplementedError(f"Unknown block type: '{config.block_type}'") +class OLMoEBlock(OLMoBlock): + """ + This is a a transformer MoE block where the output is computed as ``MoE(LN(x + Attention(LN(x))))`` + (plus another skip connection). + """ + def __init__(self, layer_id: int, config: ModelConfig, cache: BufferCache): + try: + from megablocks.layers.dmoe import dMoE + from megablocks.layers.moe import MoE + from megablocks.layers.arguments import Arguments as MoEArgs + except ImportError: + raise ImportError("To use train MoEs, you need to install the 'megablocks' package.") + + nn.Module.__init__(self) + self.layer_id = layer_id + self.config = config + self.hidden_size = ( + config.mlp_hidden_size if config.mlp_hidden_size is not None else config.mlp_ratio * config.d_model + ) + self.__cache = cache + assert config.d_model % config.n_heads == 0 + + self._activation_checkpoint_fn = None + + # Dropout. + self.dropout = Dropout(config.residual_dropout) + + # Layer norms. + self.k_norm: Optional[LayerNormBase] = None + self.q_norm: Optional[LayerNormBase] = None + if config.attention_layer_norm: + assert config.effective_n_kv_heads is not None + self.k_norm = LayerNormBase.build( + config, + size=(config.d_model // config.n_heads) * config.effective_n_kv_heads, + elementwise_affine=config.attention_layer_norm_with_affine, + ) + self.q_norm = LayerNormBase.build(config, elementwise_affine=config.attention_layer_norm_with_affine) + + # Make sure QKV clip coefficient is positive, otherwise it's not well-defined. + if config.clip_qkv is not None: + assert config.clip_qkv > 0 + + # Activation function. + self.act = Activation.build(config) + assert (self.act.output_multiplier * self.hidden_size) % 1 == 0 + + # Attention output projection. + self.attn_out = nn.Linear( + config.d_model, config.d_model, bias=config.include_bias, device=config.init_device + ) + + # MoE Block + if not(self.config.share_moe and self.layer_id > 0): + kwargs = { + "activation_fn": F.silu if 'glu' in config.activation_type.lower() else self.act, + "mlp_type": 'glu' if 'glu' in config.activation_type.lower() else 'mlp', + "mlp_impl": config.moe_mlp_impl, + "hidden_size": config.d_model, + "ffn_hidden_size": int(self.act.output_multiplier * self.hidden_size), + "moe_num_experts": config.moe_num_experts, + # Handled by FSDP (https://github.com/databricks/megablocks/issues/57#issuecomment-1854594483) + "moe_weight_parallelism": False, + "moe_expert_model_parallelism": False, + "moe_top_k": config.moe_top_k, + "moe_capacity_factor": config.moe_capacity_factor, + "moe_loss_weight": config.moe_loss_weight, + "device": config.init_device, + # Handled by FSDP + "bf16": False, + "fp16": False, + "bias": self.config.include_bias, + "return_bias": False, + "shared_expert": self.config.moe_shared_expert, + "moe_lbl_in_fp32": config.moe_lbl_in_fp32, + } + if config.moe_zloss_weight: + kwargs["moe_zloss_weight"] = config.moe_zloss_weight + + self.moe_args = MoEArgs(**kwargs) + self.ffn = dMoE(self.moe_args) if self.config.moe_dropless else MoE(self.moe_args) + + # Rotary embeddings. + if self.config.rope: + self.rotary_emb = RotaryEmbedding(config, self.__cache) + + self.flash_attn_func = None + if config.flash_attention: + try: + from flash_attn import flash_attn_func # type: ignore + + self.flash_attn_func = flash_attn_func + except ModuleNotFoundError: + pass + + self.attn_norm = LayerNorm.build(config) + self.ff_norm = LayerNorm.build(config) + + # Attention input projection. Projects x -> (q, k, v) + head_dim = config.d_model // config.n_heads + self.fused_dims = ( + config.d_model, + config.effective_n_kv_heads * head_dim, + config.effective_n_kv_heads * head_dim, + ) + self.att_proj = nn.Linear( + config.d_model, sum(self.fused_dims), bias=config.include_bias, device=config.init_device + ) + + def reset_parameters(self): + if self.k_norm is not None: + self.k_norm.reset_parameters() + if self.q_norm is not None: + self.q_norm.reset_parameters() + + if self.config.init_fn == InitFnType.normal: + attn_out_std = ff_out_std = in_std = self.config.init_std + cutoff_factor = self.config.init_cutoff_factor + elif self.config.init_fn == InitFnType.mitchell: + in_std = 1 / math.sqrt(self.config.d_model) + attn_out_std = 1 / (math.sqrt(2 * self.config.d_model * (self.layer_id + 1))) + ff_out_std = 1 / (math.sqrt(2 * self.ff_out.in_features * (self.layer_id + 1))) + cutoff_factor = self.config.init_cutoff_factor or 3.0 + elif self.config.init_fn == InitFnType.full_megatron: + in_std = self.config.init_std + attn_out_std = ff_out_std = self.config.init_std / math.sqrt(2.0 * self.config.n_layers) + cutoff_factor = self.config.init_cutoff_factor or 3.0 + else: + raise NotImplementedError(self.config.init_fn) + + init_normal(self.att_proj, std=in_std, init_cutoff_factor=cutoff_factor) + init_normal(self.attn_out, std=attn_out_std, init_cutoff_factor=cutoff_factor) + init_normal(self.ffn.experts.mlp.w1, std=in_std, init_cutoff_factor=cutoff_factor) + init_normal(self.ffn.experts.mlp.w2, std=ff_out_std, init_cutoff_factor=cutoff_factor) + if hasattr(self.ffn.experts.mlp, "v1"): + init_normal(self.ffn.experts.mlp.v1, std=in_std, init_cutoff_factor=cutoff_factor) + self.attn_norm.reset_parameters() + self.ff_norm.reset_parameters() + if self.ffn.experts.bias is not None: + torch.nn.init.zeros_(self.ffn.experts.bias) + init_normal(self.ffn.router.layer, std=in_std, init_cutoff_factor=cutoff_factor) + + def forward( + self, + x: torch.Tensor, + attention_bias: Optional[torch.Tensor] = None, + layer_past: Optional[Tuple[torch.Tensor, torch.Tensor]] = None, + use_cache: bool = False, + ffn: Optional[torch.nn.Module] = None, + ) -> Tuple[torch.Tensor, Optional[Tuple[torch.Tensor, torch.Tensor]]]: + # Get query, key, value projections. + # shape: + # - for regular attn q, k, v: (batch_size, seq_len, d_model) + # - for multi-query attn q: (batch_size, seq_len, d_model) + # k, v: (batch_size, seq_len, d_model // n_heads) + # - for group query attn q: (batch_size, seq_len, d_model) + # k, v: (batch_size, seq_len, d_model // n_kv_heads) + if self._activation_checkpoint_fn is not None: + qkv = self.att_proj(self._activation_checkpoint_fn(self.attn_norm, x)) + else: + qkv = self.att_proj(self.attn_norm(x)) + + if self.config.clip_qkv is not None: + qkv.clamp_(min=-self.config.clip_qkv, max=self.config.clip_qkv) + + q, k, v = qkv.split(self.fused_dims, dim=-1) + + # Get attention scores. + if self._activation_checkpoint_fn is not None: + att, cache = self._activation_checkpoint_fn( # type: ignore + self.attention, q, k, v, attention_bias, layer_past=layer_past, use_cache=use_cache + ) + else: + att, cache = self.attention(q, k, v, attention_bias, layer_past=layer_past, use_cache=use_cache) + + # Add attention scores. + # shape: (B, T, C) + x = x + self.dropout(att) + + # Add feed-forward projection. + # shape: (batch_size, seq_len, d_model) + og_x = x + if self._activation_checkpoint_fn is not None: + x = self._activation_checkpoint_fn(self.ff_norm, x) # type: ignore + else: + x = self.ff_norm(x) + + # Activation checkpointing for the MoE FFN is not supported + return og_x + self.dropout(getattr(self, "ffn", ffn)(x)), cache + class OLMoSequentialBlock(OLMoBlock): """ @@ -992,8 +1184,15 @@ def __init__(self, config: ModelConfig, init_params: bool = True): ln_f=LayerNorm.build(config), ) ) - - blocks = [OLMoBlock.build(i, config, self.__cache) for i in range(config.n_layers)] + if self.config.moe_interleave: + blocks = [] + for i in range(config.n_layers): + if i % 2 == 0: + blocks.append(OLMoSequentialBlock(i, config, self.__cache)) + else: + blocks.append(OLMoEBlock(i, config, self.__cache)) + else: + blocks = [OLMoBlock.build(i, config, self.__cache) for i in range(config.n_layers)] if self.config.block_group_size > 1: block_groups = [ OLMoBlockGroup(config, i, blocks[i : i + config.block_group_size]) @@ -1393,7 +1592,7 @@ def fsdp_wrap_fn(module, recurse: bool = True, nonwrapped_numel: int = 0): else: raise NotImplementedError(wrap_strategy) - def num_params(self, include_embedding: bool = True) -> int: + def num_params(self, include_embedding: bool = True, include_inactivate_params: bool = True) -> int: """ Get the total number of parameters. """ @@ -1403,6 +1602,18 @@ def num_params(self, include_embedding: bool = True) -> int: lambda np: ".wte." not in np[0] and ".wpe." not in np[0], params, ) + if not include_inactivate_params: + # Need to reduce blocks to the number of experts that are selected + # If not dropless 'transformer.blocks.0.ffn.experts.mlp.w1' has shape (total_experts, in_dim, out_dim) + # change to 'transformer.blocks.0.ffn.experts.mlp.w1' has shape (selected_experts, in_dim, out_dim) + # If dropless, the total_experts & out_dim are combined into one dimension + idx = self.config.moe_top_k + if self.config.moe_dropless: + idx *= self.transformer.blocks[1].moe_args.ffn_hidden_size + params = [ + (np[0], np[1][: idx]) if "experts.mlp" in np[0] else np + for np in params + ] return sum(p.numel() for _, p in params) @property diff --git a/olmo/train.py b/olmo/train.py index cb4337897..c854d7247 100644 --- a/olmo/train.py +++ b/olmo/train.py @@ -29,6 +29,7 @@ from .aliases import PathOrStr from .checkpoint import Checkpointer, FullCheckpointer, build_sharded_checkpointer from .config import ( + BlockType, CheckpointType, DDPGradSyncMode, DistributedStrategy, @@ -59,6 +60,11 @@ log = logging.getLogger(__name__) +try: + from megablocks.layers.moe import batched_load_balancing_loss, clear_load_balancing_loss, get_load_balancing_loss + from megablocks.layers.arguments import Arguments as MoEArgs +except ImportError: + log.warning(f"Megablocks not installed. If you want to train MoEs, install with `pip install megablocks`.") @dataclass class SpeedMonitor: @@ -200,6 +206,31 @@ def fused_loss_fn( self.loss_fn = fused_loss_fn + if self.model.config.block_type == BlockType.moe: + # these MoEArgs are necessary for logging load balancing. + num_layers = self.model.config.n_layers // 2 if self.model.config.moe_interleave else self.model.config.n_layers + kwargs = { + "hidden_size": self.model.config.d_model, + "ffn_hidden_size": self.model.config.d_model * 4, + "moe_num_experts": self.model.config.moe_num_experts, + "num_layers": num_layers, + "moe_expert_model_parallelism": False, + "moe_top_k": self.model.config.moe_top_k, + "device": self.model.config.init_device, + "moe_capacity_factor": self.model.config.moe_capacity_factor, + "moe_loss_weight": self.model.config.moe_loss_weight, + "fp16": False, + "bf16": False, + "shared_expert": self.model.config.moe_shared_expert, + "moe_lbl_in_fp32": self.model.config.moe_lbl_in_fp32, + } + if self.model.config.moe_expert_choice: + kwargs["moe_expert_choice"] = self.model.config.moe_expert_choice + if self.model.config.moe_zloss_weight: + kwargs["moe_zloss_weight"] = self.model.config.moe_zloss_weight + + self.moe_args = MoEArgs(**kwargs) + @property def dataset(self) -> IterableDataset: assert isinstance(self.train_loader.dataset, IterableDataset) @@ -685,6 +716,9 @@ def train_batch(self, batch: Dict[str, Any]) -> Tuple[torch.Tensor, Optional[tor ce_batch_loss = torch.tensor(0.0, device=self.device) z_batch_loss = None if not self.cfg.softmax_auxiliary_loss else torch.tensor(0.0, device=self.device) + lb_batch_loss = None if self.model.config.block_type != BlockType.moe else torch.tensor(0.0, device=self.device) + moe_z_batch_loss = None if not self.model.config.moe_zloss_weight else torch.tensor(0.0, device=self.device) + num_micro_batches = len(micro_batches) for micro_batch_idx, micro_batch in enumerate(micro_batches): @@ -713,6 +747,27 @@ def train_batch(self, batch: Dict[str, Any]) -> Tuple[torch.Tensor, Optional[tor assert z_batch_loss is not None z_batch_loss += z_loss.detach() + if (self.model.config.block_type == BlockType.moe): + if self.model.config.moe_zloss_weight is not None: + lb_loss, moe_z_loss = batched_load_balancing_loss(self.moe_args) + lb_loss = lb_loss / len(micro_batches) + moe_z_loss = moe_z_loss / len(micro_batches) + else: + lb_loss = batched_load_balancing_loss(self.moe_args) / len(micro_batches) + if self.model.config.moe_log_expert_assignment: + if self.model.config.moe_zloss_weight: + tokens_per_expert, _, _ = zip(*get_load_balancing_loss()) + else: + tokens_per_expert, _ = zip(*get_load_balancing_loss()) + expert_assignments += torch.stack(tokens_per_expert, dim=0).cpu() + clear_load_balancing_loss() + if self.model.config.moe_loss_weight > 0.0: + loss += lb_loss + if self.model.config.moe_zloss_weight is not None: + loss += moe_z_loss + lb_batch_loss += lb_loss.detach() + moe_z_batch_loss += moe_z_loss.detach() + # Run backward pass. loss.backward() @@ -737,7 +792,7 @@ def train_step(self, batch: Dict[str, Any], reduce_global_loss: bool = True) -> batch = move_to_device(batch, self.device) # Run forward-backward pass. - ce_batch_loss, z_batch_loss = self.train_batch(batch) + ce_batch_loss, z_batch_loss, lb_batch_loss, moe_z_batch_loss, expert_assignments = self.train_batch(batch) # Collect loss, potentially reducing over all ranks. if reduce_global_loss: @@ -789,7 +844,18 @@ def train_step(self, batch: Dict[str, Any], reduce_global_loss: bool = True) -> metrics["train/Perplexity"] = math.exp(self.cur_train_loss) if z_batch_loss is not None: metrics["train/ZLoss"] = z_batch_loss.item() - + if lb_batch_loss is not None: + metrics["train/LoadBalancingLoss"] = lb_batch_loss.item() + # Log assignment metrics. + if self.model.config.moe_log_expert_assignment: + for layer_idx, expert_assignments_layer in enumerate(expert_assignments): + total_tokens = expert_assignments_layer.sum().item() + for expert_idx, expert_assignment in enumerate(expert_assignments_layer): + metrics[f"train/TokensPercentage/layer{layer_idx}/expert{expert_idx}"] = (expert_assignment.item() / total_tokens) * 100 + metrics[f"train/TokensTotal/layer{layer_idx}/expert{expert_idx}"] = expert_assignment.item() + if moe_z_batch_loss is not None: + metrics["train/MoEZLoss"] = moe_z_batch_loss.item() + # Maybe collect post-step optimizer-specific metrics. if should_log_optim_metrics_this_step: optim_metrics = self.optim.get_post_step_metrics( diff --git a/scripts/train.py b/scripts/train.py index fcb79a2ec..48230f9f4 100644 --- a/scripts/train.py +++ b/scripts/train.py @@ -130,7 +130,9 @@ def main(cfg: TrainConfig) -> None: olmo_model = OLMo(cfg.model) log.info(f"Total number of parameters: {olmo_model.num_params():,d}") log.info(f"Number of non-embedding parameters: {olmo_model.num_params(include_embedding=False):,d}") - log.info(f"Peak GPU Memory (MB) before {cfg.distributed_strategy}: {int(peak_gpu_memory() or 0)}") + if olmo_model.config.block_type == "moe": + log.info(f"Number of active parameters: {olmo_model.num_params(include_inactivate_params=False):,d}") + log.info(f"Peak GPU Memory (MB) before FSDP: {int(peak_gpu_memory() or 0)}") olmo_model.set_activation_checkpointing(cfg.activation_checkpointing) From db24750224525026e39d4e52e98bc9e824bc6d7b Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Wed, 19 Jun 2024 22:15:00 -0700 Subject: [PATCH 002/133] Add conf --- configs/olmoe17/olmoe17-8x1b-final.yml | 1860 ++++++++++++++++++++++++ 1 file changed, 1860 insertions(+) create mode 100644 configs/olmoe17/olmoe17-8x1b-final.yml diff --git a/configs/olmoe17/olmoe17-8x1b-final.yml b/configs/olmoe17/olmoe17-8x1b-final.yml new file mode 100644 index 000000000..950b11252 --- /dev/null +++ b/configs/olmoe17/olmoe17-8x1b-final.yml @@ -0,0 +1,1860 @@ +run_name: ${oc.env:SLURM_JOB_ID} +seed: 6198 +dry_run: false +no_pre_train_checkpoint: true +# fused_loss: true +# activation_checkpointing: fine_grained + +wandb: + name: ${run_name} + project: olmoe + group: null + +model: + d_model: 2048 + n_heads: 16 + n_layers: 16 + mlp_ratio: 8 + weight_tying: false + alibi: false + rope: true + flash_attention: true + attention_dropout: 0.0 + attention_layer_norm: true + include_bias: false + block_type: moe + layer_norm_type: default + layer_norm_with_affine: false + bias_for_layer_norm: false + attention_layer_norm_with_affine: false + activation_type: swiglu + residual_dropout: 0.0 + embedding_dropout: 0.0 + max_sequence_length: 4096 + vocab_size: 50280 + embedding_size: 50304 + eos_token_id: 0 + pad_token_id: 1 + init_device: meta + init_fn: normal + init_cutoff_factor: 3 + moe_top_k: 2 + moe_num_experts: 8 + moe_expert_model_parallelism: false + moe_dropless: true + moe_mlp_impl: sparse + moe_zloss_weight: 0.001 + moe_loss_weight: 0.01 + +compile: null + +optimizer: + name: adamw + learning_rate: 4.0e-4 + weight_decay: 0.1 + decay_norm_and_bias: true + decay_embeddings: true + betas: + - 0.9 + - 0.95 + metrics_log_interval: 10 + +scheduler: + name: cosine_with_warmup + units: tokens + t_warmup: 10485760000 + t_max: 3e12 + alpha_f: 0.1 + +tokenizer: + identifier: tokenizers/allenai_gpt-neox-olmo-dolma-v1_5.json + truncate_direction: right + +save_folder: runs/${run_name} +remote_save_folder: s3://ai2-llm/checkpoints/OLMoE/${run_name} +save_overwrite: false + +save_interval: 5000 +save_interval_ephemeral: null +save_num_checkpoints_to_keep: -1 +sharded_checkpointer: olmo_core + +save_interval_unsharded: null +save_num_unsharded_checkpoints_to_keep: -1 + +load_path: null + +max_duration: 2ep +global_train_batch_size: 1024 +device_train_microbatch_size: 4 + +precision: amp_bf16 + +fsdp: + wrapping_strategy: by_block + precision: mixed + sharding_strategy: FULL_SHARD + +max_grad_norm: 1.0 +max_grad_norm_ratio: null + +speed_monitor: + window_size: 1 + +eval_interval: 5000 +eval_subset_num_batches: -1 +device_eval_batch_size: ${device_train_microbatch_size} +evaluators: + - label: all-small-ppl-validation + data: + num_workers: 0 + drop_last: true + datasets: + c4_en-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy + dolma_books-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy + dolma_common-crawl-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy + dolma_pes2o-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy + dolma_reddit-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy + dolma_stack-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy + dolma_wiki-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy + ice-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy + m2d2_s2orc-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy + pile-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy + wikitext_103-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy + + ########################## + # Downstream evaluations # + ########################## + - label: piqa + type: downstream + + - label: hellaswag + type: downstream + + - label: winogrande + type: downstream + + - label: openbook_qa + type: downstream + + - label: boolq + type: downstream + + - label: sciq + type: downstream + + - label: arc_easy + type: downstream + + - label: arc_challenge + type: downstream + + - label: copa + type: downstream + + - label: commonsense_qa + type: downstream + + - label: social_iqa + type: downstream + + - label: mmlu_stem_var + type: downstream + + - label: mmlu_humanities_var + type: downstream + + - label: mmlu_social_sciences_var + type: downstream + + - label: mmlu_other_var + type: downstream + + - label: mmlu_stem_mc_5shot + type: downstream + + - label: mmlu_humanities_mc_5shot + type: downstream + + - label: mmlu_social_sciences_mc_5shot + type: downstream + + - label: mmlu_other_mc_5shot + type: downstream + + - label: mmlu_stem_mc_5shot_test + type: downstream + + - label: mmlu_humanities_mc_5shot_test + type: downstream + + - label: mmlu_social_sciences_mc_5shot_test + type: downstream + + - label: mmlu_other_mc_5shot_test + type: downstream + +data: + pad_direction: right + num_workers: 16 + drop_last: true + pin_memory: true + prefetch_factor: 8 + persistent_workers: true + timeout: 0 + instance_filter: + repetition_max_period: 13 + repetition_min_period: 1 + repetition_max_count: 32 + paths: + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy + - 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s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/wiki/allenai/gpt-neox-olmo-dolma-v1_5/part-0-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/wiki/allenai/gpt-neox-olmo-dolma-v1_5/part-0-00001.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/wiki/allenai/gpt-neox-olmo-dolma-v1_5/part-0-00001.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/wiki/allenai/gpt-neox-olmo-dolma-v1_5/part-1-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/wiki/allenai/gpt-neox-olmo-dolma-v1_5/part-1-00000.npy \ No newline at end of file From 18450de45d15763d410dad0bb7c23a5790a1d9fa Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Wed, 19 Jun 2024 22:21:20 -0700 Subject: [PATCH 003/133] Fix return args --- olmo/train.py | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/olmo/train.py b/olmo/train.py index c854d7247..83d54afa5 100644 --- a/olmo/train.py +++ b/olmo/train.py @@ -718,7 +718,7 @@ def train_batch(self, batch: Dict[str, Any]) -> Tuple[torch.Tensor, Optional[tor z_batch_loss = None if not self.cfg.softmax_auxiliary_loss else torch.tensor(0.0, device=self.device) lb_batch_loss = None if self.model.config.block_type != BlockType.moe else torch.tensor(0.0, device=self.device) moe_z_batch_loss = None if not self.model.config.moe_zloss_weight else torch.tensor(0.0, device=self.device) - + expert_assignments = None if ((self.model.config.block_type != BlockType.moe) or (self.model.config.moe_log_expert_assignment is False)) else torch.zeros((self.model.config.n_layers, self.model.config.moe_num_experts), device=self.device) num_micro_batches = len(micro_batches) for micro_batch_idx, micro_batch in enumerate(micro_batches): @@ -759,7 +759,7 @@ def train_batch(self, batch: Dict[str, Any]) -> Tuple[torch.Tensor, Optional[tor tokens_per_expert, _, _ = zip(*get_load_balancing_loss()) else: tokens_per_expert, _ = zip(*get_load_balancing_loss()) - expert_assignments += torch.stack(tokens_per_expert, dim=0).cpu() + expert_assignments += torch.stack(tokens_per_expert, dim=0) clear_load_balancing_loss() if self.model.config.moe_loss_weight > 0.0: loss += lb_loss @@ -771,7 +771,7 @@ def train_batch(self, batch: Dict[str, Any]) -> Tuple[torch.Tensor, Optional[tor # Run backward pass. loss.backward() - return ce_batch_loss, z_batch_loss + return ce_batch_loss, z_batch_loss, lb_batch_loss, moe_z_batch_loss, expert_assignments def train_step(self, batch: Dict[str, Any], reduce_global_loss: bool = True) -> Dict[str, float]: metrics: Dict[str, float] = {} From 4ab7f779b097258b4bcd9f086e36e74b729e4dcd Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Wed, 19 Jun 2024 22:22:15 -0700 Subject: [PATCH 004/133] Rmv outdated kwarg --- configs/olmoe17/olmoe17-8x1b-final.yml | 1 - 1 file changed, 1 deletion(-) diff --git a/configs/olmoe17/olmoe17-8x1b-final.yml b/configs/olmoe17/olmoe17-8x1b-final.yml index 950b11252..7db8c9700 100644 --- a/configs/olmoe17/olmoe17-8x1b-final.yml +++ b/configs/olmoe17/olmoe17-8x1b-final.yml @@ -40,7 +40,6 @@ model: init_cutoff_factor: 3 moe_top_k: 2 moe_num_experts: 8 - moe_expert_model_parallelism: false moe_dropless: true moe_mlp_impl: sparse moe_zloss_weight: 0.001 From dba42fdc734df4d55a5afd15e9fc72c4403c2a6d Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Wed, 19 Jun 2024 22:29:03 -0700 Subject: [PATCH 005/133] Rmv legacy kwarg --- olmo/model.py | 55 +++++++++++++++++++++++++-------------------------- 1 file changed, 27 insertions(+), 28 deletions(-) diff --git a/olmo/model.py b/olmo/model.py index 3e87c0525..da9426016 100644 --- a/olmo/model.py +++ b/olmo/model.py @@ -690,34 +690,33 @@ def __init__(self, layer_id: int, config: ModelConfig, cache: BufferCache): ) # MoE Block - if not(self.config.share_moe and self.layer_id > 0): - kwargs = { - "activation_fn": F.silu if 'glu' in config.activation_type.lower() else self.act, - "mlp_type": 'glu' if 'glu' in config.activation_type.lower() else 'mlp', - "mlp_impl": config.moe_mlp_impl, - "hidden_size": config.d_model, - "ffn_hidden_size": int(self.act.output_multiplier * self.hidden_size), - "moe_num_experts": config.moe_num_experts, - # Handled by FSDP (https://github.com/databricks/megablocks/issues/57#issuecomment-1854594483) - "moe_weight_parallelism": False, - "moe_expert_model_parallelism": False, - "moe_top_k": config.moe_top_k, - "moe_capacity_factor": config.moe_capacity_factor, - "moe_loss_weight": config.moe_loss_weight, - "device": config.init_device, - # Handled by FSDP - "bf16": False, - "fp16": False, - "bias": self.config.include_bias, - "return_bias": False, - "shared_expert": self.config.moe_shared_expert, - "moe_lbl_in_fp32": config.moe_lbl_in_fp32, - } - if config.moe_zloss_weight: - kwargs["moe_zloss_weight"] = config.moe_zloss_weight - - self.moe_args = MoEArgs(**kwargs) - self.ffn = dMoE(self.moe_args) if self.config.moe_dropless else MoE(self.moe_args) + kwargs = { + "activation_fn": F.silu if 'glu' in config.activation_type.lower() else self.act, + "mlp_type": 'glu' if 'glu' in config.activation_type.lower() else 'mlp', + "mlp_impl": config.moe_mlp_impl, + "hidden_size": config.d_model, + "ffn_hidden_size": int(self.act.output_multiplier * self.hidden_size), + "moe_num_experts": config.moe_num_experts, + # Handled by FSDP (https://github.com/databricks/megablocks/issues/57#issuecomment-1854594483) + "moe_weight_parallelism": False, + "moe_expert_model_parallelism": False, + "moe_top_k": config.moe_top_k, + "moe_capacity_factor": config.moe_capacity_factor, + "moe_loss_weight": config.moe_loss_weight, + "device": config.init_device, + # Handled by FSDP + "bf16": False, + "fp16": False, + "bias": self.config.include_bias, + "return_bias": False, + "shared_expert": self.config.moe_shared_expert, + "moe_lbl_in_fp32": config.moe_lbl_in_fp32, + } + if config.moe_zloss_weight: + kwargs["moe_zloss_weight"] = config.moe_zloss_weight + + self.moe_args = MoEArgs(**kwargs) + self.ffn = dMoE(self.moe_args) if self.config.moe_dropless else MoE(self.moe_args) # Rotary embeddings. if self.config.rope: From 6a8e08933cd7a4bfe5c19cf57d791db8051d2bfe Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Wed, 19 Jun 2024 22:37:43 -0700 Subject: [PATCH 006/133] Add distributed_strategy --- configs/olmoe17/olmoe17-8x1b-final.yml | 1 + 1 file changed, 1 insertion(+) diff --git a/configs/olmoe17/olmoe17-8x1b-final.yml b/configs/olmoe17/olmoe17-8x1b-final.yml index 7db8c9700..ffa454818 100644 --- a/configs/olmoe17/olmoe17-8x1b-final.yml +++ b/configs/olmoe17/olmoe17-8x1b-final.yml @@ -88,6 +88,7 @@ global_train_batch_size: 1024 device_train_microbatch_size: 4 precision: amp_bf16 +distributed_strategy: fsdp fsdp: wrapping_strategy: by_block From 1a9a31774c9ef66d6adbebf9c996c8c6b4711e94 Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Wed, 19 Jun 2024 22:45:20 -0700 Subject: [PATCH 007/133] Allow w/o weight attr --- olmo/initialization.py | 10 ++++++++-- 1 file changed, 8 insertions(+), 2 deletions(-) diff --git a/olmo/initialization.py b/olmo/initialization.py index 2a06581a5..67aa33985 100644 --- a/olmo/initialization.py +++ b/olmo/initialization.py @@ -13,9 +13,15 @@ def init_normal( # weights if init_cutoff_factor is not None: cutoff_value = init_cutoff_factor * std - nn.init.trunc_normal_(module.weight, mean=0.0, std=std, a=-cutoff_value, b=cutoff_value) + if hasattr(module, "weight"): + nn.init.trunc_normal_(module.weight, mean=0.0, std=std, a=-cutoff_value, b=cutoff_value) + else: + nn.init.trunc_normal_(module.weight, mean=0.0, std=std, a=-cutoff_value, b=cutoff_value) else: - nn.init.normal_(module.weight, mean=0.0, std=std) + if hasattr(module, "weight"): + nn.init.normal_(module.weight, mean=0.0, std=std) + else: + nn.init.normal_(module.weight, mean=0.0, std=std) # biases if isinstance(module, nn.Linear) and module.bias is not None: From ab55e07697719d623800128b0c11bf655c1b60f9 Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Wed, 19 Jun 2024 23:07:15 -0700 Subject: [PATCH 008/133] Allow w/o weight attr --- olmo/initialization.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/olmo/initialization.py b/olmo/initialization.py index 67aa33985..f203497f6 100644 --- a/olmo/initialization.py +++ b/olmo/initialization.py @@ -16,12 +16,12 @@ def init_normal( if hasattr(module, "weight"): nn.init.trunc_normal_(module.weight, mean=0.0, std=std, a=-cutoff_value, b=cutoff_value) else: - nn.init.trunc_normal_(module.weight, mean=0.0, std=std, a=-cutoff_value, b=cutoff_value) + nn.init.trunc_normal_(module, mean=0.0, std=std, a=-cutoff_value, b=cutoff_value) else: if hasattr(module, "weight"): nn.init.normal_(module.weight, mean=0.0, std=std) else: - nn.init.normal_(module.weight, mean=0.0, std=std) + nn.init.normal_(module, mean=0.0, std=std) # biases if isinstance(module, nn.Linear) and module.bias is not None: From 7aeefd4c5fde134d492b6491995f2b7579edfd9a Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Wed, 19 Jun 2024 23:18:22 -0700 Subject: [PATCH 009/133] Add MoE params --- olmo/optim.py | 8 ++++++++ 1 file changed, 8 insertions(+) diff --git a/olmo/optim.py b/olmo/optim.py index 9025960b2..c451bf06b 100644 --- a/olmo/optim.py +++ b/olmo/optim.py @@ -15,6 +15,12 @@ from .config import OptimizerType, SchedulerConfig, SchedulerType, TrainConfig from .torch_util import get_default_device, is_distributed +try: + from megablocks.layers.mlp import MLP, SparseMLP + megablocks_available = True +except ImportError: + megablocks_available = False + __all__ = [ "Optimizer", "LionW", @@ -666,6 +672,8 @@ def get_param_groups(cfg: TrainConfig, model: nn.Module) -> List[Dict[str, Any]] decay.add(fpn) else: no_decay.add(fpn) + elif megablocks_available and pn.endswith(("w1", "w2", "v1")) and (isinstance(m, MLP) or isinstance(m, SparseMLP)): + decay.add(fpn) # Validate that we've considered every parameter inter_params = decay & no_decay From 3eab45c2c6d2d4d0bf39a3e13a40084614d88e6c Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Wed, 19 Jun 2024 23:26:09 -0700 Subject: [PATCH 010/133] Rmv kwarg --- olmo/train.py | 2 -- 1 file changed, 2 deletions(-) diff --git a/olmo/train.py b/olmo/train.py index 83d54afa5..d99700a88 100644 --- a/olmo/train.py +++ b/olmo/train.py @@ -224,8 +224,6 @@ def fused_loss_fn( "shared_expert": self.model.config.moe_shared_expert, "moe_lbl_in_fp32": self.model.config.moe_lbl_in_fp32, } - if self.model.config.moe_expert_choice: - kwargs["moe_expert_choice"] = self.model.config.moe_expert_choice if self.model.config.moe_zloss_weight: kwargs["moe_zloss_weight"] = self.model.config.moe_zloss_weight From 6d736da1be2535f85dcfbffe4a1b4ec84aa39d9e Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Thu, 20 Jun 2024 20:15:46 -0700 Subject: [PATCH 011/133] Reduce lb & moe losses --- olmo/optim.py | 2 +- olmo/train.py | 6 ++++++ 2 files changed, 7 insertions(+), 1 deletion(-) diff --git a/olmo/optim.py b/olmo/optim.py index c451bf06b..f76c5ddf3 100644 --- a/olmo/optim.py +++ b/olmo/optim.py @@ -673,7 +673,7 @@ def get_param_groups(cfg: TrainConfig, model: nn.Module) -> List[Dict[str, Any]] else: no_decay.add(fpn) elif megablocks_available and pn.endswith(("w1", "w2", "v1")) and (isinstance(m, MLP) or isinstance(m, SparseMLP)): - decay.add(fpn) + decay.add(fpn) # Validate that we've considered every parameter inter_params = decay & no_decay diff --git a/olmo/train.py b/olmo/train.py index d99700a88..83a9b6316 100644 --- a/olmo/train.py +++ b/olmo/train.py @@ -799,6 +799,12 @@ def train_step(self, batch: Dict[str, Any], reduce_global_loss: bool = True) -> if z_batch_loss is not None: dist.reduce(z_batch_loss, 0) z_batch_loss.div_(get_world_size()) + if lb_batch_loss is not None: + dist.reduce(lb_batch_loss, 0) + lb_batch_loss.div_(get_world_size()) + if moe_z_batch_loss is not None: + dist.reduce(moe_z_batch_loss, 0) + moe_z_batch_loss.div_(get_world_size()) # Clip gradient norms and collect param/gradient/optim metrics. should_log_optim_metrics_this_step = self.should_log_optim_metrics_this_step() From d07c638607aa4246f05362e4531e7490a5ea0c7e Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Thu, 20 Jun 2024 21:29:25 -0700 Subject: [PATCH 012/133] LN & Emb Dec --- configs/olmoe17/olmoe17-8x1b-final.yml | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/configs/olmoe17/olmoe17-8x1b-final.yml b/configs/olmoe17/olmoe17-8x1b-final.yml index ffa454818..fb4611f2e 100644 --- a/configs/olmoe17/olmoe17-8x1b-final.yml +++ b/configs/olmoe17/olmoe17-8x1b-final.yml @@ -23,8 +23,8 @@ model: attention_layer_norm: true include_bias: false block_type: moe - layer_norm_type: default - layer_norm_with_affine: false + layer_norm_type: rms + layer_norm_with_affine: true bias_for_layer_norm: false attention_layer_norm_with_affine: false activation_type: swiglu From 139984172420acccc5b709a1f1cf243ada5eb685 Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Thu, 20 Jun 2024 21:32:41 -0700 Subject: [PATCH 013/133] Do not decay emb --- configs/olmoe17/olmoe17-8x1b-final.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/configs/olmoe17/olmoe17-8x1b-final.yml b/configs/olmoe17/olmoe17-8x1b-final.yml index fb4611f2e..097aa3675 100644 --- a/configs/olmoe17/olmoe17-8x1b-final.yml +++ b/configs/olmoe17/olmoe17-8x1b-final.yml @@ -52,7 +52,7 @@ optimizer: learning_rate: 4.0e-4 weight_decay: 0.1 decay_norm_and_bias: true - decay_embeddings: true + decay_embeddings: false betas: - 0.9 - 0.95 From a13b5b8a2063b2e711edcff427200a9313cf5940 Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Thu, 20 Jun 2024 22:02:41 -0700 Subject: [PATCH 014/133] Tmp - debug throughput --- configs/olmoe17/olmoe17-8x1b-final.yml | 6 +++--- olmo/train.py | 7 +++++++ 2 files changed, 10 insertions(+), 3 deletions(-) diff --git a/configs/olmoe17/olmoe17-8x1b-final.yml b/configs/olmoe17/olmoe17-8x1b-final.yml index 097aa3675..43911ef5f 100644 --- a/configs/olmoe17/olmoe17-8x1b-final.yml +++ b/configs/olmoe17/olmoe17-8x1b-final.yml @@ -23,8 +23,8 @@ model: attention_layer_norm: true include_bias: false block_type: moe - layer_norm_type: rms - layer_norm_with_affine: true + layer_norm_type: default + layer_norm_with_affine: false bias_for_layer_norm: false attention_layer_norm_with_affine: false activation_type: swiglu @@ -56,7 +56,7 @@ optimizer: betas: - 0.9 - 0.95 - metrics_log_interval: 10 + metrics_log_interval: 1000 scheduler: name: cosine_with_warmup diff --git a/olmo/train.py b/olmo/train.py index 83a9b6316..8c7bcbfee 100644 --- a/olmo/train.py +++ b/olmo/train.py @@ -807,6 +807,7 @@ def train_step(self, batch: Dict[str, Any], reduce_global_loss: bool = True) -> moe_z_batch_loss.div_(get_world_size()) # Clip gradient norms and collect param/gradient/optim metrics. + """ should_log_optim_metrics_this_step = self.should_log_optim_metrics_this_step() optim_metrics = self.optim.clip_grads_and_collect_metrics( self.global_step, @@ -815,6 +816,12 @@ def train_step(self, batch: Dict[str, Any], reduce_global_loss: bool = True) -> # HYBRID sharding. process_group=self.dist_model.process_group, ) + """ + if self.cfg.fsdp.sharding_strategy == torch.distributed.fsdp.ShardingStrategy.NO_SHARD: + total_norm = torch.nn.utils.clip_grad_norm_(self.fsdp_model.parameters(), self.cfg.max_grad_norm) + else: + total_norm = self.fsdp_model.clip_grad_norm_(self.cfg.max_grad_norm) + optim_metrics = {"total_grad_norm": total_norm} # if should_log_optim_metrics_this_step else {} # Adjust the learning rate. for group in self.optim.param_groups: From 935167e99a3dc54ee86e3829d5fc1bb4aaac57f8 Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Thu, 20 Jun 2024 22:20:25 -0700 Subject: [PATCH 015/133] Fix --- olmo/train.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/olmo/train.py b/olmo/train.py index 8c7bcbfee..53dddafd0 100644 --- a/olmo/train.py +++ b/olmo/train.py @@ -818,9 +818,9 @@ def train_step(self, batch: Dict[str, Any], reduce_global_loss: bool = True) -> ) """ if self.cfg.fsdp.sharding_strategy == torch.distributed.fsdp.ShardingStrategy.NO_SHARD: - total_norm = torch.nn.utils.clip_grad_norm_(self.fsdp_model.parameters(), self.cfg.max_grad_norm) + total_norm = torch.nn.utils.clip_grad_norm_(self.dist_model.parameters(), self.cfg.max_grad_norm) else: - total_norm = self.fsdp_model.clip_grad_norm_(self.cfg.max_grad_norm) + total_norm = self.dist_model.clip_grad_norm_(self.cfg.max_grad_norm) optim_metrics = {"total_grad_norm": total_norm} # if should_log_optim_metrics_this_step else {} # Adjust the learning rate. From b96972d1f2f4542b3993ab143c4def8f1a17924d Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Thu, 20 Jun 2024 22:34:53 -0700 Subject: [PATCH 016/133] Fix --- olmo/train.py | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/olmo/train.py b/olmo/train.py index 53dddafd0..91895c5c6 100644 --- a/olmo/train.py +++ b/olmo/train.py @@ -817,11 +817,12 @@ def train_step(self, batch: Dict[str, Any], reduce_global_loss: bool = True) -> process_group=self.dist_model.process_group, ) """ + should_log_optim_metrics_this_step = self.should_log_optim_metrics_this_step() if self.cfg.fsdp.sharding_strategy == torch.distributed.fsdp.ShardingStrategy.NO_SHARD: total_norm = torch.nn.utils.clip_grad_norm_(self.dist_model.parameters(), self.cfg.max_grad_norm) else: total_norm = self.dist_model.clip_grad_norm_(self.cfg.max_grad_norm) - optim_metrics = {"total_grad_norm": total_norm} # if should_log_optim_metrics_this_step else {} + optim_metrics = {"total_grad_norm": total_norm} if should_log_optim_metrics_this_step else {} # Adjust the learning rate. for group in self.optim.param_groups: From 00794908450625854834534ab0332982136736e2 Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Fri, 21 Jun 2024 10:20:55 -0700 Subject: [PATCH 017/133] maintain init order --- olmo/model.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/olmo/model.py b/olmo/model.py index da9426016..567d3c6fc 100644 --- a/olmo/model.py +++ b/olmo/model.py @@ -768,12 +768,12 @@ def reset_parameters(self): init_normal(self.att_proj, std=in_std, init_cutoff_factor=cutoff_factor) init_normal(self.attn_out, std=attn_out_std, init_cutoff_factor=cutoff_factor) + self.attn_norm.reset_parameters() + self.ff_norm.reset_parameters() init_normal(self.ffn.experts.mlp.w1, std=in_std, init_cutoff_factor=cutoff_factor) init_normal(self.ffn.experts.mlp.w2, std=ff_out_std, init_cutoff_factor=cutoff_factor) if hasattr(self.ffn.experts.mlp, "v1"): init_normal(self.ffn.experts.mlp.v1, std=in_std, init_cutoff_factor=cutoff_factor) - self.attn_norm.reset_parameters() - self.ff_norm.reset_parameters() if self.ffn.experts.bias is not None: torch.nn.init.zeros_(self.ffn.experts.bias) init_normal(self.ffn.router.layer, std=in_std, init_cutoff_factor=cutoff_factor) From e2c72864c2b87f20271a1b6bb05e33ab12dcda6c Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Fri, 21 Jun 2024 10:22:26 -0700 Subject: [PATCH 018/133] Decay emb --- configs/olmoe17/olmoe17-8x1b-final.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/configs/olmoe17/olmoe17-8x1b-final.yml b/configs/olmoe17/olmoe17-8x1b-final.yml index 43911ef5f..6b40776ba 100644 --- a/configs/olmoe17/olmoe17-8x1b-final.yml +++ b/configs/olmoe17/olmoe17-8x1b-final.yml @@ -52,7 +52,7 @@ optimizer: learning_rate: 4.0e-4 weight_decay: 0.1 decay_norm_and_bias: true - decay_embeddings: false + decay_embeddings: true betas: - 0.9 - 0.95 From d39a37c501cb0e8e7c22276688611cd4736e389c Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Fri, 21 Jun 2024 12:11:31 -0700 Subject: [PATCH 019/133] Keep EA on CPU --- olmo/train.py | 5 +++-- 1 file changed, 3 insertions(+), 2 deletions(-) diff --git a/olmo/train.py b/olmo/train.py index 91895c5c6..1e3f2683f 100644 --- a/olmo/train.py +++ b/olmo/train.py @@ -716,7 +716,8 @@ def train_batch(self, batch: Dict[str, Any]) -> Tuple[torch.Tensor, Optional[tor z_batch_loss = None if not self.cfg.softmax_auxiliary_loss else torch.tensor(0.0, device=self.device) lb_batch_loss = None if self.model.config.block_type != BlockType.moe else torch.tensor(0.0, device=self.device) moe_z_batch_loss = None if not self.model.config.moe_zloss_weight else torch.tensor(0.0, device=self.device) - expert_assignments = None if ((self.model.config.block_type != BlockType.moe) or (self.model.config.moe_log_expert_assignment is False)) else torch.zeros((self.model.config.n_layers, self.model.config.moe_num_experts), device=self.device) + # Keep this one on CPU to save memory + expert_assignments = None if ((self.model.config.block_type != BlockType.moe) or (self.model.config.moe_log_expert_assignment is False)) else torch.zeros((self.model.config.n_layers, self.model.config.moe_num_experts)) num_micro_batches = len(micro_batches) for micro_batch_idx, micro_batch in enumerate(micro_batches): @@ -757,7 +758,7 @@ def train_batch(self, batch: Dict[str, Any]) -> Tuple[torch.Tensor, Optional[tor tokens_per_expert, _, _ = zip(*get_load_balancing_loss()) else: tokens_per_expert, _ = zip(*get_load_balancing_loss()) - expert_assignments += torch.stack(tokens_per_expert, dim=0) + expert_assignments += torch.stack(tokens_per_expert, dim=0).cpu() clear_load_balancing_loss() if self.model.config.moe_loss_weight > 0.0: loss += lb_loss From 3acfc04ae8fb5c32f67844691734dbefb1a2cbc6 Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Fri, 21 Jun 2024 14:24:02 -0700 Subject: [PATCH 020/133] Do not decay emb --- configs/olmoe17/olmoe17-8x1b-final.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/configs/olmoe17/olmoe17-8x1b-final.yml b/configs/olmoe17/olmoe17-8x1b-final.yml index 6b40776ba..43911ef5f 100644 --- a/configs/olmoe17/olmoe17-8x1b-final.yml +++ b/configs/olmoe17/olmoe17-8x1b-final.yml @@ -52,7 +52,7 @@ optimizer: learning_rate: 4.0e-4 weight_decay: 0.1 decay_norm_and_bias: true - decay_embeddings: true + decay_embeddings: false betas: - 0.9 - 0.95 From 4432261b0d931f30a4aed6270815c50fc8cb3ef3 Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Fri, 21 Jun 2024 14:54:37 -0700 Subject: [PATCH 021/133] Change norm --- configs/olmoe17/olmoe17-8x1b-final.yml | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/configs/olmoe17/olmoe17-8x1b-final.yml b/configs/olmoe17/olmoe17-8x1b-final.yml index 43911ef5f..37622d96b 100644 --- a/configs/olmoe17/olmoe17-8x1b-final.yml +++ b/configs/olmoe17/olmoe17-8x1b-final.yml @@ -23,8 +23,8 @@ model: attention_layer_norm: true include_bias: false block_type: moe - layer_norm_type: default - layer_norm_with_affine: false + layer_norm_type: rms + layer_norm_with_affine: true bias_for_layer_norm: false attention_layer_norm_with_affine: false activation_type: swiglu From cef7707d29e61f7e0a83a5b1f58700515406f321 Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Fri, 21 Jun 2024 20:16:00 -0700 Subject: [PATCH 022/133] Confs --- configs/olmoe17/olmoe17-8x1b-final.yml | 2 +- configs/olmoe17/olmoe17-8x7b-final.yml | 1860 ++++++++++++++++++++++++ 2 files changed, 1861 insertions(+), 1 deletion(-) create mode 100644 configs/olmoe17/olmoe17-8x7b-final.yml diff --git a/configs/olmoe17/olmoe17-8x1b-final.yml b/configs/olmoe17/olmoe17-8x1b-final.yml index 37622d96b..097aa3675 100644 --- a/configs/olmoe17/olmoe17-8x1b-final.yml +++ b/configs/olmoe17/olmoe17-8x1b-final.yml @@ -56,7 +56,7 @@ optimizer: betas: - 0.9 - 0.95 - metrics_log_interval: 1000 + metrics_log_interval: 10 scheduler: name: cosine_with_warmup diff --git a/configs/olmoe17/olmoe17-8x7b-final.yml b/configs/olmoe17/olmoe17-8x7b-final.yml new file mode 100644 index 000000000..33287765c --- /dev/null +++ b/configs/olmoe17/olmoe17-8x7b-final.yml @@ -0,0 +1,1860 @@ +run_name: ${oc.env:SLURM_JOB_ID} +seed: 6198 +dry_run: false +no_pre_train_checkpoint: true +activation_checkpointing: fine_grained +fused_loss: true + +wandb: + name: ${run_name} + project: olmoe + group: null + +model: + d_model: 4096 + n_heads: 32 + n_layers: 32 + mlp_ratio: 8 + weight_tying: false + alibi: false + rope: true + flash_attention: true + attention_dropout: 0.0 + attention_layer_norm: true + include_bias: false + block_type: moe + layer_norm_type: rms + layer_norm_with_affine: true + bias_for_layer_norm: false + attention_layer_norm_with_affine: false + activation_type: swiglu + residual_dropout: 0.0 + embedding_dropout: 0.0 + max_sequence_length: 4096 + vocab_size: 50280 + embedding_size: 50304 + eos_token_id: 0 + pad_token_id: 1 + init_device: meta + init_fn: normal + init_cutoff_factor: 3 + moe_top_k: 2 + moe_num_experts: 8 + moe_dropless: true + moe_mlp_impl: sparse + moe_zloss_weight: 0.001 + moe_loss_weight: 0.01 + +compile: null + +optimizer: + name: adamw + learning_rate: 3.0e-4 + weight_decay: 0.1 + decay_norm_and_bias: true + decay_embeddings: false + betas: + - 0.9 + - 0.95 + metrics_log_interval: 10 + +scheduler: + name: cosine_with_warmup + units: tokens + t_warmup: 10485760000 + t_max: 3e12 + alpha_f: 0.1 + +tokenizer: + identifier: tokenizers/allenai_gpt-neox-olmo-dolma-v1_5.json + truncate_direction: right + +save_folder: runs/${run_name} +remote_save_folder: s3://ai2-llm/checkpoints/OLMoE/${run_name} +save_overwrite: false + +save_interval: 5000 +save_interval_ephemeral: null +save_num_checkpoints_to_keep: -1 +sharded_checkpointer: olmo_core + +save_interval_unsharded: null +save_num_unsharded_checkpoints_to_keep: -1 + +load_path: null + +max_duration: 2ep +global_train_batch_size: 1024 +device_train_microbatch_size: 1 + +precision: amp_bf16 +distributed_strategy: fsdp + +fsdp: + wrapping_strategy: by_block + precision: mixed + sharding_strategy: FULL_SHARD + +max_grad_norm: 1.0 +max_grad_norm_ratio: null + +speed_monitor: + window_size: 1 + +eval_interval: 5000 +eval_subset_num_batches: -1 +device_eval_batch_size: ${device_train_microbatch_size} +evaluators: + - label: all-small-ppl-validation + data: + num_workers: 0 + drop_last: true + datasets: + c4_en-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy + dolma_books-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy + dolma_common-crawl-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy + dolma_pes2o-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy + dolma_reddit-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy + dolma_stack-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy + dolma_wiki-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy + ice-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy + m2d2_s2orc-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy + pile-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy + wikitext_103-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy + + ########################## + # Downstream evaluations # + ########################## + - label: piqa + type: downstream + + - label: hellaswag + type: downstream + + - label: winogrande + type: downstream + + - label: openbook_qa + type: downstream + + - label: boolq + type: downstream + + - label: sciq + type: downstream + + - label: arc_easy + type: downstream + + - label: arc_challenge + type: downstream + + - label: copa + type: downstream + + - label: commonsense_qa + type: downstream + + - label: social_iqa + type: downstream + + - label: mmlu_stem_var + type: downstream + + - label: mmlu_humanities_var + type: downstream + + - label: mmlu_social_sciences_var + type: downstream + + - label: mmlu_other_var + type: downstream + + - label: mmlu_stem_mc_5shot + type: downstream + + - label: mmlu_humanities_mc_5shot + type: downstream + + - label: mmlu_social_sciences_mc_5shot + type: downstream + + - label: mmlu_other_mc_5shot + type: downstream + + - label: mmlu_stem_mc_5shot_test + type: downstream + + - label: mmlu_humanities_mc_5shot_test + type: downstream + + - label: mmlu_social_sciences_mc_5shot_test + type: downstream + + - label: mmlu_other_mc_5shot_test + type: downstream + +data: + pad_direction: right + num_workers: 16 + drop_last: true + pin_memory: true + prefetch_factor: 8 + persistent_workers: true + timeout: 0 + instance_filter: + repetition_max_period: 13 + repetition_min_period: 1 + repetition_max_count: 32 + paths: + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy + - 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Sep 17 00:00:00 2001 From: Muennighoff Date: Fri, 21 Jun 2024 20:57:18 -0700 Subject: [PATCH 023/133] Adapt wrap --- configs/olmoe17/olmoe17-8x7b-final.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/configs/olmoe17/olmoe17-8x7b-final.yml b/configs/olmoe17/olmoe17-8x7b-final.yml index 33287765c..49e5ad315 100644 --- a/configs/olmoe17/olmoe17-8x7b-final.yml +++ b/configs/olmoe17/olmoe17-8x7b-final.yml @@ -91,7 +91,7 @@ precision: amp_bf16 distributed_strategy: fsdp fsdp: - wrapping_strategy: by_block + wrapping_strategy: by_block_and_size precision: mixed sharding_strategy: FULL_SHARD From 74218909ea6d15d44ef28f6cc6fec53ac24056c3 Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Sun, 23 Jun 2024 16:38:55 -0700 Subject: [PATCH 024/133] Add conf --- .../olmoe17/olmoe17-8x1b-final-nodecnorm.yml | 1860 +++++++++++++++++ 1 file changed, 1860 insertions(+) create mode 100644 configs/olmoe17/olmoe17-8x1b-final-nodecnorm.yml diff --git a/configs/olmoe17/olmoe17-8x1b-final-nodecnorm.yml b/configs/olmoe17/olmoe17-8x1b-final-nodecnorm.yml new file mode 100644 index 000000000..34912994a --- /dev/null +++ b/configs/olmoe17/olmoe17-8x1b-final-nodecnorm.yml @@ -0,0 +1,1860 @@ +run_name: ${oc.env:SLURM_JOB_ID} +seed: 6198 +dry_run: false +no_pre_train_checkpoint: true +# fused_loss: true +# activation_checkpointing: fine_grained + +wandb: + name: ${run_name} + project: olmoe + group: null + +model: + d_model: 2048 + n_heads: 16 + n_layers: 16 + mlp_ratio: 8 + weight_tying: false + alibi: false + rope: true + flash_attention: true + attention_dropout: 0.0 + attention_layer_norm: true + include_bias: false + block_type: moe + layer_norm_type: default + layer_norm_with_affine: false + bias_for_layer_norm: false + attention_layer_norm_with_affine: false + activation_type: swiglu + residual_dropout: 0.0 + embedding_dropout: 0.0 + max_sequence_length: 4096 + vocab_size: 50280 + embedding_size: 50304 + eos_token_id: 0 + pad_token_id: 1 + init_device: meta + init_fn: normal + init_cutoff_factor: 3 + moe_top_k: 2 + moe_num_experts: 8 + moe_dropless: true + moe_mlp_impl: sparse + moe_zloss_weight: 0.001 + moe_loss_weight: 0.01 + +compile: null + +optimizer: + name: adamw + learning_rate: 4.0e-4 + weight_decay: 0.1 + decay_norm_and_bias: false + decay_embeddings: false + betas: + - 0.9 + - 0.95 + metrics_log_interval: 10 + +scheduler: + name: cosine_with_warmup + units: tokens + t_warmup: 10485760000 + t_max: 3e12 + alpha_f: 0.1 + +tokenizer: + identifier: tokenizers/allenai_gpt-neox-olmo-dolma-v1_5.json + truncate_direction: right + +save_folder: runs/${run_name} +remote_save_folder: s3://ai2-llm/checkpoints/OLMoE/${run_name} +save_overwrite: false + +save_interval: 5000 +save_interval_ephemeral: null +save_num_checkpoints_to_keep: -1 +sharded_checkpointer: olmo_core + +save_interval_unsharded: null +save_num_unsharded_checkpoints_to_keep: -1 + +load_path: null + +max_duration: 2ep +global_train_batch_size: 1024 +device_train_microbatch_size: 4 + +precision: amp_bf16 +distributed_strategy: fsdp + +fsdp: + wrapping_strategy: by_block + precision: mixed + sharding_strategy: FULL_SHARD + +max_grad_norm: 1.0 +max_grad_norm_ratio: null + +speed_monitor: + window_size: 1 + +eval_interval: 5000 +eval_subset_num_batches: -1 +device_eval_batch_size: ${device_train_microbatch_size} +evaluators: + - label: all-small-ppl-validation + data: + num_workers: 0 + drop_last: true + datasets: + c4_en-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy + dolma_books-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy + dolma_common-crawl-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy + dolma_pes2o-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy + dolma_reddit-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy + dolma_stack-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy + dolma_wiki-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy + ice-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy + m2d2_s2orc-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy + pile-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy + wikitext_103-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy + + ########################## + # Downstream evaluations # + ########################## + - label: piqa + type: downstream + + - label: hellaswag + type: downstream + + - label: winogrande + type: downstream + + - label: openbook_qa + type: downstream + + - label: boolq + type: downstream + + - label: sciq + type: downstream + + - label: arc_easy + type: downstream + + - label: arc_challenge + type: downstream + + - label: copa + type: downstream + + - label: commonsense_qa + type: downstream + + - label: social_iqa + type: downstream + + - label: mmlu_stem_var + type: downstream + + - label: mmlu_humanities_var + type: downstream + + - label: mmlu_social_sciences_var + type: downstream + + - label: mmlu_other_var + type: downstream + + - label: mmlu_stem_mc_5shot + type: downstream + + - label: mmlu_humanities_mc_5shot + type: downstream + + - label: mmlu_social_sciences_mc_5shot + type: downstream + + - label: mmlu_other_mc_5shot + type: downstream + + - label: mmlu_stem_mc_5shot_test + type: downstream + + - label: mmlu_humanities_mc_5shot_test + type: downstream + + - label: mmlu_social_sciences_mc_5shot_test + type: downstream + + - label: mmlu_other_mc_5shot_test + type: downstream + +data: + pad_direction: right + num_workers: 16 + drop_last: true + pin_memory: true + prefetch_factor: 8 + persistent_workers: true + timeout: 0 + instance_filter: + repetition_max_period: 13 + repetition_min_period: 1 + repetition_max_count: 32 + paths: + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy + - 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Sep 17 00:00:00 2001 From: Muennighoff Date: Mon, 24 Jun 2024 10:33:33 -0700 Subject: [PATCH 025/133] decemb conf --- configs/olmoe17/olmoe17-8x1b-final-decemb.yml | 1860 +++++++++++++++++ 1 file changed, 1860 insertions(+) create mode 100644 configs/olmoe17/olmoe17-8x1b-final-decemb.yml diff --git a/configs/olmoe17/olmoe17-8x1b-final-decemb.yml b/configs/olmoe17/olmoe17-8x1b-final-decemb.yml new file mode 100644 index 000000000..fb4611f2e --- /dev/null +++ b/configs/olmoe17/olmoe17-8x1b-final-decemb.yml @@ -0,0 +1,1860 @@ +run_name: ${oc.env:SLURM_JOB_ID} +seed: 6198 +dry_run: false +no_pre_train_checkpoint: true +# fused_loss: true +# activation_checkpointing: fine_grained + +wandb: + name: ${run_name} + project: olmoe + group: null + +model: + d_model: 2048 + n_heads: 16 + n_layers: 16 + mlp_ratio: 8 + weight_tying: false + alibi: false + rope: true + flash_attention: true + attention_dropout: 0.0 + attention_layer_norm: true + include_bias: false + block_type: moe + layer_norm_type: rms + layer_norm_with_affine: true + bias_for_layer_norm: false + attention_layer_norm_with_affine: false + activation_type: swiglu + residual_dropout: 0.0 + embedding_dropout: 0.0 + max_sequence_length: 4096 + vocab_size: 50280 + embedding_size: 50304 + eos_token_id: 0 + pad_token_id: 1 + init_device: meta + init_fn: normal + init_cutoff_factor: 3 + moe_top_k: 2 + moe_num_experts: 8 + moe_dropless: true + moe_mlp_impl: sparse + moe_zloss_weight: 0.001 + moe_loss_weight: 0.01 + +compile: null + +optimizer: + name: adamw + learning_rate: 4.0e-4 + weight_decay: 0.1 + decay_norm_and_bias: true + decay_embeddings: true + betas: + - 0.9 + - 0.95 + metrics_log_interval: 10 + +scheduler: + name: cosine_with_warmup + units: tokens + t_warmup: 10485760000 + t_max: 3e12 + alpha_f: 0.1 + +tokenizer: + identifier: tokenizers/allenai_gpt-neox-olmo-dolma-v1_5.json + truncate_direction: right + +save_folder: runs/${run_name} +remote_save_folder: s3://ai2-llm/checkpoints/OLMoE/${run_name} +save_overwrite: false + +save_interval: 5000 +save_interval_ephemeral: null +save_num_checkpoints_to_keep: -1 +sharded_checkpointer: olmo_core + +save_interval_unsharded: null +save_num_unsharded_checkpoints_to_keep: -1 + +load_path: null + +max_duration: 2ep +global_train_batch_size: 1024 +device_train_microbatch_size: 4 + +precision: amp_bf16 +distributed_strategy: fsdp + +fsdp: + wrapping_strategy: by_block + precision: mixed + sharding_strategy: FULL_SHARD + +max_grad_norm: 1.0 +max_grad_norm_ratio: null + +speed_monitor: + window_size: 1 + +eval_interval: 5000 +eval_subset_num_batches: -1 +device_eval_batch_size: ${device_train_microbatch_size} +evaluators: + - label: all-small-ppl-validation + data: + num_workers: 0 + drop_last: true + datasets: + c4_en-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy + dolma_books-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy + dolma_common-crawl-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy + dolma_pes2o-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy + dolma_reddit-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy + dolma_stack-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy + dolma_wiki-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy + ice-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy + m2d2_s2orc-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy + pile-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy + wikitext_103-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy + + ########################## + # Downstream evaluations # + ########################## + - label: piqa + type: downstream + + - label: hellaswag + type: downstream + + - label: winogrande + type: downstream + + - label: openbook_qa + type: downstream + + - label: boolq + type: downstream + + - label: sciq + type: downstream + + - label: arc_easy + type: downstream + + - label: arc_challenge + type: downstream + + - label: copa + type: downstream + + - label: commonsense_qa + type: downstream + + - label: social_iqa + type: downstream + + - label: mmlu_stem_var + type: downstream + + - label: mmlu_humanities_var + type: downstream + + - label: mmlu_social_sciences_var + type: downstream + + - label: mmlu_other_var + type: downstream + + - label: mmlu_stem_mc_5shot + type: downstream + + - label: mmlu_humanities_mc_5shot + type: downstream + + - label: mmlu_social_sciences_mc_5shot + type: downstream + + - label: mmlu_other_mc_5shot + type: downstream + + - label: mmlu_stem_mc_5shot_test + type: downstream + + - label: mmlu_humanities_mc_5shot_test + type: downstream + + - label: mmlu_social_sciences_mc_5shot_test + type: downstream + + - label: mmlu_other_mc_5shot_test + type: downstream + +data: + pad_direction: right + num_workers: 16 + drop_last: true + pin_memory: true + prefetch_factor: 8 + persistent_workers: true + timeout: 0 + instance_filter: + repetition_max_period: 13 + repetition_min_period: 1 + repetition_max_count: 32 + paths: + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy + - 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s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/wiki/allenai/gpt-neox-olmo-dolma-v1_5/part-0-00001.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/wiki/allenai/gpt-neox-olmo-dolma-v1_5/part-0-00001.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/wiki/allenai/gpt-neox-olmo-dolma-v1_5/part-1-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/wiki/allenai/gpt-neox-olmo-dolma-v1_5/part-1-00000.npy \ No newline at end of file From d5a06263a9e4e508ae4e2c6cd479ff5b9753651e Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Mon, 24 Jun 2024 14:59:09 -0700 Subject: [PATCH 026/133] Updates --- scripts/olmoe/olmoe-gantry-moe.sh | 207 ++++++++++++++++++++++++++++++ 1 file changed, 207 insertions(+) create mode 100644 scripts/olmoe/olmoe-gantry-moe.sh diff --git a/scripts/olmoe/olmoe-gantry-moe.sh b/scripts/olmoe/olmoe-gantry-moe.sh new file mode 100644 index 000000000..d2a830412 --- /dev/null +++ b/scripts/olmoe/olmoe-gantry-moe.sh @@ -0,0 +1,207 @@ +#!/usr/bin/env bash +set -ex + +#CONFIG_PATH=configs/olmoe/OLMoE-8x1B-NOSHARD-S3.yml +#CONFIG_PATH=configs/olmoe17/olmoe17-8x1b-fullshard-swiglu-wrapb.yml +#CONFIG_PATH=configs/olmoe17/olmoe17-8x1b-fullshard-swiglu-wrapb-s1k1.yml +#CONFIG_PATH=configs/olmoe17/olmoe17-32x1b-fullshard-swiglu-wrapb-s1k3.yml +#CONFIG_PATH=configs/olmoe17/olmoe17-32x1b-fullshard-wrapb-s1k3.yml +#CONFIG_PATH=configs/olmoe17/olmoe17-8x1b-fullshard-swiglu-wrapb-lblfp32.yml +#CONFIG_PATH=configs/olmoe17/olmoe17-32x1b-fullshard-swiglu-wrapb-s1k3-ec.yml +#CONFIG_PATH=configs/olmoe17/olmoe17-8x1b-fullshard-swiglu-wrapb-ec.yml +#CONFIG_PATH=configs/olmoe17/olmoe17-8x1b-fullshard-swiglu-wrapb-ec.yml + +#CONFIG_PATH=configs/olmoe17/olmoe17-8x1b-fullshard-swiglu-wrapb-k2-compile.yml +#CONFIG_PATH=configs/olmoe17/olmoe17-8x1b-fullshard-wrapb-k2-compile.yml +#CONFIG_PATH=configs/olmoe17/olmoe17-8x1b-fullshard-swiglu-wrapb-k2-lblfp32.yml +#CONFIG_PATH=configs/olmoe17/olmoe17-16x1b-fullshard-swiglu-wrapb-s1k1.yml +#CONFIG_PATH=configs/olmoe17/olmoe17-16x1b-fullshard-swiglu-wrapb-k2.yml +#CONFIG_PATH=configs/olmoe17/olmoe17-8x1b-fullshard-swiglu-wrapb-k2.yml +#CONFIG_PATH=configs/olmoe17/olmoe17-8x1b-fullshard-swiglu-wrapb-k2-init.yml +#ARGS='--run_name=olmoe17-8x1b-fullshard-swiglu-wrapb-k2-init' + +#CONFIG_PATH=configs/olmoe17/olmoe17-s128x1b-fullshard-swiglu-wrapb-k2.yml +#ARGS='--run_name=olmoe17-s128x1b-fullshard-swiglu-wrapb-k2 --device_train_microbatch_size=1' + +#CONFIG_PATH=configs/olmoe17/olmoe17-8x1b-fullshard-swiglu-wrapb-k2-datafix.yml +#CONFIG_PATH=configs/olmoe17/olmoe17-8x1b-fullshard-swiglu-wrapb-k2.yml +#ARGS='--run_name=olmoe17-8x1b-fullshard-swiglu-wrapb-k2-datafix-scratch' + +#CONFIG_PATH=configs/olmoe17/olmoe17-8x1b-fullshard-swiglu-wrapb-k2-zloss.yml +#ARGS='--run_name=olmoe17-8x1b-fullshard-swiglu-wrapb-k2-zloss-scratch' + +# --gen1_gc_interval=32' + +# --activation_checkpointing=fine_grained' # --gen1_gc_interval=32 +#--load_path=s3://ai2-llm/checkpoints/OLMoE/olmoe17-8x1b-fullshard-swiglu-wrapb-k2-init-qknorm/step155000/ + +#CONFIG_PATH=configs/olmoe17/olmoe17-8x1b-fullshard-swiglu-wrapb-ec-k2-il.yml + +#CONFIG_PATH=configs/olmoe17/olmoe17-8x1b-fullshard-swiglu-wrapb-ecg-k2-il.yml +#ARGS='--load_path=s3://ai2-llm/checkpoints/OLMoE/8x1b-954000-il-unsharded/ --reset_optimizer_state=True --reset_trainer_state=True --run_name=olmoe17-8x1b-fullshard-swiglu-wrapb-ecg-k2-il --gen1_gc_interval=32 --device_train_microbatch_size=4 --fused_loss=true' + +#CONFIG_PATH=configs/olmoe17/olmoe17-8x1b-fullshard-swiglu-wrapb-k2-zloss.yml +#ARGS='--run_name=olmoe17-8x1b-fullshard-swiglu-wrapb-k2-zloss-scratch --load_path=s3://ai2-llm/checkpoints/OLMoE/olmoe17-8x1b-fullshard-swiglu-wrapb-k2-zloss-scratch/step45000/ --save_overwrite' + +#CONFIG_PATH=configs/olmoe17/olmoe17-8x1b-fullshard-swiglu-wrapb-k2.yml +#ARGS='--load_path=s3://ai2-llm/checkpoints/OLMoE/olmoe17-8x1b-fullshard-swiglu-wrapb-k2-05noise/step350000/ --run_name=olmoe17-8x1b-fullshard-swiglu-wrapb-k2-05noise' + +#CONFIG_PATH=configs/olmoe17/olmoe17-8x1b-fullshard-swiglu-wrapb-k2-init-qknorm.yml +#ARGS='--load_path=s3://ai2-llm/checkpoints/OLMoE/olmoe17-8x1b-fullshard-swiglu-wrapb-k2-init-qknorm/step155000/ --run_name=olmoe17-8x1b-fullshard-swiglu-wrapb-k2-init-qknorm' + +#CONFIG_PATH=configs/olmoe17/olmoe17-8x1b-fullshard-swiglu-wrapb-k2-qknorm-zloss.yml +#ARGS='--run_name=olmoe17-8x1b-fullshard-swiglu-wrapb-k2-qknorm-zloss-scratch --save_overwrite' + + +#CONFIG_PATH=configs/olmoe17/olmoe17-8x1b-fullshard-swiglu-wrapb-k2-init-zloss.yml +#ARGS='--run_name=olmoe17-8x1b-fullshard-swiglu-wrapb-k2-init-zloss-scratch --save_overwrite' + +#CONFIG_PATH=configs/olmoe17/olmoe17-8x1b-fullshard-swiglu-wrapb-k2-init-zloss-paths.yml +#ARGS='--run_name=olmoe17-8x1b-fullshard-swiglu-wrapb-k2-init-zloss-scratch-paths --save_overwrite' + + +CONFIG_PATH=configs/olmoe17/olmoe17-8x1b-final.yml +ARGS='--run_name=olmoe17-8x1b-final-norm --save_overwrite --device_train_microbatch_size=2 --load_path=s3://ai2-llm/checkpoints/OLMoE/olmoe17-8x1b-final-norm/step35000/' + + +CONFIG_PATH=configs/olmoe17/olmoe17-8x1b-final-nodecnorm.yml +ARGS='--run_name=olmoe17-8x1b-final-nodecnorm --save_overwrite --device_train_microbatch_size=4' + +CONFIG_PATH=configs/olmoe17/olmoe17-8x1b-final-decemb.yml +ARGS='--run_name=olmoe17-8x1b-final-decemb --save_overwrite --device_train_microbatch_size=4' + + +CONFIG_PATH=configs/olmoe17/olmoe17-8x1b-fullshard-swiglu-wrapb-k2-zloss.yml +ARGS='--run_name=olmoe17-8x1b-fullshard-swiglu-wrapb-k2-zloss --load_path=s3://ai2-llm/checkpoints/OLMoE/olmoe17-8x1b-fullshard-swiglu-wrapb-k2-zloss/step115000/ --save_overwrite' + + +# --activation_checkpointing=fine_grained' + +# --activation_checkpointing=fine_grained + + +#CONFIG_PATH=configs/olmoe17/olmoe17-8x7b-final.yml +#ARGS='--run_name=olmoe17-8x7b-final' + + +#CONFIG_PATH=configs/olmoe17/olmoe17-8x1b-fullshard-swiglu-wrapb-k2-zloss.yml +#ARGS='--run_name=olmoe17-8x1b-fullshard-swiglu-wrapb-k2-zloss --load_path=s3://ai2-llm/checkpoints/OLMoE/olmoe17-8x1b-fullshard-swiglu-wrapb-k2-zloss/step40000/ --save_overwrite' + +#CONFIG_PATH=configs/olmoe17/olmoe17-8x1b-fullshard-swiglu-wrapb-k2-zloss-final.yml + +#ARGS='--run_name=olmoe17-8x1b-final --save_overwrite --fsdp.sharding_strategy=SHARD_GRAD_OP --fused_loss=true --activation_checkpointing=fine_grained' +#ARGS='--run_name=olmoe17-8x1b-final --save_overwrite' +# --fused_loss=true --activation_checkpointing=fine_grained' +# --fused_loss=true --activation_checkpointing=fine_grained' +# --fsdp.sharding_strategy=SHARD_GRAD_OP' + +NUM_NODES=16 +BEAKER_REPLICA_RANK=0 + +#ARGS='--load_path=s3://ai2-llm/checkpoints/OLMoE/8x1b-954000-unsharded/ --reset_optimizer_state=True --reset_trainer_state=True --run_name=olmoe17-8x1b-fullshard-swiglu-wrapb-s1k1' +#ARGS='--load_path=s3://ai2-llm/checkpoints/OLMoE/8x1b-954000-unsharded/ --reset_optimizer_state=True --reset_trainer_state=True --run_name=olmoe17-8x1b-fullshard-swiglu-wrapb-noscaling' +#ARGS='--load_path=s3://ai2-llm/checkpoints/OLMoE/8x1b-954000-unsharded/ --reset_optimizer_state=True --reset_trainer_state=True --run_name=olmoe17-8x1b-fullshard-swiglu-wrapb-lblfp32' +#ARGS='--load_path=s3://ai2-llm/checkpoints/OLMoE/32x1b-954000-s1k3-unsharded/ --reset_optimizer_state=True --reset_trainer_state=True --run_name=olmoe17-32x1b-fullshard-swiglu-wrapb-s1k3' +#ARGS='--load_path=s3://ai2-llm/checkpoints/OLMoE/olmoe17-32x1b-fullshard-swiglu-wrapb-s1k3/step5000/ --run_name=olmoe17-32x1b-fullshard-swiglu-wrapb-s1k3 --fused_loss=true' +#ARGS='--load_path=s3://ai2-llm/checkpoints/OLMoE/olmoe17-32x1b-fullshard-swiglu-wrapb-s1k3/step5000/ --run_name=olmoe17-32x1b-fullshard-swiglu-wrapb-s1k3 --fsdp.sharding_strategy=SHARD_GRAD_OP' +#ARGS='--run_name=olmoe17-32x1b-fullshard-swiglu-wrapb-s1k3 --fsdp.sharding_strategy=HYBRID_SHARD' +#ARGS='--run_name=olmoe17-32x1b-fullshard-wrapb-s1k3' +#ARGS='--load_path=s3://ai2-llm/checkpoints/OLMoE/32x1b-954000-s1k3-unsharded/ --reset_optimizer_state=True --reset_trainer_state=True --run_name=olmoe17-8x1b-fullshard-swiglu-wrapb-ec' + +#ARGS='--load_path=s3://ai2-llm/checkpoints/OLMoE/olmoe17-8x1b-fullshard-swiglu-wrapb-k2/step330000/ --run_name=olmoe17-8x1b-fullshard-swiglu-wrapb-k2' +#ARGS='--load_path=s3://ai2-llm/checkpoints/OLMoE/olmoe17-8x1b-fullshard-swiglu-wrapb-k2-lblfp32/step15000/ --run_name=olmoe17-8x1b-fullshard-swiglu-wrapb-k2-lblfp32' +#ARGS='--load_path=s3://ai2-llm/checkpoints/OLMoE/8x1b-954000-unsharded/ --reset_optimizer_state=True --reset_trainer_state=True --run_name=olmoe17-8x1b-fullshard-swiglu-wrapb-k2-lblfp32 --device_train_microbatch_size=2' +#ARGS='--load_path=s3://ai2-llm/checkpoints/OLMoE/8x1b-954000-unsharded/ --reset_optimizer_state=True --reset_trainer_state=True --run_name=olmoe17-8x1b-fullshard-swiglu-wrapb-k2-lblfp32 --device_train_microbatch_size=2' +#ARGS='--load_path=s3://ai2-llm/checkpoints/OLMoE/olmoe17-8x1b-fullshard-swiglu-wrapb-lblfp32/step40000/ --run_name=olmoe17-8x1b-fullshard-swiglu-wrapb-lblfp32' +#ARGS='--load_path=s3://ai2-llm/checkpoints/OLMoE/8x1b-954000-05noise-unsharded/ --reset_optimizer_state=True --reset_trainer_state=True --run_name=olmoe17-8x1b-fullshard-swiglu-wrapb-k2-05noise' +#ARGS='--load_path=s3://ai2-llm/checkpoints/OLMoE/olmoe17-8x1b-fullshard-swiglu-wrapb-k2-05noise/step200000/ --run_name=olmoe17-8x1b-fullshard-swiglu-wrapb-k2-05noise' +#ARGS='--run_name=olmoe17-8x1b-fullshard-wrapb-k2-scratch --gen1_gc_interval=32' +#ARGS='--load_path=s3://ai2-llm/checkpoints/OLMoE/8x1b-954000-il-unsharded/ --reset_optimizer_state=True --reset_trainer_state=True --run_name=olmoe17-8x1b-fullshard-swiglu-wrapb-ec-k2 --gen1_gc_interval=32 --device_train_microbatch_size=8 --fused_loss=true --activation_checkpointing=fine_grained' +#ARGS='--load_path=s3://ai2-llm/checkpoints/OLMoE/8x1b-954000-il-unsharded/ --reset_optimizer_state=True --reset_trainer_state=True --run_name=olmoe17-8x1b-fullshard-swiglu-wrapb-ec-k2 --gen1_gc_interval=32 --device_train_microbatch_size=4 --fused_loss=true' +#--fused_loss=true --activation_checkpointing=fine_grained' + + +#ARGS='--load_path=s3://ai2-llm/checkpoints/OLMoE/16x1b-954000-unsharded/ --reset_optimizer_state=True --reset_trainer_state=True --run_name=olmoe17-16x1b-fullshard-swiglu-wrapb-k2' +#ARGS='--load_path=s3://ai2-llm/checkpoints/OLMoE/16x1b-954000-s1k1-unsharded/ --reset_optimizer_state=True --reset_trainer_state=True --run_name=olmoe17-16x1b-fullshard-swiglu-wrapb-k2' + +# Add fast_forward_batches to ARGS for when loading and starting from scratch +#ARGS="${ARGS} --fast_forward_batches=136153" + +# --evaluators=[] +# s3://ai2-llm/checkpoints/OLMoE/8x1b-954000-unsharded/ + + + +# Warm HF cache +#mkdir -p /root/.cache +#pushd /root/.cache +#curl "https://storage.googleapis.com/dirkgr-public/huggingface_cache_v3.tar.gz" | tar --keep-newer-files -xzf - +#popd +#export HF_DATASETS_OFFLINE=1 + +#shanea/olmo-torch2.3-gantry +#shanea/olmo-torch2.2-gantry +#petew/olmo-torch2-gantry +# --priority normal \ +# --preemptible \ +# --priority normal \ +#--cluster ai2/jupiter-cirrascale \ + + +#shanea/olmo-torch2.3-gantry +#petew/olmo-torch23-gantry + +# change your paths from s3://ai2-llm/... to /weka/oe-training-default/ai2-llm/.... +# --weka oe-training-default:/weka/oe-training-default \ + +gantry run \ + --allow-dirty \ + --priority high \ + --preemptible \ + --workspace ai2/olmoe \ + --task-name olmoe \ + --description olmoe \ + --beaker-image shanea/olmo-torch2.3-gantry \ + --budget ai2/oe-training \ + --cluster ai2/jupiter-cirrascale-2 \ + --gpus 8 \ + --replicas "${NUM_NODES}" \ + --env-secret WANDB_API_KEY=WANDB_API_KEY \ + --env-secret AWS_ACCESS_KEY_ID=AWS_ACCESS_KEY_ID \ + --env-secret AWS_SECRET_ACCESS_KEY=AWS_SECRET_ACCESS_KEY \ + --env-secret R2_ENDPOINT_URL=R2_ENDPOINT_URL \ + --leader-selection \ + --host-networking \ + --env LOG_FILTER_TYPE=local_rank0_only \ + --env OMP_NUM_THREADS=8 \ + --env OLMO_TASK=model \ + --shared-memory 10GiB \ + --venv base \ + --yes \ + --synchronized-start-timeout 30m \ + -- /bin/bash -c "pip install --upgrade torch==2.3.0; pip install git+https://github.com/Muennighoff/megablocks.git@zloss; mkdir -p /root/.cache; pushd /root/.cache; curl "https://storage.googleapis.com/dirkgr-public/huggingface_cache_v3.tar.gz" | tar --keep-newer-files -xzf -; popd; export HF_DATASETS_OFFLINE=1; SLURM_JOB_ID=${BEAKER_JOB_ID} torchrun --nnodes ${NUM_NODES}:${NUM_NODES} --nproc-per-node 8 --rdzv_id=12347 --rdzv_backend=c10d --rdzv_conf='read_timeout=420' --rdzv_endpoint=\$BEAKER_LEADER_REPLICA_HOSTNAME:29400 scripts/train.py ${CONFIG_PATH} ${ARGS}" + +#conda install nvidia/label/cuda-11.8.0::cuda; +#pip install --upgrade torch; +#; export NCCL_DEBUG=TRACE +# pip install git+https://github.com/Muennighoff/megablocks.git +# pip install git+https://github.com/Muennighoff/megablocks.git@zloss +# pip install git+https://github.com/Muennighoff/megablocks.git@expertchoice + +# --synchronized-start-timeout 30m \ + +# -- /bin/bash -c "mkdir -p /root/.cache; pushd /root/.cache; curl "https://storage.googleapis.com/dirkgr-public/huggingface_cache_v3.tar.gz" | tar --keep-newer-files -xzf -; popd; export HF_DATASETS_OFFLINE=1; \ +# torchrun --nnodes ${NUM_NODES}:${NUM_NODES} --nproc-per-node 8 --rdzv_id=101 --rdzv_backend=c10d --rdzv_conf='read_timeout=420' --rdzv_endpoint=\$BEAKER_LEADER_REPLICA_HOSTNAME:29400 scripts/train.py ${CONFIG_PATH} ${ARGS}" +# pip install git+https://github.com/Muennighoff/megablocks.git +# pip install git+https://github.com/Muennighoff/megablocks.git@noscaling +# --synchronized-start-timeout 30m \ +# --no-deps # -> Does not work +#export NCCL_DEBUG=INFO; + +# Single node: +#--rdzv_endpoint=\$BEAKER_NODE_HOSTNAME:29400 +# Multinode: +#--rdzv_endpoint=\$BEAKER_LEADER_REPLICA_HOSTNAME:29400 +# --mount /net/nfs.cirrascale/allennlp/petew/cache:/root/.cache \ +#--node_rank=$BEAKER_REPLICA_RANK +# --nfs \ \ No newline at end of file From fce086f0980e16b93139e479030eaafdb20ef02e Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Mon, 24 Jun 2024 18:19:11 -0700 Subject: [PATCH 027/133] up --- scripts/olmoe/olmoe-gantry-moe.sh | 6 ++++-- 1 file changed, 4 insertions(+), 2 deletions(-) diff --git a/scripts/olmoe/olmoe-gantry-moe.sh b/scripts/olmoe/olmoe-gantry-moe.sh index d2a830412..6e002cc66 100644 --- a/scripts/olmoe/olmoe-gantry-moe.sh +++ b/scripts/olmoe/olmoe-gantry-moe.sh @@ -72,7 +72,7 @@ ARGS='--run_name=olmoe17-8x1b-final-decemb --save_overwrite --device_train_micro CONFIG_PATH=configs/olmoe17/olmoe17-8x1b-fullshard-swiglu-wrapb-k2-zloss.yml -ARGS='--run_name=olmoe17-8x1b-fullshard-swiglu-wrapb-k2-zloss --load_path=s3://ai2-llm/checkpoints/OLMoE/olmoe17-8x1b-fullshard-swiglu-wrapb-k2-zloss/step115000/ --save_overwrite' +ARGS='--run_name=olmoe17-8x1b-fullshard-swiglu-wrapb-k2-zloss --load_path=s3://ai2-llm/checkpoints/OLMoE/olmoe17-8x1b-fullshard-swiglu-wrapb-k2-zloss/step120000/ --save_overwrite' # --activation_checkpointing=fine_grained' @@ -154,6 +154,8 @@ BEAKER_REPLICA_RANK=0 # change your paths from s3://ai2-llm/... to /weka/oe-training-default/ai2-llm/.... # --weka oe-training-default:/weka/oe-training-default \ +# export NCCL_IB_HCA="^=mlx5_bond_0" + gantry run \ --allow-dirty \ --priority high \ @@ -179,7 +181,7 @@ gantry run \ --venv base \ --yes \ --synchronized-start-timeout 30m \ - -- /bin/bash -c "pip install --upgrade torch==2.3.0; pip install git+https://github.com/Muennighoff/megablocks.git@zloss; mkdir -p /root/.cache; pushd /root/.cache; curl "https://storage.googleapis.com/dirkgr-public/huggingface_cache_v3.tar.gz" | tar --keep-newer-files -xzf -; popd; export HF_DATASETS_OFFLINE=1; SLURM_JOB_ID=${BEAKER_JOB_ID} torchrun --nnodes ${NUM_NODES}:${NUM_NODES} --nproc-per-node 8 --rdzv_id=12347 --rdzv_backend=c10d --rdzv_conf='read_timeout=420' --rdzv_endpoint=\$BEAKER_LEADER_REPLICA_HOSTNAME:29400 scripts/train.py ${CONFIG_PATH} ${ARGS}" + -- /bin/bash -c "pip install --upgrade torch==2.3.0; pip install git+https://github.com/Muennighoff/megablocks.git@zloss; mkdir -p /root/.cache; pushd /root/.cache; curl "https://storage.googleapis.com/dirkgr-public/huggingface_cache_v3.tar.gz" | tar --keep-newer-files -xzf -; popd; export HF_DATASETS_OFFLINE=1; export TORCH_DIST_INIT_BARRIER=1; export OLMO_SHARED_FS=1; export NCCL_IB_HCA=^=mlx5_bond_0; SLURM_JOB_ID=${BEAKER_JOB_ID} torchrun --nnodes ${NUM_NODES}:${NUM_NODES} --node_rank ${BEAKER_REPLICA_RANK} --nproc-per-node 8 --rdzv_id=12347 --rdzv_backend=c10d --rdzv_conf='read_timeout=420' --rdzv_endpoint=\$BEAKER_LEADER_REPLICA_HOSTNAME:29400 scripts/train.py ${CONFIG_PATH} ${ARGS}" #conda install nvidia/label/cuda-11.8.0::cuda; #pip install --upgrade torch; From daa7c913de3561794b059cbcae180ab8a522c752 Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Mon, 24 Jun 2024 19:37:22 -0700 Subject: [PATCH 028/133] Update weka --- configs/olmoe17/olmoe17-8x1b-final-decemb.yml | 22 +++++++++---------- 1 file changed, 11 insertions(+), 11 deletions(-) diff --git a/configs/olmoe17/olmoe17-8x1b-final-decemb.yml b/configs/olmoe17/olmoe17-8x1b-final-decemb.yml index fb4611f2e..39ffc427f 100644 --- a/configs/olmoe17/olmoe17-8x1b-final-decemb.yml +++ b/configs/olmoe17/olmoe17-8x1b-final-decemb.yml @@ -111,27 +111,27 @@ evaluators: drop_last: true datasets: c4_en-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy dolma_books-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy dolma_common-crawl-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy dolma_pes2o-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy dolma_reddit-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy dolma_stack-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy dolma_wiki-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy ice-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy m2d2_s2orc-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy pile-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy wikitext_103-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy ########################## # Downstream evaluations # From 3a40b7f78898e6ba7b0608943cbd27d457470142 Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Mon, 24 Jun 2024 19:47:09 -0700 Subject: [PATCH 029/133] Rev weka --- configs/olmoe17/olmoe17-8x1b-final-decemb.yml | 22 +++++++++---------- 1 file changed, 11 insertions(+), 11 deletions(-) diff --git a/configs/olmoe17/olmoe17-8x1b-final-decemb.yml b/configs/olmoe17/olmoe17-8x1b-final-decemb.yml index 39ffc427f..fb4611f2e 100644 --- a/configs/olmoe17/olmoe17-8x1b-final-decemb.yml +++ b/configs/olmoe17/olmoe17-8x1b-final-decemb.yml @@ -111,27 +111,27 @@ evaluators: drop_last: true datasets: c4_en-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy dolma_books-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy dolma_common-crawl-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy dolma_pes2o-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy dolma_reddit-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy dolma_stack-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy dolma_wiki-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy ice-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy m2d2_s2orc-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy pile-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy wikitext_103-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy ########################## # Downstream evaluations # From 2676d035813c7bcf1d9c2207d68771dca6736afc Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Mon, 24 Jun 2024 22:20:18 -0700 Subject: [PATCH 030/133] Adapt --- scripts/olmoe/olmoe-gantry-moe.sh | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/scripts/olmoe/olmoe-gantry-moe.sh b/scripts/olmoe/olmoe-gantry-moe.sh index 6e002cc66..b98760576 100644 --- a/scripts/olmoe/olmoe-gantry-moe.sh +++ b/scripts/olmoe/olmoe-gantry-moe.sh @@ -70,9 +70,8 @@ ARGS='--run_name=olmoe17-8x1b-final-nodecnorm --save_overwrite --device_train_mi CONFIG_PATH=configs/olmoe17/olmoe17-8x1b-final-decemb.yml ARGS='--run_name=olmoe17-8x1b-final-decemb --save_overwrite --device_train_microbatch_size=4' - -CONFIG_PATH=configs/olmoe17/olmoe17-8x1b-fullshard-swiglu-wrapb-k2-zloss.yml -ARGS='--run_name=olmoe17-8x1b-fullshard-swiglu-wrapb-k2-zloss --load_path=s3://ai2-llm/checkpoints/OLMoE/olmoe17-8x1b-fullshard-swiglu-wrapb-k2-zloss/step120000/ --save_overwrite' +#CONFIG_PATH=configs/olmoe17/olmoe17-8x1b-fullshard-swiglu-wrapb-k2-zloss.yml +#ARGS='--run_name=olmoe17-8x1b-fullshard-swiglu-wrapb-k2-zloss --load_path=s3://ai2-llm/checkpoints/OLMoE/olmoe17-8x1b-fullshard-swiglu-wrapb-k2-zloss/step120000/ --save_overwrite' # --activation_checkpointing=fine_grained' @@ -181,8 +180,9 @@ gantry run \ --venv base \ --yes \ --synchronized-start-timeout 30m \ - -- /bin/bash -c "pip install --upgrade torch==2.3.0; pip install git+https://github.com/Muennighoff/megablocks.git@zloss; mkdir -p /root/.cache; pushd /root/.cache; curl "https://storage.googleapis.com/dirkgr-public/huggingface_cache_v3.tar.gz" | tar --keep-newer-files -xzf -; popd; export HF_DATASETS_OFFLINE=1; export TORCH_DIST_INIT_BARRIER=1; export OLMO_SHARED_FS=1; export NCCL_IB_HCA=^=mlx5_bond_0; SLURM_JOB_ID=${BEAKER_JOB_ID} torchrun --nnodes ${NUM_NODES}:${NUM_NODES} --node_rank ${BEAKER_REPLICA_RANK} --nproc-per-node 8 --rdzv_id=12347 --rdzv_backend=c10d --rdzv_conf='read_timeout=420' --rdzv_endpoint=\$BEAKER_LEADER_REPLICA_HOSTNAME:29400 scripts/train.py ${CONFIG_PATH} ${ARGS}" + -- /bin/bash -c "pip install --upgrade torch==2.3.0; pip install git+https://github.com/Muennighoff/megablocks.git@zloss; mkdir -p /root/.cache; pushd /root/.cache; curl "https://storage.googleapis.com/dirkgr-public/huggingface_cache_v3.tar.gz" | tar --keep-newer-files -xzf -; popd; export HF_DATASETS_OFFLINE=1; SLURM_JOB_ID=${BEAKER_JOB_ID} torchrun --nnodes ${NUM_NODES}:${NUM_NODES} --node_rank ${BEAKER_REPLICA_RANK} --nproc-per-node 8 --rdzv_id=12347 --rdzv_backend=c10d --rdzv_conf='read_timeout=420' --rdzv_endpoint=\$BEAKER_LEADER_REPLICA_HOSTNAME:29400 scripts/train.py ${CONFIG_PATH} ${ARGS}" +#export TORCH_DIST_INIT_BARRIER=1; export OLMO_SHARED_FS=1; export NCCL_IB_HCA=^=mlx5_bond_0 #conda install nvidia/label/cuda-11.8.0::cuda; #pip install --upgrade torch; #; export NCCL_DEBUG=TRACE From 2fb4c96dccc385e08f3ae256dfb14103a0a78641 Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Mon, 24 Jun 2024 23:26:22 -0700 Subject: [PATCH 031/133] Add fine --- configs/olmoe17/olmoe17-8x1b-final-fine.yml | 1860 +++++++++++++++++++ 1 file changed, 1860 insertions(+) create mode 100644 configs/olmoe17/olmoe17-8x1b-final-fine.yml diff --git a/configs/olmoe17/olmoe17-8x1b-final-fine.yml b/configs/olmoe17/olmoe17-8x1b-final-fine.yml new file mode 100644 index 000000000..0ef05169d --- /dev/null +++ b/configs/olmoe17/olmoe17-8x1b-final-fine.yml @@ -0,0 +1,1860 @@ +run_name: ${oc.env:SLURM_JOB_ID} +seed: 6198 +dry_run: false +no_pre_train_checkpoint: true +# fused_loss: true +# activation_checkpointing: fine_grained + +wandb: + name: ${run_name} + project: olmoe + group: null + +model: + d_model: 2048 + n_heads: 16 + n_layers: 16 + mlp_ratio: 1 + weight_tying: false + alibi: false + rope: true + flash_attention: true + attention_dropout: 0.0 + attention_layer_norm: true + include_bias: false + block_type: moe + layer_norm_type: rms + layer_norm_with_affine: true + bias_for_layer_norm: false + attention_layer_norm_with_affine: false + activation_type: swiglu + residual_dropout: 0.0 + embedding_dropout: 0.0 + max_sequence_length: 4096 + vocab_size: 50280 + embedding_size: 50304 + eos_token_id: 0 + pad_token_id: 1 + init_device: meta + init_fn: normal + init_cutoff_factor: 3 + moe_top_k: 16 + moe_num_experts: 64 + moe_dropless: true + moe_mlp_impl: sparse + moe_zloss_weight: 0.001 + moe_loss_weight: 0.01 + +compile: null + +optimizer: + name: adamw + learning_rate: 4.0e-4 + weight_decay: 0.1 + decay_norm_and_bias: true + decay_embeddings: false + betas: + - 0.9 + - 0.95 + metrics_log_interval: 10 + +scheduler: + name: cosine_with_warmup + units: tokens + t_warmup: 10485760000 + t_max: 3e12 + alpha_f: 0.1 + +tokenizer: + identifier: tokenizers/allenai_gpt-neox-olmo-dolma-v1_5.json + truncate_direction: right + +save_folder: runs/${run_name} +remote_save_folder: s3://ai2-llm/checkpoints/OLMoE/${run_name} +save_overwrite: false + +save_interval: 5000 +save_interval_ephemeral: null +save_num_checkpoints_to_keep: -1 +sharded_checkpointer: olmo_core + +save_interval_unsharded: null +save_num_unsharded_checkpoints_to_keep: -1 + +load_path: null + +max_duration: 2ep +global_train_batch_size: 1024 +device_train_microbatch_size: 4 + +precision: amp_bf16 +distributed_strategy: fsdp + +fsdp: + wrapping_strategy: by_block + precision: mixed + sharding_strategy: FULL_SHARD + +max_grad_norm: 1.0 +max_grad_norm_ratio: null + +speed_monitor: + window_size: 1 + +eval_interval: 5000 +eval_subset_num_batches: -1 +device_eval_batch_size: ${device_train_microbatch_size} +evaluators: + - label: all-small-ppl-validation + data: + num_workers: 0 + drop_last: true + datasets: + c4_en-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy + dolma_books-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy + dolma_common-crawl-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy + dolma_pes2o-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy + dolma_reddit-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy + dolma_stack-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy + dolma_wiki-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy + ice-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy + m2d2_s2orc-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy + pile-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy + wikitext_103-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy + + ########################## + # Downstream evaluations # + ########################## + - label: piqa + type: downstream + + - label: hellaswag + type: downstream + + - label: winogrande + type: downstream + + - label: openbook_qa + type: downstream + + - label: boolq + type: downstream + + - label: sciq + type: downstream + + - label: arc_easy + type: downstream + + - label: arc_challenge + type: downstream + + - label: copa + type: downstream + + - label: commonsense_qa + type: downstream + + - label: social_iqa + type: downstream + + - label: mmlu_stem_var + type: downstream + + - label: mmlu_humanities_var + type: downstream + + - label: mmlu_social_sciences_var + type: downstream + + - label: mmlu_other_var + type: downstream + + - label: mmlu_stem_mc_5shot + type: downstream + + - label: mmlu_humanities_mc_5shot + type: downstream + + - label: mmlu_social_sciences_mc_5shot + type: downstream + + - label: mmlu_other_mc_5shot + type: downstream + + - label: mmlu_stem_mc_5shot_test + type: downstream + + - label: mmlu_humanities_mc_5shot_test + type: downstream + + - label: mmlu_social_sciences_mc_5shot_test + type: downstream + + - label: mmlu_other_mc_5shot_test + type: downstream + +data: + pad_direction: right + num_workers: 16 + drop_last: true + pin_memory: true + prefetch_factor: 8 + persistent_workers: true + timeout: 0 + instance_filter: + repetition_max_period: 13 + repetition_min_period: 1 + repetition_max_count: 32 + paths: + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/arxiv/allenai/gpt-neox-olmo-dolma-v1_5/part-000-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/arxiv/allenai/gpt-neox-olmo-dolma-v1_5/part-001-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/arxiv/allenai/gpt-neox-olmo-dolma-v1_5/part-002-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/arxiv/allenai/gpt-neox-olmo-dolma-v1_5/part-003-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/arxiv/allenai/gpt-neox-olmo-dolma-v1_5/part-004-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/arxiv/allenai/gpt-neox-olmo-dolma-v1_5/part-005-00000.npy + - 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s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/tulu_flan/allenai/gpt-neox-olmo-dolma-v1_5/part-65-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/wiki/allenai/gpt-neox-olmo-dolma-v1_5/part-0-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/wiki/allenai/gpt-neox-olmo-dolma-v1_5/part-0-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/wiki/allenai/gpt-neox-olmo-dolma-v1_5/part-0-00001.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/wiki/allenai/gpt-neox-olmo-dolma-v1_5/part-0-00001.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/wiki/allenai/gpt-neox-olmo-dolma-v1_5/part-1-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/wiki/allenai/gpt-neox-olmo-dolma-v1_5/part-1-00000.npy \ No newline at end of file From 448a9a8e329a3aecc3dd5c4235ca66dff500fd2b Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Tue, 25 Jun 2024 21:28:12 -0700 Subject: [PATCH 032/133] Adapt --- scripts/olmoe/olmoe-gantry-moe.sh | 8 ++++++-- 1 file changed, 6 insertions(+), 2 deletions(-) diff --git a/scripts/olmoe/olmoe-gantry-moe.sh b/scripts/olmoe/olmoe-gantry-moe.sh index b98760576..fd303c637 100644 --- a/scripts/olmoe/olmoe-gantry-moe.sh +++ b/scripts/olmoe/olmoe-gantry-moe.sh @@ -68,7 +68,11 @@ CONFIG_PATH=configs/olmoe17/olmoe17-8x1b-final-nodecnorm.yml ARGS='--run_name=olmoe17-8x1b-final-nodecnorm --save_overwrite --device_train_microbatch_size=4' CONFIG_PATH=configs/olmoe17/olmoe17-8x1b-final-decemb.yml -ARGS='--run_name=olmoe17-8x1b-final-decemb --save_overwrite --device_train_microbatch_size=4' +ARGS='--run_name=olmoe17-8x1b-final-decemb --save_overwrite --device_train_microbatch_size=2' + +#CONFIG_PATH=configs/olmoe17/olmoe17-8x1b-final-fine.yml +#ARGS='--run_name=olmoe17-8x1b-final-fine --save_overwrite --device_train_microbatch_size=2 --activation_checkpointing=fine_grained' +# --fused_loss=true --activation_checkpointing=fine_grained' #CONFIG_PATH=configs/olmoe17/olmoe17-8x1b-fullshard-swiglu-wrapb-k2-zloss.yml #ARGS='--run_name=olmoe17-8x1b-fullshard-swiglu-wrapb-k2-zloss --load_path=s3://ai2-llm/checkpoints/OLMoE/olmoe17-8x1b-fullshard-swiglu-wrapb-k2-zloss/step120000/ --save_overwrite' @@ -180,7 +184,7 @@ gantry run \ --venv base \ --yes \ --synchronized-start-timeout 30m \ - -- /bin/bash -c "pip install --upgrade torch==2.3.0; pip install git+https://github.com/Muennighoff/megablocks.git@zloss; mkdir -p /root/.cache; pushd /root/.cache; curl "https://storage.googleapis.com/dirkgr-public/huggingface_cache_v3.tar.gz" | tar --keep-newer-files -xzf -; popd; export HF_DATASETS_OFFLINE=1; SLURM_JOB_ID=${BEAKER_JOB_ID} torchrun --nnodes ${NUM_NODES}:${NUM_NODES} --node_rank ${BEAKER_REPLICA_RANK} --nproc-per-node 8 --rdzv_id=12347 --rdzv_backend=c10d --rdzv_conf='read_timeout=420' --rdzv_endpoint=\$BEAKER_LEADER_REPLICA_HOSTNAME:29400 scripts/train.py ${CONFIG_PATH} ${ARGS}" + -- /bin/bash -c "pip install --upgrade torch==2.3.0; pip install git+https://github.com/Muennighoff/megablocks.git@zloss; mkdir -p /root/.cache; pushd /root/.cache; curl "https://storage.googleapis.com/dirkgr-public/huggingface_cache_v3.tar.gz" | tar --keep-newer-files -xzf -; popd; export HF_DATASETS_OFFLINE=1; export NCCL_IB_HCA=^=mlx5_bond_0; SLURM_JOB_ID=${BEAKER_JOB_ID} torchrun --nnodes ${NUM_NODES}:${NUM_NODES} --node_rank ${BEAKER_REPLICA_RANK} --nproc-per-node 8 --rdzv_id=12347 --rdzv_backend=c10d --rdzv_conf='read_timeout=420' --rdzv_endpoint=\$BEAKER_LEADER_REPLICA_HOSTNAME:29400 scripts/train.py ${CONFIG_PATH} ${ARGS}" #export TORCH_DIST_INIT_BARRIER=1; export OLMO_SHARED_FS=1; export NCCL_IB_HCA=^=mlx5_bond_0 #conda install nvidia/label/cuda-11.8.0::cuda; From e361918d10c725c01081ba9d721c458cf67ee95d Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Wed, 26 Jun 2024 09:43:13 -0700 Subject: [PATCH 033/133] Adapt --- scripts/olmoe/olmoe-gantry-moe.sh | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/scripts/olmoe/olmoe-gantry-moe.sh b/scripts/olmoe/olmoe-gantry-moe.sh index fd303c637..3ecdc1450 100644 --- a/scripts/olmoe/olmoe-gantry-moe.sh +++ b/scripts/olmoe/olmoe-gantry-moe.sh @@ -68,7 +68,7 @@ CONFIG_PATH=configs/olmoe17/olmoe17-8x1b-final-nodecnorm.yml ARGS='--run_name=olmoe17-8x1b-final-nodecnorm --save_overwrite --device_train_microbatch_size=4' CONFIG_PATH=configs/olmoe17/olmoe17-8x1b-final-decemb.yml -ARGS='--run_name=olmoe17-8x1b-final-decemb --save_overwrite --device_train_microbatch_size=2' +ARGS='--run_name=olmoe17-8x1b-final-decemb --save_overwrite --device_train_microbatch_size=2 --load_path=s3://ai2-llm/checkpoints/OLMoE/olmoe17-8x1b-final-decemb/step5000/' #CONFIG_PATH=configs/olmoe17/olmoe17-8x1b-final-fine.yml #ARGS='--run_name=olmoe17-8x1b-final-fine --save_overwrite --device_train_microbatch_size=2 --activation_checkpointing=fine_grained' @@ -161,7 +161,7 @@ BEAKER_REPLICA_RANK=0 gantry run \ --allow-dirty \ - --priority high \ + --priority normal \ --preemptible \ --workspace ai2/olmoe \ --task-name olmoe \ From 9377aa5e39a69449c20150da666c7eb8c811f88e Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Wed, 26 Jun 2024 15:19:47 -0700 Subject: [PATCH 034/133] Add eps --- configs/olmoe17/olmoe17-8x1b-final-eps.yml | 1861 ++++++++++++++++++++ 1 file changed, 1861 insertions(+) create mode 100644 configs/olmoe17/olmoe17-8x1b-final-eps.yml diff --git a/configs/olmoe17/olmoe17-8x1b-final-eps.yml b/configs/olmoe17/olmoe17-8x1b-final-eps.yml new file mode 100644 index 000000000..712ef3e90 --- /dev/null +++ b/configs/olmoe17/olmoe17-8x1b-final-eps.yml @@ -0,0 +1,1861 @@ +run_name: ${oc.env:SLURM_JOB_ID} +seed: 6198 +dry_run: false +no_pre_train_checkpoint: true +# fused_loss: true +# activation_checkpointing: fine_grained + +wandb: + name: ${run_name} + project: olmoe + group: null + +model: + d_model: 2048 + n_heads: 16 + n_layers: 16 + mlp_ratio: 8 + weight_tying: false + alibi: false + rope: true + flash_attention: true + attention_dropout: 0.0 + attention_layer_norm: true + include_bias: false + block_type: moe + layer_norm_type: rms + layer_norm_with_affine: true + bias_for_layer_norm: false + attention_layer_norm_with_affine: false + activation_type: swiglu + residual_dropout: 0.0 + embedding_dropout: 0.0 + max_sequence_length: 4096 + vocab_size: 50280 + embedding_size: 50304 + eos_token_id: 0 + pad_token_id: 1 + init_device: meta + init_fn: normal + init_cutoff_factor: 3 + moe_top_k: 2 + moe_num_experts: 8 + moe_dropless: true + moe_mlp_impl: sparse + moe_zloss_weight: 0.001 + moe_loss_weight: 0.01 + +compile: null + +optimizer: + name: adamw + learning_rate: 4.0e-4 + eps: 1.0e-8 + weight_decay: 0.1 + decay_norm_and_bias: true + decay_embeddings: true + betas: + - 0.9 + - 0.95 + metrics_log_interval: 10 + +scheduler: + name: cosine_with_warmup + units: tokens + t_warmup: 10485760000 + t_max: 3e12 + alpha_f: 0.1 + +tokenizer: + identifier: tokenizers/allenai_gpt-neox-olmo-dolma-v1_5.json + truncate_direction: right + +save_folder: runs/${run_name} +remote_save_folder: s3://ai2-llm/checkpoints/OLMoE/${run_name} +save_overwrite: false + +save_interval: 5000 +save_interval_ephemeral: null +save_num_checkpoints_to_keep: -1 +sharded_checkpointer: olmo_core + +save_interval_unsharded: null +save_num_unsharded_checkpoints_to_keep: -1 + +load_path: null + +max_duration: 2ep +global_train_batch_size: 1024 +device_train_microbatch_size: 4 + +precision: amp_bf16 +distributed_strategy: fsdp + +fsdp: + wrapping_strategy: by_block + precision: mixed + sharding_strategy: FULL_SHARD + +max_grad_norm: 1.0 +max_grad_norm_ratio: null + +speed_monitor: + window_size: 1 + +eval_interval: 5000 +eval_subset_num_batches: -1 +device_eval_batch_size: ${device_train_microbatch_size} +evaluators: + - label: all-small-ppl-validation + data: + num_workers: 0 + drop_last: true + datasets: + c4_en-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy + dolma_books-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy + dolma_common-crawl-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy + dolma_pes2o-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy + dolma_reddit-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy + dolma_stack-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy + dolma_wiki-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy + ice-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy + m2d2_s2orc-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy + pile-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy + wikitext_103-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy + + ########################## + # Downstream evaluations # + ########################## + - label: piqa + type: downstream + + - label: hellaswag + type: downstream + + - label: winogrande + type: downstream + + - label: openbook_qa + type: downstream + + - label: boolq + type: downstream + + - label: sciq + type: downstream + + - label: arc_easy + type: downstream + + - label: arc_challenge + type: downstream + + - label: copa + type: downstream + + - label: commonsense_qa + type: downstream + + - label: social_iqa + type: downstream + + - label: mmlu_stem_var + type: downstream + + - label: mmlu_humanities_var + type: downstream + + - label: mmlu_social_sciences_var + type: downstream + + - label: mmlu_other_var + type: downstream + + - label: mmlu_stem_mc_5shot + type: downstream + + - label: mmlu_humanities_mc_5shot + type: downstream + + - label: mmlu_social_sciences_mc_5shot + type: downstream + + - label: mmlu_other_mc_5shot + type: downstream + + - label: mmlu_stem_mc_5shot_test + type: downstream + + - label: mmlu_humanities_mc_5shot_test + type: downstream + + - label: mmlu_social_sciences_mc_5shot_test + type: downstream + + - label: mmlu_other_mc_5shot_test + type: downstream + +data: + pad_direction: right + num_workers: 16 + drop_last: true + pin_memory: true + prefetch_factor: 8 + persistent_workers: true + timeout: 0 + instance_filter: + repetition_max_period: 13 + repetition_min_period: 1 + repetition_max_count: 32 + paths: + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/arxiv/allenai/gpt-neox-olmo-dolma-v1_5/part-000-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/arxiv/allenai/gpt-neox-olmo-dolma-v1_5/part-001-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/arxiv/allenai/gpt-neox-olmo-dolma-v1_5/part-002-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/arxiv/allenai/gpt-neox-olmo-dolma-v1_5/part-003-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/arxiv/allenai/gpt-neox-olmo-dolma-v1_5/part-004-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/arxiv/allenai/gpt-neox-olmo-dolma-v1_5/part-005-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/arxiv/allenai/gpt-neox-olmo-dolma-v1_5/part-006-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/arxiv/allenai/gpt-neox-olmo-dolma-v1_5/part-007-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/arxiv/allenai/gpt-neox-olmo-dolma-v1_5/part-008-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/arxiv/allenai/gpt-neox-olmo-dolma-v1_5/part-009-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/arxiv/allenai/gpt-neox-olmo-dolma-v1_5/part-010-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/arxiv/allenai/gpt-neox-olmo-dolma-v1_5/part-011-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/arxiv/allenai/gpt-neox-olmo-dolma-v1_5/part-012-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/arxiv/allenai/gpt-neox-olmo-dolma-v1_5/part-013-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/arxiv/allenai/gpt-neox-olmo-dolma-v1_5/part-014-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/arxiv/allenai/gpt-neox-olmo-dolma-v1_5/part-015-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/arxiv/allenai/gpt-neox-olmo-dolma-v1_5/part-016-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/arxiv/allenai/gpt-neox-olmo-dolma-v1_5/part-017-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/arxiv/allenai/gpt-neox-olmo-dolma-v1_5/part-018-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/arxiv/allenai/gpt-neox-olmo-dolma-v1_5/part-019-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/arxiv/allenai/gpt-neox-olmo-dolma-v1_5/part-020-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/arxiv/allenai/gpt-neox-olmo-dolma-v1_5/part-021-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/arxiv/allenai/gpt-neox-olmo-dolma-v1_5/part-022-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/arxiv/allenai/gpt-neox-olmo-dolma-v1_5/part-023-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/arxiv/allenai/gpt-neox-olmo-dolma-v1_5/part-024-00000.npy + - 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s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/wiki/allenai/gpt-neox-olmo-dolma-v1_5/part-0-00001.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/wiki/allenai/gpt-neox-olmo-dolma-v1_5/part-0-00001.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/wiki/allenai/gpt-neox-olmo-dolma-v1_5/part-1-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/wiki/allenai/gpt-neox-olmo-dolma-v1_5/part-1-00000.npy \ No newline at end of file From bad3a34a0a919c488af6d7758ce44e3a84af5325 Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Wed, 26 Jun 2024 21:29:19 -0700 Subject: [PATCH 035/133] Update confs --- ...oe17-16x1b-fullshard-swiglu-wrapb-s1k1.yml | 1286 ++++++++++++ configs/olmoe17/olmoe17-8x1b-final-decln.yml | 1860 +++++++++++++++++ ...orm.yml => olmoe17-8x1b-final-nodecln.yml} | 6 +- configs/olmoe17/olmoe17-8x1b-final-weka.yaml | 1860 +++++++++++++++++ ...fullshard-swiglu-wrapb-k2-qknorm-zloss.yml | 1286 ++++++++++++ 5 files changed, 6295 insertions(+), 3 deletions(-) create mode 100644 configs/olmoe17/olmoe17-16x1b-fullshard-swiglu-wrapb-s1k1.yml create mode 100644 configs/olmoe17/olmoe17-8x1b-final-decln.yml rename configs/olmoe17/{olmoe17-8x1b-final-nodecnorm.yml => olmoe17-8x1b-final-nodecln.yml} (99%) create mode 100644 configs/olmoe17/olmoe17-8x1b-final-weka.yaml create mode 100644 configs/olmoe17/olmoe17-8x1b-fullshard-swiglu-wrapb-k2-qknorm-zloss.yml diff --git a/configs/olmoe17/olmoe17-16x1b-fullshard-swiglu-wrapb-s1k1.yml b/configs/olmoe17/olmoe17-16x1b-fullshard-swiglu-wrapb-s1k1.yml new file mode 100644 index 000000000..8e6e75993 --- /dev/null +++ b/configs/olmoe17/olmoe17-16x1b-fullshard-swiglu-wrapb-s1k1.yml @@ -0,0 +1,1286 @@ +run_name: ${oc.env:SLURM_JOB_ID} +seed: 6198 +dry_run: false +no_pre_train_checkpoint: true +fast_forward_batches: 136153 + +wandb: + name: ${run_name} + project: olmoe + group: null + +model: + d_model: 2048 + n_heads: 16 + n_layers: 16 + mlp_ratio: 8 + weight_tying: false + alibi: false + rope: true + flash_attention: true + attention_dropout: 0.0 + attention_layer_norm: false + clip_qkv: 8.0 + include_bias: false + block_type: moe + layer_norm_type: default + layer_norm_with_affine: false + bias_for_layer_norm: false + attention_layer_norm_with_affine: false + activation_type: swiglu + residual_dropout: 0.0 + embedding_dropout: 0.0 + max_sequence_length: 4096 + vocab_size: 50280 + embedding_size: 50304 + eos_token_id: 0 + pad_token_id: 1 + init_device: meta + init_fn: normal ### + moe_top_k: 2 + moe_num_experts: 16 + moe_expert_model_parallelism: false + moe_dropless: true + moe_mlp_impl: sparse + moe_shared_expert: true + +compile: null + +optimizer: + name: adamw + learning_rate: 4.0e-4 + weight_decay: 0.1 + decay_norm_and_bias: true + decay_embeddings: true + betas: + - 0.9 + - 0.95 + metrics_log_interval: 10 + +scheduler: + name: cosine_with_warmup + units: tokens + t_warmup: 10485760000 + t_max: 3e12 + alpha_f: 0.1 + grad_clip_warmup_steps: 2097152000 + grad_clip_warmup_factor: 5 + +tokenizer: + identifier: tokenizers/allenai_gpt-neox-olmo-dolma-v1_5.json + truncate_direction: right + +save_folder: runs/${run_name} +remote_save_folder: s3://ai2-llm/checkpoints/OLMoE/${run_name} +save_overwrite: false + +save_interval: 5000 +save_interval_ephemeral: null +save_num_checkpoints_to_keep: -1 +sharded_checkpointer: olmo_core + +save_interval_unsharded: null +save_num_unsharded_checkpoints_to_keep: -1 + +load_path: null + +max_duration: 3e12T +global_train_batch_size: 512 +device_train_microbatch_size: 1 + +precision: amp_bf16 + +fsdp: + wrapping_strategy: by_block + precision: mixed + sharding_strategy: FULL_SHARD + +max_grad_norm: 1.0 +max_grad_norm_ratio: null + +speed_monitor: + window_size: 1 + +eval_interval: 1000 +eval_subset_num_batches: -1 +device_eval_batch_size: ${device_train_microbatch_size} +evaluators: + - label: all-small-ppl-validation + data: + num_workers: 0 + drop_last: true + datasets: + c4_en-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy + dolma_books-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy + dolma_common-crawl-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy + dolma_pes2o-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy + dolma_reddit-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy + dolma_stack-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy + dolma_wiki-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy + ice-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy + m2d2_s2orc-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy + pile-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy + wikitext_103-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy + + ########################## + # Downstream evaluations # + ########################## + - label: piqa + type: downstream + + - label: hellaswag + type: downstream + + - label: winogrande + type: downstream + + - label: openbook_qa + type: downstream + + - label: boolq + type: downstream + + - label: sciq + type: downstream + + - label: arc_easy + type: downstream + + - label: arc_challenge + type: downstream + + - label: copa + type: downstream + + #- label: rte + # type: downstream + + #- label: commitment_bank + # type: downstream + + #- label: sst2 + # type: downstream + + - label: commonsense_qa + type: downstream + + - label: social_iqa + type: downstream + + # Doesn't work from cache. + # - label: basic_arithmetic + # type: downstream + + - label: mmlu_stem_var + type: downstream + + - label: mmlu_humanities_var + type: downstream + + - label: mmlu_social_sciences_var + type: downstream + + - label: mmlu_other_var + type: downstream + + - label: mmlu_stem_mc_5shot + type: downstream + + - label: mmlu_humanities_mc_5shot + type: downstream + + - label: mmlu_social_sciences_mc_5shot + type: downstream + + - label: mmlu_other_mc_5shot + type: downstream + + - label: mmlu_stem_mc_5shot_test + type: downstream + + - label: mmlu_humanities_mc_5shot_test + type: downstream + + - label: mmlu_social_sciences_mc_5shot_test + type: downstream + + - label: mmlu_other_mc_5shot_test + type: downstream + +data: + pad_direction: right + num_workers: 16 + drop_last: true + pin_memory: true + prefetch_factor: 8 + persistent_workers: true + timeout: 0 + paths: + ######### NON WEB DATA ######### + # ~> GUTENBERG BOOKS (5.256 GT) + - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/books/gpt-neox-olmo-dolma-v1_5/part-0-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/books/gpt-neox-olmo-dolma-v1_5/part-1-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/books/gpt-neox-olmo-dolma-v1_5/part-2-00000.npy + # ~> PES2O STEM PAPERS (57.21 GT) + - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-16-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-17-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-18-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-19-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-20-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-21-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-22-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-23-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-24-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-25-00000.npy + # ~> WIKIPEDIA & WIKIBOOKS (3.689 GT), repeated twice to up-sample + - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/wiki/gpt-neox-olmo-dolma-v1_5/part-0-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/wiki/gpt-neox-olmo-dolma-v1_5/part-1-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/wiki/gpt-neox-olmo-dolma-v1_5/part-0-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/wiki/gpt-neox-olmo-dolma-v1_5/part-1-00000.npy + # MEGAWIKA v1 (4.6 GT) + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-01-00001.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-02-00001.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-03-00001.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-04-00001.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-05-00001.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-06-00001.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-07-00001.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-08-00001.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-09-00001.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-10-00001.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-11-00001.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-12-00001.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-13-00001.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-14-00001.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-16-00000.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-16-00001.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-17-00000.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-17-00001.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-18-00000.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-18-00001.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-19-00000.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-19-00001.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-20-00000.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-20-00001.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-21-00000.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-21-00001.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-22-00000.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-22-00001.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-23-00000.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-23-00001.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-23-00002.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-24-00000.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-24-00001.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-25-00000.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-25-00001.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-26-00000.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-26-00001.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-27-00000.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-27-00001.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-28-00000.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-29-00000.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-30-00000.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-30-00001.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-31-00000.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-31-00001.npy + # ~> REDPAJAMA STACK-EXCHANGE (19.63 GT) + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-16-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-17-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-18-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-19-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-20-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-21-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-22-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-23-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-24-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-25-00000.npy + # ~> REDPAJAMA ARXIV (27.97 GT) + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-16-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-17-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-18-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-19-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-20-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-21-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-22-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-23-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-24-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-25-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-26-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-27-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-28-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-29-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-30-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-31-00000.npy + # ~> PROOFPILE2 ALGEBRAIC STACK (12.623 GT) + - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy + - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy + - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy + - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy + - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy + - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy + - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy + - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy + - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy + - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy + - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy + - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy + - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy + - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy + - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy + - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy + # ~> PROOFPILE2 OPENWEBMATH (12.734 GT) + - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy + - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy + - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy + - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy + - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy + - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy + - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy + - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy + - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy + - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy + - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy + - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy + - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy + # ~> TULU FLAN V1 (16.5 G v2-decontaminated-60M-shots_all-upweight_1-dialog_true-sep_newline) + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-16-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-17-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-18-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-19-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-20-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-21-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-22-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-23-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-24-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-25-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-26-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-27-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-28-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-29-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-30-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-31-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-32-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-33-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-34-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-35-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-36-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-37-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-38-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-39-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-40-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-41-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-42-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-43-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-44-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-45-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-46-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-47-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-48-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-49-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-50-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-51-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-52-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-53-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-54-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-55-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-56-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-57-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-58-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-59-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-60-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-61-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-62-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-63-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-64-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-65-00000.npy + # ~> CC NEWS (14.3 GT) + - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-0-00000.npy + - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-0-00001.npy + - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-0-00002.npy + - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-0-00003.npy + - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-1-00000.npy + - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-1-00001.npy + - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-1-00002.npy + - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-1-00003.npy + - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-2-00000.npy + - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-2-00001.npy + - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-2-00002.npy + - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-2-00003.npy + - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-3-00000.npy + - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-3-00001.npy + - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-3-00002.npy + - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-3-00003.npy + - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-4-00000.npy + - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-4-00001.npy + - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-4-00002.npy + - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-4-00003.npy + - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-5-00000.npy + - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-5-00001.npy + - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-6-00000.npy + - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-6-00001.npy + - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-6-00002.npy + - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-6-00003.npy + - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-7-00000.npy + - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-7-00001.npy + - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-7-00002.npy + - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-7-00003.npy + - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-8-00000.npy + - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-8-00001.npy + - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-8-00002.npy + #################################### + ######### CODE ######### + # ~> STARCODER (263.775 GT) + - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy + - 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s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy + - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-06-00001.npy + - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy + - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-07-00001.npy + - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy + - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-08-00001.npy + - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy + - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-09-00001.npy + - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy + - 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s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-133-00000.npy + - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-134-00000.npy + - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-135-00000.npy + - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-136-00000.npy + - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-137-00000.npy + - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-138-00000.npy + - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-139-00000.npy + - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-140-00000.npy + - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-141-00000.npy + - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-142-00000.npy + - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-143-00000.npy + - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-144-00000.npy + - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-145-00000.npy + - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-146-00000.npy + - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-147-00000.npy + - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-148-00000.npy + - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-149-00000.npy + - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-150-00000.npy + - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-151-00000.npy + - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-152-00000.npy + - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-153-00000.npy + - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-154-00000.npy + - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-155-00000.npy + - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-156-00000.npy + - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-157-00000.npy + - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-158-00000.npy + - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-159-00000.npy + - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-160-00000.npy + - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-161-00000.npy + - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-162-00000.npy + - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-163-00000.npy + - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-164-00000.npy + - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-165-00000.npy + - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-166-00000.npy + - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-167-00000.npy + - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-168-00000.npy + - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-169-00000.npy + - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-170-00000.npy + # ~> REDDIT (79.9 GT) + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-16-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-17-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-18-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-19-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-20-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-21-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-22-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-23-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-24-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-25-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-26-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-27-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-28-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-29-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-30-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-31-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-32-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-33-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-34-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-35-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-36-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-37-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-38-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-39-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-40-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-41-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-42-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-43-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-44-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-45-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-46-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-47-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-48-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-49-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-50-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-51-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-52-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-53-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-54-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-55-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-56-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-57-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-58-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-59-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-60-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-61-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-62-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-63-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-64-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-65-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-66-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-67-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-68-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-69-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-70-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-71-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-72-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-73-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-74-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-75-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-76-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-77-00000.npy + # ~> FALCON (547.341 GT) + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-000-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-001-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-002-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-003-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-004-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-005-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-006-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-007-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-008-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-009-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-010-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-011-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-012-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-013-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-014-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-015-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-016-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-017-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-018-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-019-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-020-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-021-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-022-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-023-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-024-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-025-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-026-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-027-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-028-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-029-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-030-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-031-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-032-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-033-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-034-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-035-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-036-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-037-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-038-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-039-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-040-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-041-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-042-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-043-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-044-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-045-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-046-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-047-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-048-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-049-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-050-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-051-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-052-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-053-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-054-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-055-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-056-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-057-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-058-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-059-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-060-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-061-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-062-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-063-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-064-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-065-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-066-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-067-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-068-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-069-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-070-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-071-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-072-00000.npy + - 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s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-185-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-186-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-187-00000.npy + #################################### + ######### WEB REST ######### + # ~> DOLMA CC HEAD 50% (178.4 GT) + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-000-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-001-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-002-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-003-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-004-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-005-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-006-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-006-00001.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-007-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-008-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-009-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-010-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-011-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-012-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-013-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-014-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-015-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-016-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-017-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-018-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-019-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-020-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-021-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-022-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-023-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-024-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-025-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-026-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-027-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-028-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-029-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-030-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-031-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-032-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-033-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-034-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-035-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-036-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-037-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-038-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-039-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-040-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-041-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-042-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-043-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-044-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-045-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-046-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-047-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-048-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-049-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-050-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-051-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-052-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-053-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-054-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-055-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-056-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-057-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-058-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-059-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-060-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-061-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-062-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-063-00000.npy + # ~> DOLMA CC MIDDLE 33% (242.05 GT) + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-000-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-001-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-002-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-003-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-004-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-005-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-006-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-007-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-008-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-009-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-010-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-011-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-012-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-013-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-014-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-015-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-016-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-017-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-018-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-019-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-020-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-021-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-022-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-023-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-024-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-025-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-026-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-027-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-028-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-029-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-030-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-031-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-032-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-033-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-034-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-035-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-036-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-037-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-038-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-039-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-040-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-041-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-042-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-043-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-044-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-045-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-046-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-047-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-048-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-049-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-050-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-051-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-052-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-053-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-054-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-055-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-056-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-057-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-058-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-059-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-060-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-061-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-062-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-063-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-064-00000.npy + # ~> DOLMA CC TAIL 33% (191.4 GT) + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-000-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-001-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-002-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-003-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-004-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-005-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-006-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-007-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-008-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-009-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-010-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-011-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-012-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-013-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-014-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-015-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-016-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-017-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-018-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-019-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-020-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-021-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-022-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-023-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-024-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-025-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-026-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-027-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-028-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-029-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-030-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-031-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-032-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-033-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-034-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-035-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-036-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-037-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-038-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-039-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-040-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-041-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-042-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-043-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-044-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-045-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-046-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-047-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-048-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-049-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-050-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-051-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-052-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-053-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-054-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-055-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-056-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-057-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-058-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-059-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-060-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-061-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-062-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-063-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-064-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-065-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-066-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-067-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-068-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-069-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-070-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-071-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-072-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-073-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-074-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-075-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-076-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-077-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-078-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-079-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-080-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-081-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-082-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-083-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-084-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-085-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-086-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-087-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-088-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-089-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-090-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-091-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-092-00000.npy diff --git a/configs/olmoe17/olmoe17-8x1b-final-decln.yml b/configs/olmoe17/olmoe17-8x1b-final-decln.yml new file mode 100644 index 000000000..fb4611f2e --- /dev/null +++ b/configs/olmoe17/olmoe17-8x1b-final-decln.yml @@ -0,0 +1,1860 @@ +run_name: ${oc.env:SLURM_JOB_ID} +seed: 6198 +dry_run: false +no_pre_train_checkpoint: true +# fused_loss: true +# activation_checkpointing: fine_grained + +wandb: + name: ${run_name} + project: olmoe + group: null + +model: + d_model: 2048 + n_heads: 16 + n_layers: 16 + mlp_ratio: 8 + weight_tying: false + alibi: false + rope: true + flash_attention: true + attention_dropout: 0.0 + attention_layer_norm: true + include_bias: false + block_type: moe + layer_norm_type: rms + layer_norm_with_affine: true + bias_for_layer_norm: false + attention_layer_norm_with_affine: false + activation_type: swiglu + residual_dropout: 0.0 + embedding_dropout: 0.0 + max_sequence_length: 4096 + vocab_size: 50280 + embedding_size: 50304 + eos_token_id: 0 + pad_token_id: 1 + init_device: meta + init_fn: normal + init_cutoff_factor: 3 + moe_top_k: 2 + moe_num_experts: 8 + moe_dropless: true + moe_mlp_impl: sparse + moe_zloss_weight: 0.001 + moe_loss_weight: 0.01 + +compile: null + +optimizer: + name: adamw + learning_rate: 4.0e-4 + weight_decay: 0.1 + decay_norm_and_bias: true + decay_embeddings: true + betas: + - 0.9 + - 0.95 + metrics_log_interval: 10 + +scheduler: + name: cosine_with_warmup + units: tokens + t_warmup: 10485760000 + t_max: 3e12 + alpha_f: 0.1 + +tokenizer: + identifier: tokenizers/allenai_gpt-neox-olmo-dolma-v1_5.json + truncate_direction: right + +save_folder: runs/${run_name} +remote_save_folder: s3://ai2-llm/checkpoints/OLMoE/${run_name} +save_overwrite: false + +save_interval: 5000 +save_interval_ephemeral: null +save_num_checkpoints_to_keep: -1 +sharded_checkpointer: olmo_core + +save_interval_unsharded: null +save_num_unsharded_checkpoints_to_keep: -1 + +load_path: null + +max_duration: 2ep +global_train_batch_size: 1024 +device_train_microbatch_size: 4 + +precision: amp_bf16 +distributed_strategy: fsdp + +fsdp: + wrapping_strategy: by_block + precision: mixed + sharding_strategy: FULL_SHARD + +max_grad_norm: 1.0 +max_grad_norm_ratio: null + +speed_monitor: + window_size: 1 + +eval_interval: 5000 +eval_subset_num_batches: -1 +device_eval_batch_size: ${device_train_microbatch_size} +evaluators: + - label: all-small-ppl-validation + data: + num_workers: 0 + drop_last: true + datasets: + c4_en-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy + dolma_books-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy + dolma_common-crawl-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy + dolma_pes2o-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy + dolma_reddit-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy + dolma_stack-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy + dolma_wiki-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy + ice-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy + m2d2_s2orc-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy + pile-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy + wikitext_103-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy + + ########################## + # Downstream evaluations # + ########################## + - label: piqa + type: downstream + + - label: hellaswag + type: downstream + + - label: winogrande + type: downstream + + - label: openbook_qa + type: downstream + + - label: boolq + type: downstream + + - label: sciq + type: downstream + + - label: arc_easy + type: downstream + + - label: arc_challenge + type: downstream + + - label: copa + type: downstream + + - label: commonsense_qa + type: downstream + + - label: social_iqa + type: downstream + + - label: mmlu_stem_var + type: downstream + + - label: mmlu_humanities_var + type: downstream + + - label: mmlu_social_sciences_var + type: downstream + + - label: mmlu_other_var + type: downstream + + - label: mmlu_stem_mc_5shot + type: downstream + + - label: mmlu_humanities_mc_5shot + type: downstream + + - label: mmlu_social_sciences_mc_5shot + type: downstream + + - label: mmlu_other_mc_5shot + type: downstream + + - label: mmlu_stem_mc_5shot_test + type: downstream + + - label: mmlu_humanities_mc_5shot_test + type: downstream + + - label: mmlu_social_sciences_mc_5shot_test + type: downstream + + - label: mmlu_other_mc_5shot_test + type: downstream + +data: + pad_direction: right + num_workers: 16 + drop_last: true + pin_memory: true + prefetch_factor: 8 + persistent_workers: true + timeout: 0 + instance_filter: + repetition_max_period: 13 + repetition_min_period: 1 + repetition_max_count: 32 + paths: + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy + - 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s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/wiki/allenai/gpt-neox-olmo-dolma-v1_5/part-0-00001.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/wiki/allenai/gpt-neox-olmo-dolma-v1_5/part-0-00001.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/wiki/allenai/gpt-neox-olmo-dolma-v1_5/part-1-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/wiki/allenai/gpt-neox-olmo-dolma-v1_5/part-1-00000.npy \ No newline at end of file diff --git a/configs/olmoe17/olmoe17-8x1b-final-nodecnorm.yml b/configs/olmoe17/olmoe17-8x1b-final-nodecln.yml similarity index 99% rename from configs/olmoe17/olmoe17-8x1b-final-nodecnorm.yml rename to configs/olmoe17/olmoe17-8x1b-final-nodecln.yml index 34912994a..d4a1aab65 100644 --- a/configs/olmoe17/olmoe17-8x1b-final-nodecnorm.yml +++ b/configs/olmoe17/olmoe17-8x1b-final-nodecln.yml @@ -23,8 +23,8 @@ model: attention_layer_norm: true include_bias: false block_type: moe - layer_norm_type: default - layer_norm_with_affine: false + layer_norm_type: rms + layer_norm_with_affine: true bias_for_layer_norm: false attention_layer_norm_with_affine: false activation_type: swiglu @@ -52,7 +52,7 @@ optimizer: learning_rate: 4.0e-4 weight_decay: 0.1 decay_norm_and_bias: false - decay_embeddings: false + decay_embeddings: true betas: - 0.9 - 0.95 diff --git a/configs/olmoe17/olmoe17-8x1b-final-weka.yaml b/configs/olmoe17/olmoe17-8x1b-final-weka.yaml new file mode 100644 index 000000000..8df11c12a --- /dev/null +++ b/configs/olmoe17/olmoe17-8x1b-final-weka.yaml @@ -0,0 +1,1860 @@ +run_name: ${oc.env:SLURM_JOB_ID} +seed: 6198 +dry_run: false +no_pre_train_checkpoint: true +# fused_loss: true +# activation_checkpointing: fine_grained + +wandb: + name: ${run_name} + project: olmoe + group: null + +model: + d_model: 2048 + n_heads: 16 + n_layers: 16 + mlp_ratio: 8 + weight_tying: false + alibi: false + rope: true + flash_attention: true + attention_dropout: 0.0 + attention_layer_norm: true + include_bias: false + block_type: moe + layer_norm_type: rms + layer_norm_with_affine: true + bias_for_layer_norm: false + attention_layer_norm_with_affine: false + activation_type: swiglu + residual_dropout: 0.0 + embedding_dropout: 0.0 + max_sequence_length: 4096 + vocab_size: 50280 + embedding_size: 50304 + eos_token_id: 0 + pad_token_id: 1 + init_device: meta + init_fn: normal + init_cutoff_factor: 3 + moe_top_k: 2 + moe_num_experts: 8 + moe_dropless: true + moe_mlp_impl: sparse + moe_zloss_weight: 0.001 + moe_loss_weight: 0.01 + +compile: null + +optimizer: + name: adamw + learning_rate: 4.0e-4 + weight_decay: 0.1 + decay_norm_and_bias: true + decay_embeddings: false + betas: + - 0.9 + - 0.95 + metrics_log_interval: 10 + +scheduler: + name: cosine_with_warmup + units: tokens + t_warmup: 10485760000 + t_max: 3e12 + alpha_f: 0.1 + +tokenizer: + identifier: tokenizers/allenai_gpt-neox-olmo-dolma-v1_5.json + truncate_direction: right + +save_folder: runs/${run_name} +remote_save_folder: s3://ai2-llm/checkpoints/OLMoE/${run_name} +save_overwrite: false + +save_interval: 5000 +save_interval_ephemeral: null +save_num_checkpoints_to_keep: -1 +sharded_checkpointer: olmo_core + +save_interval_unsharded: null +save_num_unsharded_checkpoints_to_keep: -1 + +load_path: null + +max_duration: 2ep +global_train_batch_size: 1024 +device_train_microbatch_size: 4 + +precision: amp_bf16 +distributed_strategy: fsdp + +fsdp: + wrapping_strategy: by_block + precision: mixed + sharding_strategy: FULL_SHARD + +max_grad_norm: 1.0 +max_grad_norm_ratio: null + +speed_monitor: + window_size: 1 + +eval_interval: 5000 +eval_subset_num_batches: -1 +device_eval_batch_size: ${device_train_microbatch_size} +evaluators: + - label: all-small-ppl-validation + data: + num_workers: 0 + drop_last: true + datasets: + c4_en-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy + dolma_books-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy + dolma_common-crawl-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy + dolma_pes2o-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy + dolma_reddit-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy + dolma_stack-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy + dolma_wiki-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy + ice-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy + m2d2_s2orc-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy + pile-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy + wikitext_103-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy + + ########################## + # Downstream evaluations # + ########################## + - label: piqa + type: downstream + + - label: hellaswag + type: downstream + + - label: winogrande + type: downstream + + - label: openbook_qa + type: downstream + + - label: boolq + type: downstream + + - label: sciq + type: downstream + + - label: arc_easy + type: downstream + + - label: arc_challenge + type: downstream + + - label: copa + type: downstream + + - label: commonsense_qa + type: downstream + + - label: social_iqa + type: downstream + + - label: mmlu_stem_var + type: downstream + + - label: mmlu_humanities_var + type: downstream + + - label: mmlu_social_sciences_var + type: downstream + + - label: mmlu_other_var + type: downstream + + - label: mmlu_stem_mc_5shot + type: downstream + + - label: mmlu_humanities_mc_5shot + type: downstream + + - label: mmlu_social_sciences_mc_5shot + type: downstream + + - label: mmlu_other_mc_5shot + type: downstream + + - label: mmlu_stem_mc_5shot_test + type: downstream + + - label: mmlu_humanities_mc_5shot_test + type: downstream + + - label: mmlu_social_sciences_mc_5shot_test + type: downstream + + - label: mmlu_other_mc_5shot_test + type: downstream + +data: + pad_direction: right + num_workers: 16 + drop_last: true + pin_memory: true + prefetch_factor: 8 + persistent_workers: true + timeout: 0 + instance_filter: + repetition_max_period: 13 + repetition_min_period: 1 + repetition_max_count: 32 + paths: + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy + - 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s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/tulu_flan/allenai/gpt-neox-olmo-dolma-v1_5/part-50-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/tulu_flan/allenai/gpt-neox-olmo-dolma-v1_5/part-51-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/tulu_flan/allenai/gpt-neox-olmo-dolma-v1_5/part-52-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/tulu_flan/allenai/gpt-neox-olmo-dolma-v1_5/part-53-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/tulu_flan/allenai/gpt-neox-olmo-dolma-v1_5/part-54-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/tulu_flan/allenai/gpt-neox-olmo-dolma-v1_5/part-55-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/tulu_flan/allenai/gpt-neox-olmo-dolma-v1_5/part-56-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/tulu_flan/allenai/gpt-neox-olmo-dolma-v1_5/part-57-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/tulu_flan/allenai/gpt-neox-olmo-dolma-v1_5/part-58-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/tulu_flan/allenai/gpt-neox-olmo-dolma-v1_5/part-59-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/tulu_flan/allenai/gpt-neox-olmo-dolma-v1_5/part-60-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/tulu_flan/allenai/gpt-neox-olmo-dolma-v1_5/part-61-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/tulu_flan/allenai/gpt-neox-olmo-dolma-v1_5/part-62-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/tulu_flan/allenai/gpt-neox-olmo-dolma-v1_5/part-63-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/tulu_flan/allenai/gpt-neox-olmo-dolma-v1_5/part-64-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/tulu_flan/allenai/gpt-neox-olmo-dolma-v1_5/part-65-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/wiki/allenai/gpt-neox-olmo-dolma-v1_5/part-0-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/wiki/allenai/gpt-neox-olmo-dolma-v1_5/part-0-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/wiki/allenai/gpt-neox-olmo-dolma-v1_5/part-0-00001.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/wiki/allenai/gpt-neox-olmo-dolma-v1_5/part-0-00001.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/wiki/allenai/gpt-neox-olmo-dolma-v1_5/part-1-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/wiki/allenai/gpt-neox-olmo-dolma-v1_5/part-1-00000.npy \ No newline at end of file diff --git a/configs/olmoe17/olmoe17-8x1b-fullshard-swiglu-wrapb-k2-qknorm-zloss.yml b/configs/olmoe17/olmoe17-8x1b-fullshard-swiglu-wrapb-k2-qknorm-zloss.yml new file mode 100644 index 000000000..d211a3f06 --- /dev/null +++ b/configs/olmoe17/olmoe17-8x1b-fullshard-swiglu-wrapb-k2-qknorm-zloss.yml @@ -0,0 +1,1286 @@ +run_name: ${oc.env:SLURM_JOB_ID} +seed: 6198 +dry_run: false +no_pre_train_checkpoint: true +#activation_checkpointing: fine_grained +fused_loss: true + +wandb: + name: ${run_name} + project: olmoe + group: null + +model: + d_model: 2048 + n_heads: 16 + n_layers: 16 + mlp_ratio: 8 + weight_tying: false + alibi: false + rope: true + flash_attention: true + attention_dropout: 0.0 + attention_layer_norm: true + clip_qkv: 8.0 + include_bias: false + block_type: moe + layer_norm_type: default + layer_norm_with_affine: false + bias_for_layer_norm: false + attention_layer_norm_with_affine: false + activation_type: swiglu + residual_dropout: 0.0 + embedding_dropout: 0.0 + max_sequence_length: 4096 + vocab_size: 50280 + embedding_size: 50304 + eos_token_id: 0 + pad_token_id: 1 + init_device: meta + init_fn: normal + moe_top_k: 2 + moe_num_experts: 8 + moe_expert_model_parallelism: false + moe_dropless: true + moe_mlp_impl: sparse + +compile: null + +optimizer: + name: adamw + learning_rate: 4.0e-4 + weight_decay: 0.1 + decay_norm_and_bias: true + decay_embeddings: true + betas: + - 0.9 + - 0.95 + metrics_log_interval: 10 + +scheduler: + name: cosine_with_warmup + units: tokens + t_warmup: 10485760000 + t_max: 3e12 + alpha_f: 0.1 + grad_clip_warmup_steps: 2097152000 + grad_clip_warmup_factor: 5 + +tokenizer: + identifier: tokenizers/allenai_gpt-neox-olmo-dolma-v1_5.json + truncate_direction: right + +save_folder: runs/${run_name} +remote_save_folder: s3://ai2-llm/checkpoints/OLMoE/${run_name} +save_overwrite: false + +save_interval: 5000 +save_interval_ephemeral: null +save_num_checkpoints_to_keep: -1 +sharded_checkpointer: olmo_core + +save_interval_unsharded: null +save_num_unsharded_checkpoints_to_keep: -1 + +load_path: null + +max_duration: 2ep +global_train_batch_size: 512 +device_train_microbatch_size: 4 + +precision: amp_bf16 + +fsdp: + wrapping_strategy: by_block + precision: mixed + sharding_strategy: FULL_SHARD + +max_grad_norm: 1.0 +max_grad_norm_ratio: null + +speed_monitor: + window_size: 1 + +eval_interval: 1000 +eval_subset_num_batches: -1 +device_eval_batch_size: ${device_train_microbatch_size} +evaluators: + - label: all-small-ppl-validation + data: + num_workers: 0 + drop_last: true + datasets: + c4_en-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy + dolma_books-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy + dolma_common-crawl-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy + dolma_pes2o-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy + dolma_reddit-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy + dolma_stack-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy + dolma_wiki-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy + ice-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy + m2d2_s2orc-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy + pile-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy + wikitext_103-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy + + ########################## + # Downstream evaluations # + ########################## + - label: piqa + type: downstream + + - label: hellaswag + type: downstream + + - label: winogrande + type: downstream + + - label: openbook_qa + type: downstream + + - label: boolq + type: downstream + + - label: sciq + type: downstream + + - label: arc_easy + type: downstream + + - label: arc_challenge + type: downstream + + - label: copa + type: downstream + + #- label: rte + # type: downstream + + #- label: commitment_bank + # type: downstream + + #- label: sst2 + # type: downstream + + - label: commonsense_qa + type: downstream + + - label: social_iqa + type: downstream + + # Doesn't work from cache. + # - label: basic_arithmetic + # type: downstream + + - label: mmlu_stem_var + type: downstream + + - label: mmlu_humanities_var + type: downstream + + - label: mmlu_social_sciences_var + type: downstream + + - label: mmlu_other_var + type: downstream + + - label: mmlu_stem_mc_5shot + type: downstream + + - label: mmlu_humanities_mc_5shot + type: downstream + + - label: mmlu_social_sciences_mc_5shot + type: downstream + + - label: mmlu_other_mc_5shot + type: downstream + + - label: mmlu_stem_mc_5shot_test + type: downstream + + - label: mmlu_humanities_mc_5shot_test + type: downstream + + - label: mmlu_social_sciences_mc_5shot_test + type: downstream + + - label: mmlu_other_mc_5shot_test + type: downstream + +data: + pad_direction: right + num_workers: 16 + drop_last: true + pin_memory: true + prefetch_factor: 8 + persistent_workers: true + timeout: 0 + paths: + ######### NON WEB DATA ######### + # ~> GUTENBERG BOOKS (5.256 GT) + - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/books/gpt-neox-olmo-dolma-v1_5/part-0-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/books/gpt-neox-olmo-dolma-v1_5/part-1-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/books/gpt-neox-olmo-dolma-v1_5/part-2-00000.npy + # ~> PES2O STEM PAPERS (57.21 GT) + - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-16-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-17-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-18-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-19-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-20-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-21-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-22-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-23-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-24-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-25-00000.npy + # ~> WIKIPEDIA & WIKIBOOKS (3.689 GT), repeated twice to up-sample + - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/wiki/gpt-neox-olmo-dolma-v1_5/part-0-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/wiki/gpt-neox-olmo-dolma-v1_5/part-1-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/wiki/gpt-neox-olmo-dolma-v1_5/part-0-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/wiki/gpt-neox-olmo-dolma-v1_5/part-1-00000.npy + # MEGAWIKA v1 (4.6 GT) + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-01-00001.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-02-00001.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-03-00001.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-04-00001.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-05-00001.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-06-00001.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-07-00001.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-08-00001.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-09-00001.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-10-00001.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-11-00001.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-12-00001.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-13-00001.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-14-00001.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-16-00000.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-16-00001.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-17-00000.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-17-00001.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-18-00000.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-18-00001.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-19-00000.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-19-00001.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-20-00000.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-20-00001.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-21-00000.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-21-00001.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-22-00000.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-22-00001.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-23-00000.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-23-00001.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-23-00002.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-24-00000.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-24-00001.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-25-00000.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-25-00001.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-26-00000.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-26-00001.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-27-00000.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-27-00001.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-28-00000.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-29-00000.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-30-00000.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-30-00001.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-31-00000.npy + - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-31-00001.npy + # ~> REDPAJAMA STACK-EXCHANGE (19.63 GT) + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-16-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-17-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-18-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-19-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-20-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-21-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-22-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-23-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-24-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-25-00000.npy + # ~> REDPAJAMA ARXIV (27.97 GT) + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-16-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-17-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-18-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-19-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-20-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-21-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-22-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-23-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-24-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-25-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-26-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-27-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-28-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-29-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-30-00000.npy + - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-31-00000.npy + # ~> PROOFPILE2 ALGEBRAIC STACK (12.623 GT) + - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy + - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy + - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy + - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy + - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy + - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy + - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy + - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy + - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy + - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy + - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy + - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy + - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy + - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy + - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy + - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy + # ~> PROOFPILE2 OPENWEBMATH (12.734 GT) + - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy + - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy + - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy + - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy + - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy + - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy + - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy + - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy + - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy + - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy + - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy + - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy + - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy + # ~> TULU FLAN V1 (16.5 G v2-decontaminated-60M-shots_all-upweight_1-dialog_true-sep_newline) + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-16-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-17-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-18-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-19-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-20-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-21-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-22-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-23-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-24-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-25-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-26-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-27-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-28-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-29-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-30-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-31-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-32-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-33-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-34-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-35-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-36-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-37-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-38-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-39-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-40-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-41-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-42-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-43-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-44-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-45-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-46-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-47-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-48-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-49-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-50-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-51-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-52-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-53-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-54-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-55-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-56-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-57-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-58-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-59-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-60-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-61-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-62-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-63-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-64-00000.npy + - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-65-00000.npy + # ~> CC NEWS (14.3 GT) + - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-0-00000.npy + - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-0-00001.npy + - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-0-00002.npy + - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-0-00003.npy + - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-1-00000.npy + - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-1-00001.npy + - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-1-00002.npy + - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-1-00003.npy + - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-2-00000.npy + - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-2-00001.npy + - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-2-00002.npy + - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-2-00003.npy + - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-3-00000.npy + - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-3-00001.npy + - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-3-00002.npy + - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-3-00003.npy + - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-4-00000.npy + - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-4-00001.npy + - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-4-00002.npy + - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-4-00003.npy + - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-5-00000.npy + - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-5-00001.npy + - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-6-00000.npy + - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-6-00001.npy + - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-6-00002.npy + - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-6-00003.npy + - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-7-00000.npy + - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-7-00001.npy + - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-7-00002.npy + - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-7-00003.npy + - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-8-00000.npy + - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-8-00001.npy + - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-8-00002.npy + #################################### + ######### CODE ######### + # ~> STARCODER (263.775 GT) + - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy + - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-00-00001.npy + - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy + - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy + - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy + - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-03-00001.npy + - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy + - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-04-00001.npy + - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy + - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-05-00001.npy + - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy + - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-06-00001.npy + - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy + - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-07-00001.npy + - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy + - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-08-00001.npy + - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy + - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-09-00001.npy + - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy + - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-10-00001.npy + - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy + - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-11-00001.npy + - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy + - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-12-00001.npy + - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy + - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-13-00001.npy + - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy + - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-14-00001.npy + - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy + - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-15-00001.npy + - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-16-00000.npy + - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-16-00001.npy + - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-17-00000.npy + - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-17-00001.npy + - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-18-00000.npy + - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-18-00001.npy + - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-19-00000.npy + - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-19-00001.npy + - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-20-00000.npy + - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-20-00001.npy + - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-21-00000.npy + - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-21-00001.npy + - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-22-00000.npy + - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-22-00001.npy + - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-23-00000.npy + - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-23-00001.npy + - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-24-00000.npy + - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-24-00001.npy + - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-25-00000.npy + - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-25-00001.npy + - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-26-00000.npy + - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-26-00001.npy + - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-27-00000.npy + - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-27-00001.npy + - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-28-00000.npy + - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-29-00000.npy + - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-30-00000.npy + - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-30-00001.npy + - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-31-00000.npy + - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-31-00001.npy + - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-32-00000.npy + - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-32-00001.npy + - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-33-00000.npy + - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-33-00001.npy + - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-34-00000.npy + - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-34-00001.npy + - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-35-00000.npy + - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-35-00001.npy + - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-36-00000.npy + - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-36-00001.npy + - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-37-00000.npy + - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-37-00001.npy + - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-38-00000.npy + - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-38-00001.npy + - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-39-00000.npy + - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-39-00001.npy + - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-40-00000.npy + - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-40-00001.npy + - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-41-00000.npy + - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-41-00001.npy + - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-42-00000.npy + - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-42-00001.npy + - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-43-00000.npy + - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-43-00001.npy + - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-44-00000.npy + - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-44-00001.npy + - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-45-00000.npy + - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-46-00000.npy + - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-46-00001.npy + - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-47-00000.npy + - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-47-00001.npy + - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-48-00000.npy + - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-48-00001.npy + #################################### + ######### WEB HIGH QUALITY ######### + # ~> C4 (138.4 GT) + - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-000-00000.npy + - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-001-00000.npy + - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-002-00000.npy + - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-003-00000.npy + - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-004-00000.npy + - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-005-00000.npy + - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-006-00000.npy + - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-007-00000.npy + - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-008-00000.npy + - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-009-00000.npy + - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-010-00000.npy + - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-011-00000.npy + - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-012-00000.npy + - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-013-00000.npy + - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-014-00000.npy + - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-015-00000.npy + - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-016-00000.npy + - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-017-00000.npy + - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-018-00000.npy + - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-019-00000.npy + - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-020-00000.npy + - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-021-00000.npy + - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-022-00000.npy + - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-023-00000.npy + - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-024-00000.npy + - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-025-00000.npy + - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-026-00000.npy + - 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s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-139-00000.npy + - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-140-00000.npy + - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-141-00000.npy + - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-142-00000.npy + - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-143-00000.npy + - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-144-00000.npy + - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-145-00000.npy + - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-146-00000.npy + - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-147-00000.npy + - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-148-00000.npy + - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-149-00000.npy + - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-150-00000.npy + - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-151-00000.npy + - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-152-00000.npy + - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-153-00000.npy + - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-154-00000.npy + - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-155-00000.npy + - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-156-00000.npy + - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-157-00000.npy + - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-158-00000.npy + - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-159-00000.npy + - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-160-00000.npy + - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-161-00000.npy + - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-162-00000.npy + - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-163-00000.npy + - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-164-00000.npy + - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-165-00000.npy + - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-166-00000.npy + - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-167-00000.npy + - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-168-00000.npy + - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-169-00000.npy + - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-170-00000.npy + # ~> REDDIT (79.9 GT) + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-16-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-17-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-18-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-19-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-20-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-21-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-22-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-23-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-24-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-25-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-26-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-27-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-28-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-29-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-30-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-31-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-32-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-33-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-34-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-35-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-36-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-37-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-38-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-39-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-40-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-41-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-42-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-43-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-44-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-45-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-46-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-47-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-48-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-49-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-50-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-51-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-52-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-53-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-54-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-55-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-56-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-57-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-58-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-59-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-60-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-61-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-62-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-63-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-64-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-65-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-66-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-67-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-68-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-69-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-70-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-71-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-72-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-73-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-74-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-75-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-76-00000.npy + - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-77-00000.npy + # ~> FALCON (547.341 GT) + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-000-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-001-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-002-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-003-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-004-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-005-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-006-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-007-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-008-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-009-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-010-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-011-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-012-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-013-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-014-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-015-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-016-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-017-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-018-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-019-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-020-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-021-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-022-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-023-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-024-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-025-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-026-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-027-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-028-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-029-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-030-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-031-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-032-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-033-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-034-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-035-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-036-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-037-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-038-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-039-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-040-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-041-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-042-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-043-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-044-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-045-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-046-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-047-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-048-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-049-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-050-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-051-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-052-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-053-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-054-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-055-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-056-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-057-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-058-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-059-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-060-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-061-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-062-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-063-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-064-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-065-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-066-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-067-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-068-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-069-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-070-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-071-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-072-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-073-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-074-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-075-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-076-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-077-00000.npy + - 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s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-183-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-184-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-185-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-186-00000.npy + - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-187-00000.npy + #################################### + ######### WEB REST ######### + # ~> DOLMA CC HEAD 50% (178.4 GT) + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-000-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-001-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-002-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-003-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-004-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-005-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-006-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-006-00001.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-007-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-008-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-009-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-010-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-011-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-012-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-013-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-014-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-015-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-016-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-017-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-018-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-019-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-020-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-021-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-022-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-023-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-024-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-025-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-026-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-027-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-028-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-029-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-030-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-031-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-032-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-033-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-034-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-035-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-036-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-037-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-038-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-039-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-040-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-041-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-042-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-043-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-044-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-045-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-046-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-047-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-048-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-049-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-050-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-051-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-052-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-053-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-054-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-055-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-056-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-057-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-058-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-059-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-060-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-061-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-062-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-063-00000.npy + # ~> DOLMA CC MIDDLE 33% (242.05 GT) + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-000-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-001-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-002-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-003-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-004-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-005-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-006-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-007-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-008-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-009-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-010-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-011-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-012-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-013-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-014-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-015-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-016-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-017-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-018-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-019-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-020-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-021-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-022-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-023-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-024-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-025-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-026-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-027-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-028-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-029-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-030-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-031-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-032-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-033-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-034-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-035-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-036-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-037-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-038-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-039-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-040-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-041-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-042-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-043-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-044-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-045-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-046-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-047-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-048-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-049-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-050-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-051-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-052-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-053-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-054-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-055-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-056-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-057-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-058-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-059-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-060-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-061-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-062-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-063-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-064-00000.npy + # ~> DOLMA CC TAIL 33% (191.4 GT) + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-000-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-001-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-002-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-003-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-004-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-005-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-006-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-007-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-008-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-009-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-010-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-011-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-012-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-013-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-014-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-015-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-016-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-017-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-018-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-019-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-020-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-021-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-022-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-023-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-024-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-025-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-026-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-027-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-028-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-029-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-030-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-031-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-032-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-033-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-034-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-035-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-036-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-037-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-038-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-039-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-040-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-041-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-042-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-043-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-044-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-045-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-046-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-047-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-048-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-049-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-050-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-051-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-052-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-053-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-054-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-055-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-056-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-057-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-058-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-059-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-060-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-061-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-062-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-063-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-064-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-065-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-066-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-067-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-068-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-069-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-070-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-071-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-072-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-073-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-074-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-075-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-076-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-077-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-078-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-079-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-080-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-081-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-082-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-083-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-084-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-085-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-086-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-087-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-088-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-089-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-090-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-091-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-092-00000.npy From 3dbd15621dd4a05877a937c071a833547eb09665 Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Thu, 27 Jun 2024 10:04:36 -0700 Subject: [PATCH 036/133] Change eps --- configs/olmoe17/olmoe17-8x1b-final-nodecln.yml | 1 + 1 file changed, 1 insertion(+) diff --git a/configs/olmoe17/olmoe17-8x1b-final-nodecln.yml b/configs/olmoe17/olmoe17-8x1b-final-nodecln.yml index d4a1aab65..855da50e4 100644 --- a/configs/olmoe17/olmoe17-8x1b-final-nodecln.yml +++ b/configs/olmoe17/olmoe17-8x1b-final-nodecln.yml @@ -50,6 +50,7 @@ compile: null optimizer: name: adamw learning_rate: 4.0e-4 + eps: 1.0e-8 weight_decay: 0.1 decay_norm_and_bias: false decay_embeddings: true From a6496d65d83e4427ffae2c4c9cd477703e743dc8 Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Fri, 28 Jun 2024 10:45:25 -0700 Subject: [PATCH 037/133] Add conf --- configs/olmoe17/olmoe17-8x1b-final-normdc.yml | 1861 +++++++++++++++++ 1 file changed, 1861 insertions(+) create mode 100644 configs/olmoe17/olmoe17-8x1b-final-normdc.yml diff --git a/configs/olmoe17/olmoe17-8x1b-final-normdc.yml b/configs/olmoe17/olmoe17-8x1b-final-normdc.yml new file mode 100644 index 000000000..855da50e4 --- /dev/null +++ b/configs/olmoe17/olmoe17-8x1b-final-normdc.yml @@ -0,0 +1,1861 @@ +run_name: ${oc.env:SLURM_JOB_ID} +seed: 6198 +dry_run: false +no_pre_train_checkpoint: true +# fused_loss: true +# activation_checkpointing: fine_grained + +wandb: + name: ${run_name} + project: olmoe + group: null + +model: + d_model: 2048 + n_heads: 16 + n_layers: 16 + mlp_ratio: 8 + weight_tying: false + alibi: false + rope: true + flash_attention: true + attention_dropout: 0.0 + attention_layer_norm: true + include_bias: false + block_type: moe + layer_norm_type: rms + layer_norm_with_affine: true + bias_for_layer_norm: false + attention_layer_norm_with_affine: false + activation_type: swiglu + residual_dropout: 0.0 + embedding_dropout: 0.0 + max_sequence_length: 4096 + vocab_size: 50280 + embedding_size: 50304 + eos_token_id: 0 + pad_token_id: 1 + init_device: meta + init_fn: normal + init_cutoff_factor: 3 + moe_top_k: 2 + moe_num_experts: 8 + moe_dropless: true + moe_mlp_impl: sparse + moe_zloss_weight: 0.001 + moe_loss_weight: 0.01 + +compile: null + +optimizer: + name: adamw + learning_rate: 4.0e-4 + eps: 1.0e-8 + weight_decay: 0.1 + decay_norm_and_bias: false + decay_embeddings: true + betas: + - 0.9 + - 0.95 + metrics_log_interval: 10 + +scheduler: + name: cosine_with_warmup + units: tokens + t_warmup: 10485760000 + t_max: 3e12 + alpha_f: 0.1 + +tokenizer: + identifier: tokenizers/allenai_gpt-neox-olmo-dolma-v1_5.json + truncate_direction: right + +save_folder: runs/${run_name} +remote_save_folder: s3://ai2-llm/checkpoints/OLMoE/${run_name} +save_overwrite: false + +save_interval: 5000 +save_interval_ephemeral: null +save_num_checkpoints_to_keep: -1 +sharded_checkpointer: olmo_core + +save_interval_unsharded: null +save_num_unsharded_checkpoints_to_keep: -1 + +load_path: null + +max_duration: 2ep +global_train_batch_size: 1024 +device_train_microbatch_size: 4 + +precision: amp_bf16 +distributed_strategy: fsdp + +fsdp: + wrapping_strategy: by_block + precision: mixed + sharding_strategy: FULL_SHARD + +max_grad_norm: 1.0 +max_grad_norm_ratio: null + +speed_monitor: + window_size: 1 + +eval_interval: 5000 +eval_subset_num_batches: -1 +device_eval_batch_size: ${device_train_microbatch_size} +evaluators: + - label: all-small-ppl-validation + data: + num_workers: 0 + drop_last: true + datasets: + c4_en-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy + dolma_books-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy + dolma_common-crawl-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy + dolma_pes2o-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy + dolma_reddit-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy + dolma_stack-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy + dolma_wiki-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy + ice-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy + m2d2_s2orc-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy + pile-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy + wikitext_103-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy + + ########################## + # Downstream evaluations # + ########################## + - label: piqa + type: downstream + + - label: hellaswag + type: downstream + + - label: winogrande + type: downstream + + - label: openbook_qa + type: downstream + + - label: boolq + type: downstream + + - label: sciq + type: downstream + + - label: arc_easy + type: downstream + + - label: arc_challenge + type: downstream + + - label: copa + type: downstream + + - label: commonsense_qa + type: downstream + + - label: social_iqa + type: downstream + + - label: mmlu_stem_var + type: downstream + + - label: mmlu_humanities_var + type: downstream + + - label: mmlu_social_sciences_var + type: downstream + + - label: mmlu_other_var + type: downstream + + - label: mmlu_stem_mc_5shot + type: downstream + + - label: mmlu_humanities_mc_5shot + type: downstream + + - label: mmlu_social_sciences_mc_5shot + type: downstream + + - label: mmlu_other_mc_5shot + type: downstream + + - label: mmlu_stem_mc_5shot_test + type: downstream + + - label: mmlu_humanities_mc_5shot_test + type: downstream + + - label: mmlu_social_sciences_mc_5shot_test + type: downstream + + - label: mmlu_other_mc_5shot_test + type: downstream + +data: + pad_direction: right + num_workers: 16 + drop_last: true + pin_memory: true + prefetch_factor: 8 + persistent_workers: true + timeout: 0 + instance_filter: + repetition_max_period: 13 + repetition_min_period: 1 + repetition_max_count: 32 + paths: + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy + - 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configs/olmoe17/olmo-1b-newhp-newds.yml | 1490 ++++++++++++++++ configs/olmoe17/olmo-1b-newhp-oldds.yml | 1856 +++++++++++++++++++ configs/olmoe17/olmoe-8x1b-newhp-newds.yml | 1860 ++++++++++++++++++++ configs/olmoe17/olmoe-8x1b-newhp-oldds.yml | 1860 ++++++++++++++++++++ 4 files changed, 7066 insertions(+) create mode 100644 configs/olmoe17/olmo-1b-newhp-newds.yml create mode 100644 configs/olmoe17/olmo-1b-newhp-oldds.yml create mode 100644 configs/olmoe17/olmoe-8x1b-newhp-newds.yml create mode 100644 configs/olmoe17/olmoe-8x1b-newhp-oldds.yml diff --git a/configs/olmoe17/olmo-1b-newhp-newds.yml b/configs/olmoe17/olmo-1b-newhp-newds.yml new file mode 100644 index 000000000..8e832d6ce --- /dev/null +++ b/configs/olmoe17/olmo-1b-newhp-newds.yml @@ -0,0 +1,1490 @@ +run_name: ${oc.env:SLURM_JOB_ID} +seed: 6198 +dry_run: false +no_pre_train_checkpoint: true + +wandb: + name: ${run_name} + project: olmoe + group: null + +model: + d_model: 2048 + n_heads: 16 + n_layers: 16 + mlp_ratio: 8 + weight_tying: false + alibi: false + rope: true + flash_attention: true + attention_dropout: 0.0 + attention_layer_norm: false + include_bias: false + block_type: sequential + layer_norm_type: rms + layer_norm_with_affine: true + bias_for_layer_norm: false + attention_layer_norm_with_affine: false + activation_type: swiglu + residual_dropout: 0.0 + embedding_dropout: 0.0 + max_sequence_length: 4096 + vocab_size: 50280 + embedding_size: 50304 + eos_token_id: 0 + pad_token_id: 1 + init_device: meta + init_fn: normal + init_std: 0.02 + init_cutoff_factor: 3 + +compile: null + +optimizer: + name: adamw + learning_rate: 4.0e-4 + eps: 1.0e-8 + weight_decay: 0.1 + decay_norm_and_bias: true + decay_embeddings: false + betas: + - 0.9 + - 0.95 + metrics_log_interval: 10 + +# Cx1: t_max = 1.3B params * 20 = 26e9 +# Cx3: t_max = 1.3B params * 20 = 78e9 +scheduler: + name: cosine_with_warmup + units: tokens + t_warmup: 8388608000 + t_max: 78e9 + alpha_f: 0.1 + +tokenizer: + identifier: tokenizers/allenai_gpt-neox-olmo-dolma-v1_5.json + truncate_direction: right + +save_folder: runs/${run_name} +remote_save_folder: s3://ai2-llm/checkpoints/OLMoE/${run_name} +save_overwrite: false + +save_interval: 5000 +save_interval_ephemeral: null +save_num_checkpoints_to_keep: -1 +sharded_checkpointer: olmo_core + +save_interval_unsharded: null +save_num_unsharded_checkpoints_to_keep: -1 + +load_path: null + +max_duration: 1ep +global_train_batch_size: 1024 +device_train_microbatch_size: 4 + +precision: amp_bf16 +distributed_strategy: fsdp + +fsdp: + wrapping_strategy: by_block + precision: mixed + sharding_strategy: FULL_SHARD + +max_grad_norm: 1.0 +max_grad_norm_ratio: null + +speed_monitor: + window_size: 1 + +eval_interval: 1000 +eval_subset_num_batches: -1 +device_eval_batch_size: ${device_train_microbatch_size} +evaluators: + - label: all-small-ppl-validation + data: + num_workers: 0 + drop_last: true + datasets: + c4_en-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy + dolma_books-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy + dolma_common-crawl-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy + dolma_pes2o-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy + dolma_reddit-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy + dolma_stack-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy + dolma_wiki-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy + ice-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy + m2d2_s2orc-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy + pile-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy + wikitext_103-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy + + ########################## + # Downstream evaluations # + ########################## + - label: piqa + type: downstream + + - label: hellaswag + type: downstream + + - label: winogrande + type: downstream + + - label: openbook_qa + type: downstream + + - label: boolq + type: downstream + + - label: sciq + type: downstream + + - label: arc_easy + type: downstream + + - label: arc_challenge + type: downstream + + - label: copa + type: downstream + + - label: commonsense_qa + type: downstream + + - label: social_iqa + type: downstream + + - label: mmlu_stem_var + type: downstream + + - label: mmlu_humanities_var + type: downstream + + - label: mmlu_social_sciences_var + type: downstream + + - label: mmlu_other_var + type: downstream + + - label: mmlu_stem_mc_5shot + type: downstream + + - label: mmlu_humanities_mc_5shot + type: downstream + + - label: mmlu_social_sciences_mc_5shot + type: downstream + + - label: mmlu_other_mc_5shot + type: downstream + + - label: mmlu_stem_mc_5shot_test + type: downstream + + - label: mmlu_humanities_mc_5shot_test + type: downstream + + - label: mmlu_social_sciences_mc_5shot_test + type: downstream + + - label: mmlu_other_mc_5shot_test + type: downstream + +data: + pad_direction: right + num_workers: 16 + drop_last: true + pin_memory: true + prefetch_factor: 8 + persistent_workers: true + timeout: 0 + instance_filter: + repetition_max_period: 13 + repetition_min_period: 1 + repetition_max_count: 32 + paths: + - 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oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-177-00000.npy + - oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-181-00002.npy + - oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-100-00003.npy + - oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-173-00000.npy + - oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-172-00000.npy + - oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-098-00001.npy + - oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-125-00001.npy diff --git a/configs/olmoe17/olmo-1b-newhp-oldds.yml b/configs/olmoe17/olmo-1b-newhp-oldds.yml new file mode 100644 index 000000000..5d55bff14 --- /dev/null +++ b/configs/olmoe17/olmo-1b-newhp-oldds.yml @@ -0,0 +1,1856 @@ +run_name: ${oc.env:SLURM_JOB_ID} +seed: 6198 +dry_run: false +no_pre_train_checkpoint: true + +wandb: + name: ${run_name} + project: olmoe + group: null + +model: + d_model: 2048 + n_heads: 16 + n_layers: 16 + mlp_ratio: 8 + weight_tying: false + alibi: false + rope: true + flash_attention: true + attention_dropout: 0.0 + attention_layer_norm: true + include_bias: false + block_type: sequential + layer_norm_type: rms + layer_norm_with_affine: true + bias_for_layer_norm: false + attention_layer_norm_with_affine: false + activation_type: swiglu + residual_dropout: 0.0 + embedding_dropout: 0.0 + max_sequence_length: 4096 + vocab_size: 50280 + embedding_size: 50304 + eos_token_id: 0 + pad_token_id: 1 + init_device: meta + init_fn: normal + init_std: 0.02 + init_cutoff_factor: 3 + +compile: null + +optimizer: + name: adamw + learning_rate: 4.0e-4 + eps: 1.0e-8 + weight_decay: 0.1 + decay_norm_and_bias: true + decay_embeddings: false + betas: + - 0.9 + - 0.95 + metrics_log_interval: 10 + +# Cx1: t_max = 1.3B params * 20 = 26e9 +# Cx3: t_max = 1.3B params * 20 = 78e9 +scheduler: + name: cosine_with_warmup + units: tokens + t_warmup: 8388608000 + t_max: 78e9 + alpha_f: 0.1 + +tokenizer: + identifier: tokenizers/allenai_gpt-neox-olmo-dolma-v1_5.json + truncate_direction: right + +save_folder: runs/${run_name} +remote_save_folder: s3://ai2-llm/checkpoints/OLMoE/${run_name} +save_overwrite: false + +save_interval: 5000 +save_interval_ephemeral: null +save_num_checkpoints_to_keep: -1 +sharded_checkpointer: olmo_core + +save_interval_unsharded: null +save_num_unsharded_checkpoints_to_keep: -1 + +load_path: null + +max_duration: 2ep +global_train_batch_size: 1024 +device_train_microbatch_size: 4 + +precision: amp_bf16 +distributed_strategy: fsdp + +fsdp: + wrapping_strategy: by_block + precision: mixed + sharding_strategy: FULL_SHARD + +max_grad_norm: 1.0 +max_grad_norm_ratio: null + +speed_monitor: + window_size: 1 + +eval_interval: 1000 +eval_subset_num_batches: -1 +device_eval_batch_size: ${device_train_microbatch_size} +evaluators: + - label: all-small-ppl-validation + data: + num_workers: 0 + drop_last: true + datasets: + c4_en-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy + dolma_books-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy + dolma_common-crawl-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy + dolma_pes2o-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy + dolma_reddit-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy + dolma_stack-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy + dolma_wiki-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy + ice-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy + m2d2_s2orc-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy + pile-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy + wikitext_103-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy + + ########################## + # Downstream evaluations # + ########################## + - label: piqa + type: downstream + + - label: hellaswag + type: downstream + + - label: winogrande + type: downstream + + - label: openbook_qa + type: downstream + + - label: boolq + type: downstream + + - label: sciq + type: downstream + + - label: arc_easy + type: downstream + + - label: arc_challenge + type: downstream + + - label: copa + type: downstream + + - label: commonsense_qa + type: downstream + + - label: social_iqa + type: downstream + + - label: mmlu_stem_var + type: downstream + + - label: mmlu_humanities_var + type: downstream + + - label: mmlu_social_sciences_var + type: downstream + + - label: mmlu_other_var + type: downstream + + - label: mmlu_stem_mc_5shot + type: downstream + + - label: mmlu_humanities_mc_5shot + type: downstream + + - label: mmlu_social_sciences_mc_5shot + type: downstream + + - label: mmlu_other_mc_5shot + type: downstream + + - label: mmlu_stem_mc_5shot_test + type: downstream + + - label: mmlu_humanities_mc_5shot_test + type: downstream + + - label: mmlu_social_sciences_mc_5shot_test + type: downstream + + - label: mmlu_other_mc_5shot_test + type: downstream + +data: + pad_direction: right + num_workers: 16 + drop_last: true + pin_memory: true + prefetch_factor: 8 + persistent_workers: true + timeout: 0 + instance_filter: + repetition_max_period: 13 + repetition_min_period: 1 + repetition_max_count: 32 + paths: + - /weka/oe-training-default/ai2-llm/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy + - /weka/oe-training-default/ai2-llm/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy + - /weka/oe-training-default/ai2-llm/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy + - /weka/oe-training-default/ai2-llm/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy + - /weka/oe-training-default/ai2-llm/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy + - /weka/oe-training-default/ai2-llm/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy + - /weka/oe-training-default/ai2-llm/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy + - /weka/oe-training-default/ai2-llm/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy + - /weka/oe-training-default/ai2-llm/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy + - /weka/oe-training-default/ai2-llm/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy + - /weka/oe-training-default/ai2-llm/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy + - /weka/oe-training-default/ai2-llm/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy + - /weka/oe-training-default/ai2-llm/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy 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b/configs/olmoe17/olmoe-8x1b-newhp-newds.yml new file mode 100644 index 000000000..fb4611f2e --- /dev/null +++ b/configs/olmoe17/olmoe-8x1b-newhp-newds.yml @@ -0,0 +1,1860 @@ +run_name: ${oc.env:SLURM_JOB_ID} +seed: 6198 +dry_run: false +no_pre_train_checkpoint: true +# fused_loss: true +# activation_checkpointing: fine_grained + +wandb: + name: ${run_name} + project: olmoe + group: null + +model: + d_model: 2048 + n_heads: 16 + n_layers: 16 + mlp_ratio: 8 + weight_tying: false + alibi: false + rope: true + flash_attention: true + attention_dropout: 0.0 + attention_layer_norm: true + include_bias: false + block_type: moe + layer_norm_type: rms + layer_norm_with_affine: true + bias_for_layer_norm: false + attention_layer_norm_with_affine: false + activation_type: swiglu + residual_dropout: 0.0 + embedding_dropout: 0.0 + max_sequence_length: 4096 + vocab_size: 50280 + embedding_size: 50304 + eos_token_id: 0 + pad_token_id: 1 + init_device: meta + init_fn: normal + init_cutoff_factor: 3 + moe_top_k: 2 + moe_num_experts: 8 + moe_dropless: true + moe_mlp_impl: sparse + moe_zloss_weight: 0.001 + moe_loss_weight: 0.01 + +compile: null + +optimizer: + name: adamw + learning_rate: 4.0e-4 + weight_decay: 0.1 + decay_norm_and_bias: true + decay_embeddings: true + betas: + - 0.9 + - 0.95 + metrics_log_interval: 10 + +scheduler: + name: cosine_with_warmup + units: tokens + t_warmup: 10485760000 + t_max: 3e12 + alpha_f: 0.1 + +tokenizer: + identifier: tokenizers/allenai_gpt-neox-olmo-dolma-v1_5.json + truncate_direction: right + +save_folder: runs/${run_name} +remote_save_folder: s3://ai2-llm/checkpoints/OLMoE/${run_name} +save_overwrite: false + +save_interval: 5000 +save_interval_ephemeral: null +save_num_checkpoints_to_keep: -1 +sharded_checkpointer: olmo_core + +save_interval_unsharded: null +save_num_unsharded_checkpoints_to_keep: -1 + +load_path: null + +max_duration: 2ep +global_train_batch_size: 1024 +device_train_microbatch_size: 4 + +precision: amp_bf16 +distributed_strategy: fsdp + +fsdp: + wrapping_strategy: by_block + precision: mixed + sharding_strategy: FULL_SHARD + +max_grad_norm: 1.0 +max_grad_norm_ratio: null + +speed_monitor: + window_size: 1 + +eval_interval: 5000 +eval_subset_num_batches: -1 +device_eval_batch_size: ${device_train_microbatch_size} +evaluators: + - label: all-small-ppl-validation + data: + num_workers: 0 + drop_last: true + datasets: + c4_en-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy + dolma_books-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy + dolma_common-crawl-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy + dolma_pes2o-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy + dolma_reddit-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy + dolma_stack-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy + dolma_wiki-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy + ice-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy + m2d2_s2orc-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy + pile-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy + wikitext_103-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy + + ########################## + # Downstream evaluations # + ########################## + - label: piqa + type: downstream + + - label: hellaswag + type: downstream + + - label: winogrande + type: downstream + + - label: openbook_qa + type: downstream + + - label: boolq + type: downstream + + - label: sciq + type: downstream + + - label: arc_easy + type: downstream + + - label: arc_challenge + type: downstream + + - label: copa + type: downstream + + - label: commonsense_qa + type: downstream + + - label: social_iqa + type: downstream + + - label: mmlu_stem_var + type: downstream + + - label: mmlu_humanities_var + type: downstream + + - label: mmlu_social_sciences_var + type: downstream + + - label: mmlu_other_var + type: downstream + + - label: mmlu_stem_mc_5shot + type: downstream + + - label: mmlu_humanities_mc_5shot + type: downstream + + - label: mmlu_social_sciences_mc_5shot + type: downstream + + - label: mmlu_other_mc_5shot + type: downstream + + - label: mmlu_stem_mc_5shot_test + type: downstream + + - label: mmlu_humanities_mc_5shot_test + type: downstream + + - label: mmlu_social_sciences_mc_5shot_test + type: downstream + + - label: mmlu_other_mc_5shot_test + type: downstream + +data: + pad_direction: right + num_workers: 16 + drop_last: true + pin_memory: true + prefetch_factor: 8 + persistent_workers: true + timeout: 0 + instance_filter: + repetition_max_period: 13 + repetition_min_period: 1 + repetition_max_count: 32 + paths: + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy + - 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a/configs/olmoe17/olmoe-8x1b-newhp-oldds.yml b/configs/olmoe17/olmoe-8x1b-newhp-oldds.yml new file mode 100644 index 000000000..46a194654 --- /dev/null +++ b/configs/olmoe17/olmoe-8x1b-newhp-oldds.yml @@ -0,0 +1,1860 @@ +run_name: ${oc.env:SLURM_JOB_ID} +seed: 6198 +dry_run: false +no_pre_train_checkpoint: true +# fused_loss: true +# activation_checkpointing: fine_grained + +wandb: + name: ${run_name} + project: olmoe + group: null + +model: + d_model: 2048 + n_heads: 16 + n_layers: 16 + mlp_ratio: 8 + weight_tying: false + alibi: false + rope: true + flash_attention: true + attention_dropout: 0.0 + attention_layer_norm: true + include_bias: false + block_type: moe + layer_norm_type: rms + layer_norm_with_affine: true + bias_for_layer_norm: false + attention_layer_norm_with_affine: false + activation_type: swiglu + residual_dropout: 0.0 + embedding_dropout: 0.0 + max_sequence_length: 4096 + vocab_size: 50280 + embedding_size: 50304 + eos_token_id: 0 + pad_token_id: 1 + init_device: meta + init_fn: normal + init_cutoff_factor: 3 + moe_top_k: 2 + moe_num_experts: 8 + moe_dropless: true + moe_mlp_impl: sparse + moe_zloss_weight: 0.001 + moe_loss_weight: 0.01 + +compile: null + +optimizer: + name: adamw + learning_rate: 4.0e-4 + weight_decay: 0.1 + decay_norm_and_bias: false + decay_embeddings: true + betas: + - 0.9 + - 0.95 + metrics_log_interval: 10 + +scheduler: + name: cosine_with_warmup + units: tokens + t_warmup: 10485760000 + t_max: 3e12 + alpha_f: 0.1 + +tokenizer: + identifier: tokenizers/allenai_gpt-neox-olmo-dolma-v1_5.json + truncate_direction: right + +save_folder: runs/${run_name} +remote_save_folder: s3://ai2-llm/checkpoints/OLMoE/${run_name} +save_overwrite: false + +save_interval: 5000 +save_interval_ephemeral: null +save_num_checkpoints_to_keep: -1 +sharded_checkpointer: olmo_core + +save_interval_unsharded: null +save_num_unsharded_checkpoints_to_keep: -1 + +load_path: null + +max_duration: 2ep +global_train_batch_size: 1024 +device_train_microbatch_size: 4 + +precision: amp_bf16 +distributed_strategy: fsdp + +fsdp: + wrapping_strategy: by_block + precision: mixed + sharding_strategy: FULL_SHARD + +max_grad_norm: 1.0 +max_grad_norm_ratio: null + +speed_monitor: + window_size: 1 + +eval_interval: 5000 +eval_subset_num_batches: -1 +device_eval_batch_size: ${device_train_microbatch_size} +evaluators: + - label: all-small-ppl-validation + data: + num_workers: 0 + drop_last: true + datasets: + c4_en-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy + dolma_books-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy + dolma_common-crawl-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy + dolma_pes2o-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy + dolma_reddit-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy + dolma_stack-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy + dolma_wiki-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy + ice-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy + m2d2_s2orc-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy + pile-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy + wikitext_103-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy + + ########################## + # Downstream evaluations # + ########################## + - label: piqa + type: downstream + + - label: hellaswag + type: downstream + + - label: winogrande + type: downstream + + - label: openbook_qa + type: downstream + + - label: boolq + type: downstream + + - label: sciq + type: downstream + + - label: arc_easy + type: downstream + + - label: arc_challenge + type: downstream + + - label: copa + type: downstream + + - label: commonsense_qa + type: downstream + + - label: social_iqa + type: downstream + + - label: mmlu_stem_var + type: downstream + + - label: mmlu_humanities_var + type: downstream + + - label: mmlu_social_sciences_var + type: downstream + + - label: mmlu_other_var + type: downstream + + - label: mmlu_stem_mc_5shot + type: downstream + + - label: mmlu_humanities_mc_5shot + type: downstream + + - label: mmlu_social_sciences_mc_5shot + type: downstream + + - label: mmlu_other_mc_5shot + type: downstream + + - label: mmlu_stem_mc_5shot_test + type: downstream + + - label: mmlu_humanities_mc_5shot_test + type: downstream + + - label: mmlu_social_sciences_mc_5shot_test + type: downstream + + - label: mmlu_other_mc_5shot_test + type: downstream + +data: + pad_direction: right + num_workers: 16 + drop_last: true + pin_memory: true + prefetch_factor: 8 + persistent_workers: true + timeout: 0 + instance_filter: + repetition_max_period: 13 + repetition_min_period: 1 + repetition_max_count: 32 + paths: + - /weka/oe-training-default/ai2-llm/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy + - /weka/oe-training-default/ai2-llm/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy + - /weka/oe-training-default/ai2-llm/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy + - 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/weka/oe-training-default/ai2-llm/danyh-compiled-v1_7/wiki/allenai/gpt-neox-olmo-dolma-v1_5/part-1-00000.npy + - /weka/oe-training-default/ai2-llm/danyh-compiled-v1_7/wiki/allenai/gpt-neox-olmo-dolma-v1_5/part-1-00000.npy \ No newline at end of file From 195c77d49c01ecf3d7b9c4c5296d5f2bb4c2649e Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Sat, 29 Jun 2024 10:42:56 -0700 Subject: [PATCH 039/133] Add conf --- .../olmoe17/olmoe17-8x1b-final-eps-noqk.yml | 1861 +++++++++++++++++ 1 file changed, 1861 insertions(+) create mode 100644 configs/olmoe17/olmoe17-8x1b-final-eps-noqk.yml diff --git a/configs/olmoe17/olmoe17-8x1b-final-eps-noqk.yml b/configs/olmoe17/olmoe17-8x1b-final-eps-noqk.yml new file mode 100644 index 000000000..a67b509e3 --- /dev/null +++ b/configs/olmoe17/olmoe17-8x1b-final-eps-noqk.yml @@ -0,0 +1,1861 @@ +run_name: ${oc.env:SLURM_JOB_ID} +seed: 6198 +dry_run: false +no_pre_train_checkpoint: true +# fused_loss: true +# activation_checkpointing: fine_grained + +wandb: + name: ${run_name} + project: olmoe + group: null + +model: + d_model: 2048 + n_heads: 16 + n_layers: 16 + mlp_ratio: 8 + weight_tying: false + alibi: false + rope: true + flash_attention: true + attention_dropout: 0.0 + attention_layer_norm: false + include_bias: false + block_type: moe + layer_norm_type: rms + layer_norm_with_affine: true + bias_for_layer_norm: false + attention_layer_norm_with_affine: false + activation_type: swiglu + residual_dropout: 0.0 + embedding_dropout: 0.0 + max_sequence_length: 4096 + vocab_size: 50280 + embedding_size: 50304 + eos_token_id: 0 + pad_token_id: 1 + init_device: meta + init_fn: normal + init_cutoff_factor: 3 + moe_top_k: 2 + moe_num_experts: 8 + moe_dropless: true + moe_mlp_impl: sparse + moe_zloss_weight: 0.001 + moe_loss_weight: 0.01 + +compile: null + +optimizer: + name: adamw + learning_rate: 4.0e-4 + eps: 1.0e-8 + weight_decay: 0.1 + decay_norm_and_bias: true + decay_embeddings: true + betas: + - 0.9 + - 0.95 + metrics_log_interval: 10 + +scheduler: + name: cosine_with_warmup + units: tokens + t_warmup: 10485760000 + t_max: 3e12 + alpha_f: 0.1 + +tokenizer: + identifier: tokenizers/allenai_gpt-neox-olmo-dolma-v1_5.json + truncate_direction: right + +save_folder: runs/${run_name} +remote_save_folder: s3://ai2-llm/checkpoints/OLMoE/${run_name} +save_overwrite: false + +save_interval: 5000 +save_interval_ephemeral: null +save_num_checkpoints_to_keep: -1 +sharded_checkpointer: olmo_core + +save_interval_unsharded: null +save_num_unsharded_checkpoints_to_keep: -1 + +load_path: null + +max_duration: 2ep +global_train_batch_size: 1024 +device_train_microbatch_size: 4 + +precision: amp_bf16 +distributed_strategy: fsdp + +fsdp: + wrapping_strategy: by_block + precision: mixed + sharding_strategy: FULL_SHARD + +max_grad_norm: 1.0 +max_grad_norm_ratio: null + +speed_monitor: + window_size: 1 + +eval_interval: 5000 +eval_subset_num_batches: -1 +device_eval_batch_size: ${device_train_microbatch_size} +evaluators: + - label: all-small-ppl-validation + data: + num_workers: 0 + drop_last: true + datasets: + c4_en-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy + dolma_books-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy + dolma_common-crawl-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy + dolma_pes2o-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy + dolma_reddit-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy + dolma_stack-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy + dolma_wiki-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy + ice-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy + m2d2_s2orc-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy + pile-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy + wikitext_103-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy + + ########################## + # Downstream evaluations # + ########################## + - label: piqa + type: downstream + + - label: hellaswag + type: downstream + + - label: winogrande + type: downstream + + - label: openbook_qa + type: downstream + + - label: boolq + type: downstream + + - label: sciq + type: downstream + + - label: arc_easy + type: downstream + + - label: arc_challenge + type: downstream + + - label: copa + type: downstream + + - label: commonsense_qa + type: downstream + + - label: social_iqa + type: downstream + + - label: mmlu_stem_var + type: downstream + + - label: mmlu_humanities_var + type: downstream + + - label: mmlu_social_sciences_var + type: downstream + + - label: mmlu_other_var + type: downstream + + - label: mmlu_stem_mc_5shot + type: downstream + + - label: mmlu_humanities_mc_5shot + type: downstream + + - label: mmlu_social_sciences_mc_5shot + type: downstream + + - label: mmlu_other_mc_5shot + type: downstream + + - label: mmlu_stem_mc_5shot_test + type: downstream + + - label: mmlu_humanities_mc_5shot_test + type: downstream + + - label: mmlu_social_sciences_mc_5shot_test + type: downstream + + - label: mmlu_other_mc_5shot_test + type: downstream + +data: + pad_direction: right + num_workers: 16 + drop_last: true + pin_memory: true + prefetch_factor: 8 + persistent_workers: true + timeout: 0 + instance_filter: + repetition_max_period: 13 + repetition_min_period: 1 + repetition_max_count: 32 + paths: + - 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b7658eb14614c04d31ccea24b96dec0016597764 Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Sat, 29 Jun 2024 17:01:18 -0700 Subject: [PATCH 042/133] Adapt confs --- configs/olmoe17/olmo-1b-newhp-newds.yml | 7 ++++--- configs/olmoe17/olmo-1b-newhp-oldds.yml | 7 ++++--- 2 files changed, 8 insertions(+), 6 deletions(-) diff --git a/configs/olmoe17/olmo-1b-newhp-newds.yml b/configs/olmoe17/olmo-1b-newhp-newds.yml index b769dbf16..231bccd35 100644 --- a/configs/olmoe17/olmo-1b-newhp-newds.yml +++ b/configs/olmoe17/olmo-1b-newhp-newds.yml @@ -18,7 +18,7 @@ model: rope: true flash_attention: true attention_dropout: 0.0 - attention_layer_norm: false + attention_layer_norm: true include_bias: false block_type: sequential layer_norm_type: rms @@ -53,12 +53,13 @@ optimizer: metrics_log_interval: 10 # Cx1: t_max = 1.3B params * 20 = 26e9 -# Cx3: t_max = 1.3B params * 20 = 78e9 +# Cx2: t_max = 1.3B params * 40 = 52e9 +# Cx3: t_max = 1.3B params * 60 = 78e9 scheduler: name: cosine_with_warmup units: tokens t_warmup: 8388608000 - t_max: 78e9 + t_max: 52e9 alpha_f: 0.1 tokenizer: diff --git a/configs/olmoe17/olmo-1b-newhp-oldds.yml b/configs/olmoe17/olmo-1b-newhp-oldds.yml index 5d55bff14..a71d14fcf 100644 --- a/configs/olmoe17/olmo-1b-newhp-oldds.yml +++ b/configs/olmoe17/olmo-1b-newhp-oldds.yml @@ -53,12 +53,13 @@ optimizer: metrics_log_interval: 10 # Cx1: t_max = 1.3B params * 20 = 26e9 -# Cx3: t_max = 1.3B params * 20 = 78e9 +# Cx2: t_max = 1.3B params * 40 = 52e9 +# Cx3: t_max = 1.3B params * 60 = 78e9 scheduler: name: cosine_with_warmup units: tokens t_warmup: 8388608000 - t_max: 78e9 + t_max: 52e9 alpha_f: 0.1 tokenizer: @@ -79,7 +80,7 @@ save_num_unsharded_checkpoints_to_keep: -1 load_path: null -max_duration: 2ep +max_duration: 1ep global_train_batch_size: 1024 device_train_microbatch_size: 4 From 16edeceee85f8ccc13ab5498d2ab21fa528ce901 Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Sun, 30 Jun 2024 12:42:33 -0700 Subject: [PATCH 043/133] add s3 conf --- configs/olmoe17/olmo-1b-newhp-newds-s3.yml | 1491 ++++++++++++++++++++ 1 file changed, 1491 insertions(+) create mode 100644 configs/olmoe17/olmo-1b-newhp-newds-s3.yml diff --git a/configs/olmoe17/olmo-1b-newhp-newds-s3.yml b/configs/olmoe17/olmo-1b-newhp-newds-s3.yml new file mode 100644 index 000000000..c3b54c72d --- /dev/null +++ b/configs/olmoe17/olmo-1b-newhp-newds-s3.yml @@ -0,0 +1,1491 @@ +run_name: ${oc.env:SLURM_JOB_ID} +seed: 6198 +dry_run: false +no_pre_train_checkpoint: true + +wandb: + name: ${run_name} + project: olmoe + group: null + +model: + d_model: 2048 + n_heads: 16 + n_layers: 16 + mlp_ratio: 8 + weight_tying: false + alibi: false + rope: true + flash_attention: true + attention_dropout: 0.0 + attention_layer_norm: true + include_bias: false + block_type: sequential + layer_norm_type: rms + layer_norm_with_affine: true + bias_for_layer_norm: false + attention_layer_norm_with_affine: false + activation_type: swiglu + residual_dropout: 0.0 + embedding_dropout: 0.0 + max_sequence_length: 4096 + vocab_size: 50280 + embedding_size: 50304 + eos_token_id: 0 + pad_token_id: 1 + init_device: meta + init_fn: normal + init_std: 0.02 + init_cutoff_factor: 3 + +compile: null + +optimizer: + name: adamw + learning_rate: 4.0e-4 + eps: 1.0e-8 + weight_decay: 0.1 + decay_norm_and_bias: true + decay_embeddings: false + betas: + - 0.9 + - 0.95 + metrics_log_interval: 10 + +# Cx1: t_max = 1.3B params * 20 = 26e9 +# Cx2: t_max = 1.3B params * 40 = 52e9 +# Cx3: t_max = 1.3B params * 60 = 78e9 +scheduler: + name: cosine_with_warmup + units: tokens + t_warmup: 8388608000 + t_max: 52e9 + alpha_f: 0.1 + +tokenizer: + identifier: tokenizers/allenai_gpt-neox-olmo-dolma-v1_5.json + truncate_direction: right + +save_folder: runs/${run_name} +remote_save_folder: s3://ai2-llm/checkpoints/OLMoE/${run_name} +save_overwrite: false + +save_interval: 5000 +save_interval_ephemeral: null +save_num_checkpoints_to_keep: -1 +sharded_checkpointer: olmo_core + +save_interval_unsharded: null +save_num_unsharded_checkpoints_to_keep: -1 + +load_path: null + +max_duration: 1ep +global_train_batch_size: 1024 +device_train_microbatch_size: 4 + +precision: amp_bf16 +distributed_strategy: fsdp + +fsdp: + wrapping_strategy: by_block + precision: mixed + sharding_strategy: FULL_SHARD + +max_grad_norm: 1.0 +max_grad_norm_ratio: null + +speed_monitor: + window_size: 1 + +eval_interval: 1000 +eval_subset_num_batches: -1 +device_eval_batch_size: ${device_train_microbatch_size} +evaluators: + - label: all-small-ppl-validation + data: + num_workers: 0 + drop_last: true + datasets: + c4_en-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy + dolma_books-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy + dolma_common-crawl-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy + dolma_pes2o-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy + dolma_reddit-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy + dolma_stack-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy + dolma_wiki-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy + ice-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy + m2d2_s2orc-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy + pile-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy + wikitext_103-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy + + ########################## + # Downstream evaluations # + ########################## + - label: piqa + type: downstream + + - label: hellaswag + type: downstream + + - label: winogrande + type: downstream + + - label: openbook_qa + type: downstream + + - label: boolq + type: downstream + + - label: sciq + type: downstream + + - label: arc_easy + type: downstream + + - label: arc_challenge + type: downstream + + - label: copa + type: downstream + + - label: commonsense_qa + type: downstream + + - label: social_iqa + type: downstream + + - label: mmlu_stem_var + type: downstream + + - label: mmlu_humanities_var + type: downstream + + - label: mmlu_social_sciences_var + type: downstream + + - label: mmlu_other_var + type: downstream + + - label: mmlu_stem_mc_5shot + type: downstream + + - label: mmlu_humanities_mc_5shot + type: downstream + + - label: mmlu_social_sciences_mc_5shot + type: downstream + + - label: mmlu_other_mc_5shot + type: downstream + + - label: mmlu_stem_mc_5shot_test + type: downstream + + - label: mmlu_humanities_mc_5shot_test + type: downstream + + - label: mmlu_social_sciences_mc_5shot_test + type: downstream + + - label: mmlu_other_mc_5shot_test + type: downstream + +data: + pad_direction: right + num_workers: 16 + drop_last: true + pin_memory: true + prefetch_factor: 8 + persistent_workers: true + timeout: 0 + instance_filter: + repetition_max_period: 13 + repetition_min_period: 1 + repetition_max_count: 32 + paths: + - s3://ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy + - s3://ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy + - s3://ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy + - s3://ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy + - s3://ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy + - 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s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/wiki/allenai/gpt-neox-olmo-dolma-v1_5/part-1-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/wiki/allenai/gpt-neox-olmo-dolma-v1_5/part-1-00000.npy - s3://ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-080-00003.npy - s3://ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-061-00000.npy - s3://ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-009-00002.npy From c8a51cf29ee32789bb1d1d05f8b6681da201c3ae Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Sun, 30 Jun 2024 17:14:43 -0700 Subject: [PATCH 045/133] Update confs --- configs/olmoe17/olmo-1b-newhp-newds-s3.yml | 2 +- configs/olmoe17/olmo-1b-newhp-newds.yml | 2 +- configs/olmoe17/olmo-1b-newhp-oldds-s3.yml | 1857 ++++++++++++++++++++ configs/olmoe17/olmo-1b-newhp-oldds.yml | 2 +- configs/olmoe17/olmoe-8x1b-newhp-newds.yml | 10 +- configs/olmoe17/olmoe-8x1b-newhp-oldds.yml | 2 +- 6 files changed, 1865 insertions(+), 10 deletions(-) create mode 100644 configs/olmoe17/olmo-1b-newhp-oldds-s3.yml diff --git a/configs/olmoe17/olmo-1b-newhp-newds-s3.yml b/configs/olmoe17/olmo-1b-newhp-newds-s3.yml index 4b0ef8674..ece080aa7 100644 --- a/configs/olmoe17/olmo-1b-newhp-newds-s3.yml +++ b/configs/olmoe17/olmo-1b-newhp-newds-s3.yml @@ -80,7 +80,7 @@ save_num_unsharded_checkpoints_to_keep: -1 load_path: null -max_duration: 1ep +max_duration: 52e9T global_train_batch_size: 1024 device_train_microbatch_size: 4 diff --git a/configs/olmoe17/olmo-1b-newhp-newds.yml b/configs/olmoe17/olmo-1b-newhp-newds.yml index 231bccd35..424635d8e 100644 --- a/configs/olmoe17/olmo-1b-newhp-newds.yml +++ b/configs/olmoe17/olmo-1b-newhp-newds.yml @@ -80,7 +80,7 @@ save_num_unsharded_checkpoints_to_keep: -1 load_path: null -max_duration: 1ep +max_duration: 52e9T global_train_batch_size: 1024 device_train_microbatch_size: 4 diff --git a/configs/olmoe17/olmo-1b-newhp-oldds-s3.yml b/configs/olmoe17/olmo-1b-newhp-oldds-s3.yml new file mode 100644 index 000000000..e65a49f9c --- /dev/null +++ b/configs/olmoe17/olmo-1b-newhp-oldds-s3.yml @@ -0,0 +1,1857 @@ +run_name: ${oc.env:SLURM_JOB_ID} +seed: 6198 +dry_run: false +no_pre_train_checkpoint: true + +wandb: + name: ${run_name} + project: olmoe + group: null + +model: + d_model: 2048 + n_heads: 16 + n_layers: 16 + mlp_ratio: 8 + weight_tying: false + alibi: false + rope: true + flash_attention: true + attention_dropout: 0.0 + attention_layer_norm: true + include_bias: false + block_type: sequential + layer_norm_type: rms + layer_norm_with_affine: true + bias_for_layer_norm: false + attention_layer_norm_with_affine: false + activation_type: swiglu + residual_dropout: 0.0 + embedding_dropout: 0.0 + max_sequence_length: 4096 + vocab_size: 50280 + embedding_size: 50304 + eos_token_id: 0 + pad_token_id: 1 + init_device: meta + init_fn: normal + init_std: 0.02 + init_cutoff_factor: 3 + +compile: null + +optimizer: + name: adamw + learning_rate: 4.0e-4 + eps: 1.0e-8 + weight_decay: 0.1 + decay_norm_and_bias: true + decay_embeddings: false + betas: + - 0.9 + - 0.95 + metrics_log_interval: 10 + +# Cx1: t_max = 1.3B params * 20 = 26e9 +# Cx2: t_max = 1.3B params * 40 = 52e9 +# Cx3: t_max = 1.3B params * 60 = 78e9 +scheduler: + name: cosine_with_warmup + units: tokens + t_warmup: 8388608000 + t_max: 52e9 + alpha_f: 0.1 + +tokenizer: + identifier: tokenizers/allenai_gpt-neox-olmo-dolma-v1_5.json + truncate_direction: right + +save_folder: runs/${run_name} +remote_save_folder: s3://ai2-llm/checkpoints/OLMoE/${run_name} +save_overwrite: false + +save_interval: 5000 +save_interval_ephemeral: null +save_num_checkpoints_to_keep: -1 +sharded_checkpointer: olmo_core + +save_interval_unsharded: null +save_num_unsharded_checkpoints_to_keep: -1 + +load_path: null + +max_duration: 52e9T +global_train_batch_size: 1024 +device_train_microbatch_size: 4 + +precision: amp_bf16 +distributed_strategy: fsdp + +fsdp: + wrapping_strategy: by_block + precision: mixed + sharding_strategy: FULL_SHARD + +max_grad_norm: 1.0 +max_grad_norm_ratio: null + +speed_monitor: + window_size: 1 + +eval_interval: 1000 +eval_subset_num_batches: -1 +device_eval_batch_size: ${device_train_microbatch_size} +evaluators: + - label: all-small-ppl-validation + data: + num_workers: 0 + drop_last: true + datasets: + c4_en-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy + dolma_books-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy + dolma_common-crawl-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy + dolma_pes2o-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy + dolma_reddit-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy + dolma_stack-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy + dolma_wiki-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy + ice-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy + m2d2_s2orc-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy + pile-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy + wikitext_103-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy + + ########################## + # Downstream evaluations # + ########################## + - label: piqa + type: downstream + + - label: hellaswag + type: downstream + + - label: winogrande + type: downstream + + - label: openbook_qa + type: downstream + + - label: boolq + type: downstream + + - label: sciq + type: downstream + + - label: arc_easy + type: downstream + + - label: arc_challenge + type: downstream + + - label: copa + type: downstream + + - label: commonsense_qa + type: downstream + + - label: social_iqa + type: downstream + + - label: mmlu_stem_var + type: downstream + + - label: mmlu_humanities_var + type: downstream + + - label: mmlu_social_sciences_var + type: downstream + + - label: mmlu_other_var + type: downstream + + - label: mmlu_stem_mc_5shot + type: downstream + + - label: mmlu_humanities_mc_5shot + type: downstream + + - label: mmlu_social_sciences_mc_5shot + type: downstream + + - label: mmlu_other_mc_5shot + type: downstream + + - label: mmlu_stem_mc_5shot_test + type: downstream + + - label: mmlu_humanities_mc_5shot_test + type: downstream + + - label: mmlu_social_sciences_mc_5shot_test + type: downstream + + - label: mmlu_other_mc_5shot_test + type: downstream + +data: + pad_direction: right + 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dry_run: false no_pre_train_checkpoint: true -# fused_loss: true -# activation_checkpointing: fine_grained wandb: name: ${run_name} @@ -38,7 +36,7 @@ model: init_device: meta init_fn: normal init_cutoff_factor: 3 - moe_top_k: 2 + moe_top_k: 1 moe_num_experts: 8 moe_dropless: true moe_mlp_impl: sparse @@ -61,8 +59,8 @@ optimizer: scheduler: name: cosine_with_warmup units: tokens - t_warmup: 10485760000 - t_max: 3e12 + t_warmup: 8388608000 + t_max: 52e9 alpha_f: 0.1 tokenizer: @@ -83,7 +81,7 @@ save_num_unsharded_checkpoints_to_keep: -1 load_path: null -max_duration: 2ep +max_duration: 52e9T global_train_batch_size: 1024 device_train_microbatch_size: 4 diff --git a/configs/olmoe17/olmoe-8x1b-newhp-oldds.yml b/configs/olmoe17/olmoe-8x1b-newhp-oldds.yml index 46a194654..2cd99e0a7 100644 --- a/configs/olmoe17/olmoe-8x1b-newhp-oldds.yml +++ b/configs/olmoe17/olmoe-8x1b-newhp-oldds.yml @@ -83,7 +83,7 @@ save_num_unsharded_checkpoints_to_keep: -1 load_path: null -max_duration: 2ep +max_duration: 52e9T global_train_batch_size: 1024 device_train_microbatch_size: 4 From b95a05f724cd7a251b25b47d9477c563446a6163 Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Mon, 1 Jul 2024 00:57:31 +0000 Subject: [PATCH 046/133] Increase bs --- configs/olmoe17/olmo-1b-newhp-newds-s3.yml | 2 +- configs/olmoe17/olmo-1b-newhp-oldds-s3.yml | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/configs/olmoe17/olmo-1b-newhp-newds-s3.yml b/configs/olmoe17/olmo-1b-newhp-newds-s3.yml index ece080aa7..8abbdd507 100644 --- a/configs/olmoe17/olmo-1b-newhp-newds-s3.yml +++ b/configs/olmoe17/olmo-1b-newhp-newds-s3.yml @@ -82,7 +82,7 @@ load_path: null max_duration: 52e9T global_train_batch_size: 1024 -device_train_microbatch_size: 4 +device_train_microbatch_size: 8 precision: amp_bf16 distributed_strategy: fsdp diff --git a/configs/olmoe17/olmo-1b-newhp-oldds-s3.yml b/configs/olmoe17/olmo-1b-newhp-oldds-s3.yml index e65a49f9c..897fd5ad9 100644 --- a/configs/olmoe17/olmo-1b-newhp-oldds-s3.yml +++ b/configs/olmoe17/olmo-1b-newhp-oldds-s3.yml @@ -82,7 +82,7 @@ load_path: null max_duration: 52e9T global_train_batch_size: 1024 -device_train_microbatch_size: 4 +device_train_microbatch_size: 8 precision: amp_bf16 distributed_strategy: fsdp From 20103ec23e43a037218c04e240876bd40b127014 Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Sun, 30 Jun 2024 21:19:44 -0700 Subject: [PATCH 047/133] Adjust paths --- configs/olmoe17/olmo-1b-newhp-oldds-s3.yml | 3280 ++++++++++---------- 1 file changed, 1640 insertions(+), 1640 deletions(-) diff --git a/configs/olmoe17/olmo-1b-newhp-oldds-s3.yml b/configs/olmoe17/olmo-1b-newhp-oldds-s3.yml index 897fd5ad9..f11a1760e 100644 --- a/configs/olmoe17/olmo-1b-newhp-oldds-s3.yml +++ b/configs/olmoe17/olmo-1b-newhp-oldds-s3.yml @@ -215,1643 +215,1643 @@ data: repetition_min_period: 1 repetition_max_count: 32 paths: - - 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configs/olmoe17/olmoe-8x1b-newhp-newds-s3.yml | 1492 +++++++++++++++++ 1 file changed, 1492 insertions(+) create mode 100644 configs/olmoe17/olmoe-8x1b-newhp-newds-s3.yml diff --git a/configs/olmoe17/olmoe-8x1b-newhp-newds-s3.yml b/configs/olmoe17/olmoe-8x1b-newhp-newds-s3.yml new file mode 100644 index 000000000..4fc4fdef5 --- /dev/null +++ b/configs/olmoe17/olmoe-8x1b-newhp-newds-s3.yml @@ -0,0 +1,1492 @@ +run_name: ${oc.env:SLURM_JOB_ID} +seed: 6198 +dry_run: false +no_pre_train_checkpoint: true + +wandb: + name: ${run_name} + project: olmoe + group: null + +model: + d_model: 2048 + n_heads: 16 + n_layers: 16 + mlp_ratio: 8 + weight_tying: false + alibi: false + rope: true + flash_attention: true + attention_dropout: 0.0 + attention_layer_norm: true + include_bias: false + block_type: moe + layer_norm_type: rms + layer_norm_with_affine: true + bias_for_layer_norm: false + attention_layer_norm_with_affine: false + activation_type: swiglu + residual_dropout: 0.0 + embedding_dropout: 0.0 + max_sequence_length: 4096 + vocab_size: 50280 + embedding_size: 50304 + eos_token_id: 0 + pad_token_id: 1 + init_device: meta + init_fn: normal + init_cutoff_factor: 3 + moe_top_k: 1 + moe_num_experts: 8 + moe_dropless: true + moe_mlp_impl: sparse + moe_zloss_weight: 0.001 + moe_loss_weight: 0.01 + +compile: null + +optimizer: + name: adamw + learning_rate: 4.0e-4 + weight_decay: 0.1 + decay_norm_and_bias: true + decay_embeddings: true + betas: + - 0.9 + - 0.95 + metrics_log_interval: 10 + +scheduler: + name: cosine_with_warmup + units: tokens + t_warmup: 8388608000 + t_max: 52e9 + alpha_f: 0.1 + +tokenizer: + identifier: tokenizers/allenai_gpt-neox-olmo-dolma-v1_5.json + truncate_direction: right + +save_folder: runs/${run_name} +remote_save_folder: s3://ai2-llm/checkpoints/OLMoE/${run_name} +save_overwrite: false + +save_interval: 5000 +save_interval_ephemeral: null +save_num_checkpoints_to_keep: -1 +sharded_checkpointer: olmo_core + +save_interval_unsharded: null +save_num_unsharded_checkpoints_to_keep: -1 + +load_path: null + +max_duration: 52e9T +global_train_batch_size: 1024 +device_train_microbatch_size: 4 + +precision: amp_bf16 +distributed_strategy: fsdp + +fsdp: + wrapping_strategy: by_block + precision: mixed + sharding_strategy: FULL_SHARD + +max_grad_norm: 1.0 +max_grad_norm_ratio: null + +speed_monitor: + window_size: 1 + +eval_interval: 5000 +eval_subset_num_batches: -1 +device_eval_batch_size: ${device_train_microbatch_size} +evaluators: + - label: all-small-ppl-validation + data: + num_workers: 0 + drop_last: true + datasets: + c4_en-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy + dolma_books-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy + dolma_common-crawl-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy + dolma_pes2o-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy + dolma_reddit-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy + dolma_stack-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy + dolma_wiki-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy + ice-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy + m2d2_s2orc-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy + pile-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy + wikitext_103-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy + + ########################## + # Downstream evaluations # + ########################## + - label: piqa + type: downstream + + - label: hellaswag + type: downstream + + - label: winogrande + type: downstream + + - label: openbook_qa + type: downstream + + - label: boolq + type: downstream + + - label: sciq + type: downstream + + - label: arc_easy + type: downstream + + - label: arc_challenge + type: downstream + + - label: copa + type: downstream + + - label: commonsense_qa + type: downstream + + - label: social_iqa + type: downstream + + - label: mmlu_stem_var + type: downstream + + - label: mmlu_humanities_var + type: downstream + + - label: mmlu_social_sciences_var + type: downstream + + - label: mmlu_other_var + type: downstream + + - label: mmlu_stem_mc_5shot + type: downstream + + - label: mmlu_humanities_mc_5shot + type: downstream + + - label: mmlu_social_sciences_mc_5shot + type: downstream + + - label: mmlu_other_mc_5shot + type: downstream + + - label: mmlu_stem_mc_5shot_test + type: downstream + + - label: mmlu_humanities_mc_5shot_test + type: downstream + + - label: mmlu_social_sciences_mc_5shot_test + type: downstream + + - label: mmlu_other_mc_5shot_test + type: downstream + +data: + pad_direction: right + num_workers: 16 + drop_last: true + pin_memory: true + prefetch_factor: 8 + persistent_workers: true + timeout: 0 + instance_filter: + repetition_max_period: 13 + repetition_min_period: 1 + repetition_max_count: 32 + paths: + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy + 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s3://ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-181-00002.npy + - s3://ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-100-00003.npy + - s3://ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-173-00000.npy + - s3://ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-172-00000.npy + - s3://ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-098-00001.npy + - s3://ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-125-00001.npy From 84f21db8cde9ae93ffad1c7c7c30d371e2718301 Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Mon, 1 Jul 2024 18:01:23 +0000 Subject: [PATCH 049/133] confs --- configs/olmoe17/olmo-1b-newhp-newds-s3.yml | 4 ++-- configs/olmoe17/olmo-1b-newhp-oldds-s3.yml | 4 ++-- configs/olmoe17/olmoe-8x1b-newhp-newds-s3.yml | 4 ++-- 3 files changed, 6 insertions(+), 6 deletions(-) diff --git a/configs/olmoe17/olmo-1b-newhp-newds-s3.yml b/configs/olmoe17/olmo-1b-newhp-newds-s3.yml index 8abbdd507..ac18d2b1f 100644 --- a/configs/olmoe17/olmo-1b-newhp-newds-s3.yml +++ b/configs/olmoe17/olmo-1b-newhp-newds-s3.yml @@ -46,7 +46,7 @@ optimizer: eps: 1.0e-8 weight_decay: 0.1 decay_norm_and_bias: true - decay_embeddings: false + decay_embeddings: true betas: - 0.9 - 0.95 @@ -82,7 +82,7 @@ load_path: null max_duration: 52e9T global_train_batch_size: 1024 -device_train_microbatch_size: 8 +device_train_microbatch_size: 4 precision: amp_bf16 distributed_strategy: fsdp diff --git a/configs/olmoe17/olmo-1b-newhp-oldds-s3.yml b/configs/olmoe17/olmo-1b-newhp-oldds-s3.yml index f11a1760e..8e856c63a 100644 --- a/configs/olmoe17/olmo-1b-newhp-oldds-s3.yml +++ b/configs/olmoe17/olmo-1b-newhp-oldds-s3.yml @@ -46,7 +46,7 @@ optimizer: eps: 1.0e-8 weight_decay: 0.1 decay_norm_and_bias: true - decay_embeddings: false + decay_embeddings: true betas: - 0.9 - 0.95 @@ -82,7 +82,7 @@ load_path: null max_duration: 52e9T global_train_batch_size: 1024 -device_train_microbatch_size: 8 +device_train_microbatch_size: 4 precision: amp_bf16 distributed_strategy: fsdp diff --git a/configs/olmoe17/olmoe-8x1b-newhp-newds-s3.yml b/configs/olmoe17/olmoe-8x1b-newhp-newds-s3.yml index 4fc4fdef5..a77bca760 100644 --- a/configs/olmoe17/olmoe-8x1b-newhp-newds-s3.yml +++ b/configs/olmoe17/olmoe-8x1b-newhp-newds-s3.yml @@ -99,7 +99,7 @@ max_grad_norm_ratio: null speed_monitor: window_size: 1 -eval_interval: 5000 +eval_interval: 1000 eval_subset_num_batches: -1 device_eval_batch_size: ${device_train_microbatch_size} evaluators: @@ -127,7 +127,7 @@ evaluators: m2d2_s2orc-validation: - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy pile-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy wikitext_103-validation: - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy From 08d325396320572b6b80702f00ebd55e3a56d9f9 Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Mon, 1 Jul 2024 11:03:53 -0700 Subject: [PATCH 050/133] confs --- configs/olmoe17/olmo-1b-newhp-newds.yml | 2 +- configs/olmoe17/olmo-1b-newhp-oldds.yml | 2 +- configs/olmoe17/olmoe-8x1b-newhp-newds.yml | 2918 +++++++++----------- 3 files changed, 1278 insertions(+), 1644 deletions(-) diff --git a/configs/olmoe17/olmo-1b-newhp-newds.yml b/configs/olmoe17/olmo-1b-newhp-newds.yml index 424635d8e..45512ca9a 100644 --- a/configs/olmoe17/olmo-1b-newhp-newds.yml +++ b/configs/olmoe17/olmo-1b-newhp-newds.yml @@ -18,7 +18,7 @@ model: rope: true flash_attention: true attention_dropout: 0.0 - attention_layer_norm: true + attention_layer_norm: false include_bias: false block_type: sequential layer_norm_type: rms diff --git a/configs/olmoe17/olmo-1b-newhp-oldds.yml b/configs/olmoe17/olmo-1b-newhp-oldds.yml index 4414ac4aa..5e15d6482 100644 --- a/configs/olmoe17/olmo-1b-newhp-oldds.yml +++ b/configs/olmoe17/olmo-1b-newhp-oldds.yml @@ -18,7 +18,7 @@ model: rope: true flash_attention: true attention_dropout: 0.0 - attention_layer_norm: true + attention_layer_norm: false include_bias: false block_type: sequential layer_norm_type: rms diff --git a/configs/olmoe17/olmoe-8x1b-newhp-newds.yml b/configs/olmoe17/olmoe-8x1b-newhp-newds.yml index 24e559314..c4fb58439 100644 --- a/configs/olmoe17/olmoe-8x1b-newhp-newds.yml +++ b/configs/olmoe17/olmoe-8x1b-newhp-newds.yml @@ -18,7 +18,7 @@ model: rope: true flash_attention: true attention_dropout: 0.0 - attention_layer_norm: true + attention_layer_norm: false include_bias: false block_type: moe layer_norm_type: rms @@ -99,7 +99,7 @@ max_grad_norm_ratio: null speed_monitor: window_size: 1 -eval_interval: 5000 +eval_interval: 1000 eval_subset_num_batches: -1 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/weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-177-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-181-00002.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-100-00003.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-173-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-172-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-098-00001.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-125-00001.npy From 4b07140f4006d5ee62c934005678d0b9fa0965e8 Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Mon, 1 Jul 2024 11:34:50 -0700 Subject: [PATCH 051/133] Update confs --- configs/olmoe17/olmo-1b-newhp-newds-s3.yml | 2 +- configs/olmoe17/olmo-1b-newhp-oldds-s3.yml | 2 +- .../olmoe17/olmoe-8x1b-newhp-newds-k2qk.yml | 1494 +++++++++++++++++ configs/olmoe17/olmoe-8x1b-newhp-newds-s3.yml | 4 +- configs/olmoe17/olmoe-8x1b-newhp-newds.yml | 2 + configs/olmoe17/olmoe-8x1b-newhp-oldds.yml | 4 +- 6 files changed, 1504 insertions(+), 4 deletions(-) create mode 100644 configs/olmoe17/olmoe-8x1b-newhp-newds-k2qk.yml diff --git a/configs/olmoe17/olmo-1b-newhp-newds-s3.yml b/configs/olmoe17/olmo-1b-newhp-newds-s3.yml index ac18d2b1f..3a1bc91c4 100644 --- a/configs/olmoe17/olmo-1b-newhp-newds-s3.yml +++ b/configs/olmoe17/olmo-1b-newhp-newds-s3.yml @@ -18,7 +18,7 @@ model: rope: true flash_attention: true attention_dropout: 0.0 - attention_layer_norm: true + attention_layer_norm: false include_bias: false block_type: sequential layer_norm_type: rms diff --git a/configs/olmoe17/olmo-1b-newhp-oldds-s3.yml b/configs/olmoe17/olmo-1b-newhp-oldds-s3.yml index 8e856c63a..b221df775 100644 --- a/configs/olmoe17/olmo-1b-newhp-oldds-s3.yml +++ b/configs/olmoe17/olmo-1b-newhp-oldds-s3.yml @@ -18,7 +18,7 @@ model: rope: true flash_attention: true attention_dropout: 0.0 - attention_layer_norm: true + attention_layer_norm: false include_bias: false block_type: sequential layer_norm_type: rms diff --git a/configs/olmoe17/olmoe-8x1b-newhp-newds-k2qk.yml b/configs/olmoe17/olmoe-8x1b-newhp-newds-k2qk.yml new file mode 100644 index 000000000..98de186b7 --- /dev/null +++ b/configs/olmoe17/olmoe-8x1b-newhp-newds-k2qk.yml @@ -0,0 +1,1494 @@ +run_name: ${oc.env:SLURM_JOB_ID} +seed: 6198 +dry_run: false +no_pre_train_checkpoint: true + +wandb: + name: ${run_name} + project: olmoe + group: null + +model: + d_model: 2048 + n_heads: 16 + n_layers: 16 + mlp_ratio: 8 + weight_tying: false + alibi: false + rope: true + flash_attention: true + attention_dropout: 0.0 + attention_layer_norm: true + include_bias: false + block_type: moe + layer_norm_type: rms + layer_norm_with_affine: true + bias_for_layer_norm: false + attention_layer_norm_with_affine: false + activation_type: swiglu + residual_dropout: 0.0 + embedding_dropout: 0.0 + max_sequence_length: 4096 + vocab_size: 50280 + embedding_size: 50304 + eos_token_id: 0 + pad_token_id: 1 + init_device: meta + init_fn: normal + init_std: 0.02 + init_cutoff_factor: 3 + moe_top_k: 2 + moe_num_experts: 8 + moe_dropless: true + moe_mlp_impl: sparse + moe_zloss_weight: 0.001 + moe_loss_weight: 0.01 + +compile: null + +optimizer: + name: adamw + learning_rate: 4.0e-4 + eps: 1.0e-8 + weight_decay: 0.1 + decay_norm_and_bias: true + decay_embeddings: true + betas: + - 0.9 + - 0.95 + metrics_log_interval: 10 + +scheduler: + name: cosine_with_warmup + units: tokens + t_warmup: 8388608000 + t_max: 52e9 + alpha_f: 0.1 + +tokenizer: + identifier: tokenizers/allenai_gpt-neox-olmo-dolma-v1_5.json + truncate_direction: right + +save_folder: runs/${run_name} +remote_save_folder: s3://ai2-llm/checkpoints/OLMoE/${run_name} +save_overwrite: false + +save_interval: 5000 +save_interval_ephemeral: null +save_num_checkpoints_to_keep: -1 +sharded_checkpointer: olmo_core + +save_interval_unsharded: null +save_num_unsharded_checkpoints_to_keep: -1 + +load_path: null + +max_duration: 5e12T +global_train_batch_size: 1024 +device_train_microbatch_size: 4 + +precision: amp_bf16 +distributed_strategy: fsdp + +fsdp: + wrapping_strategy: by_block + precision: mixed + sharding_strategy: FULL_SHARD + +max_grad_norm: 1.0 +max_grad_norm_ratio: null + +speed_monitor: + window_size: 1 + +eval_interval: 1000 +eval_subset_num_batches: -1 +device_eval_batch_size: ${device_train_microbatch_size} +evaluators: + - label: all-small-ppl-validation + data: + num_workers: 0 + drop_last: true + datasets: + c4_en-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy + dolma_books-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy + dolma_common-crawl-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy + dolma_pes2o-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy + dolma_reddit-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy + dolma_stack-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy + dolma_wiki-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy + ice-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy + m2d2_s2orc-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy + pile-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy + wikitext_103-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy + + ########################## + # Downstream evaluations # + ########################## + - label: piqa + type: downstream + + - label: hellaswag + type: downstream + + - label: winogrande + type: downstream + + - label: openbook_qa + type: downstream + + - label: boolq + type: downstream + + - label: sciq + type: downstream + + - label: arc_easy + type: downstream + + - label: arc_challenge + type: downstream + + - label: copa + type: downstream + + - label: commonsense_qa + type: downstream + + - label: social_iqa + type: downstream + + - label: mmlu_stem_var + type: downstream + + - label: mmlu_humanities_var + type: downstream + + - label: mmlu_social_sciences_var + type: downstream + + - label: mmlu_other_var + type: downstream + + - label: mmlu_stem_mc_5shot + type: downstream + + - label: mmlu_humanities_mc_5shot + type: downstream + + - label: mmlu_social_sciences_mc_5shot + type: downstream + + - label: mmlu_other_mc_5shot + type: downstream + + - label: mmlu_stem_mc_5shot_test + type: downstream + + - label: mmlu_humanities_mc_5shot_test + type: downstream + + - label: mmlu_social_sciences_mc_5shot_test + type: downstream + + - label: mmlu_other_mc_5shot_test + type: downstream + +data: + pad_direction: right + num_workers: 16 + drop_last: true + pin_memory: true + prefetch_factor: 8 + persistent_workers: true + timeout: 0 + instance_filter: + repetition_max_period: 13 + repetition_min_period: 1 + repetition_max_count: 32 + paths: + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy + - 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a/configs/olmoe17/olmoe-8x1b-newhp-newds-s3.yml +++ b/configs/olmoe17/olmoe-8x1b-newhp-newds-s3.yml @@ -18,7 +18,7 @@ model: rope: true flash_attention: true attention_dropout: 0.0 - attention_layer_norm: true + attention_layer_norm: false include_bias: false block_type: moe layer_norm_type: rms @@ -35,6 +35,7 @@ model: pad_token_id: 1 init_device: meta init_fn: normal + init_std: 0.02 init_cutoff_factor: 3 moe_top_k: 1 moe_num_experts: 8 @@ -48,6 +49,7 @@ compile: null optimizer: name: adamw learning_rate: 4.0e-4 + eps: 1.0e-8 weight_decay: 0.1 decay_norm_and_bias: true decay_embeddings: true diff --git a/configs/olmoe17/olmoe-8x1b-newhp-newds.yml b/configs/olmoe17/olmoe-8x1b-newhp-newds.yml index c4fb58439..b7ebd38df 100644 --- a/configs/olmoe17/olmoe-8x1b-newhp-newds.yml +++ b/configs/olmoe17/olmoe-8x1b-newhp-newds.yml @@ -35,6 +35,7 @@ model: pad_token_id: 1 init_device: meta init_fn: normal + init_std: 0.02 init_cutoff_factor: 3 moe_top_k: 1 moe_num_experts: 8 @@ -48,6 +49,7 @@ compile: null optimizer: name: adamw learning_rate: 4.0e-4 + eps: 1.0e-8 weight_decay: 0.1 decay_norm_and_bias: true decay_embeddings: true diff --git a/configs/olmoe17/olmoe-8x1b-newhp-oldds.yml b/configs/olmoe17/olmoe-8x1b-newhp-oldds.yml index 2cd99e0a7..0784ad6d1 100644 --- a/configs/olmoe17/olmoe-8x1b-newhp-oldds.yml +++ b/configs/olmoe17/olmoe-8x1b-newhp-oldds.yml @@ -20,7 +20,7 @@ model: rope: true flash_attention: true attention_dropout: 0.0 - attention_layer_norm: true + attention_layer_norm: false include_bias: false block_type: moe layer_norm_type: rms @@ -37,6 +37,7 @@ model: pad_token_id: 1 init_device: meta init_fn: normal + init_std: 0.02 init_cutoff_factor: 3 moe_top_k: 2 moe_num_experts: 8 @@ -50,6 +51,7 @@ compile: null optimizer: name: adamw learning_rate: 4.0e-4 + eps: 1.0e-8 weight_decay: 0.1 decay_norm_and_bias: false decay_embeddings: true From cf6fa33794e6ae863f4b9a4d6aa63598fe0d6dd6 Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Mon, 1 Jul 2024 11:37:51 -0700 Subject: [PATCH 052/133] Update conf --- configs/olmoe17/olmo-1b-newhp-oldds.yml | 3280 +++++++++++------------ 1 file changed, 1640 insertions(+), 1640 deletions(-) diff --git a/configs/olmoe17/olmo-1b-newhp-oldds.yml b/configs/olmoe17/olmo-1b-newhp-oldds.yml index 5e15d6482..ca82f7cfc 100644 --- a/configs/olmoe17/olmo-1b-newhp-oldds.yml +++ b/configs/olmoe17/olmo-1b-newhp-oldds.yml @@ -215,1643 +215,1643 @@ data: repetition_min_period: 1 repetition_max_count: 32 paths: - - /weka/oe-training-default/ai2-llm/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy - - /weka/oe-training-default/ai2-llm/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy - - /weka/oe-training-default/ai2-llm/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy - - /weka/oe-training-default/ai2-llm/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy - - 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/weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/wiki/allenai/gpt-neox-olmo-dolma-v1_5/part-0-00000.npy - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/wiki/allenai/gpt-neox-olmo-dolma-v1_5/part-0-00001.npy From 3c15abfea488009380336388d0353083d58bddb9 Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Mon, 1 Jul 2024 19:01:59 -0700 Subject: [PATCH 054/133] Finegrained --- .../olmoe17/olmoe17-8x1b-final-eps-fine.yml | 1861 +++++++++++++++++ 1 file changed, 1861 insertions(+) create mode 100644 configs/olmoe17/olmoe17-8x1b-final-eps-fine.yml diff --git a/configs/olmoe17/olmoe17-8x1b-final-eps-fine.yml b/configs/olmoe17/olmoe17-8x1b-final-eps-fine.yml new file mode 100644 index 000000000..501ae22e4 --- /dev/null +++ b/configs/olmoe17/olmoe17-8x1b-final-eps-fine.yml @@ -0,0 +1,1861 @@ +run_name: ${oc.env:SLURM_JOB_ID} +seed: 6198 +dry_run: false +no_pre_train_checkpoint: true +# fused_loss: true +# activation_checkpointing: fine_grained + +wandb: + name: ${run_name} + project: olmoe + group: null + +model: + d_model: 2048 + n_heads: 16 + n_layers: 16 + mlp_ratio: 1 + weight_tying: false + alibi: false + rope: true + flash_attention: true + attention_dropout: 0.0 + attention_layer_norm: true + include_bias: false + block_type: moe + layer_norm_type: rms + layer_norm_with_affine: true + bias_for_layer_norm: false + attention_layer_norm_with_affine: false + activation_type: swiglu + residual_dropout: 0.0 + embedding_dropout: 0.0 + max_sequence_length: 4096 + vocab_size: 50280 + embedding_size: 50304 + eos_token_id: 0 + pad_token_id: 1 + init_device: meta + init_fn: normal + init_cutoff_factor: 3 + moe_top_k: 16 + moe_num_experts: 64 + moe_dropless: true + moe_mlp_impl: sparse + moe_zloss_weight: 0.001 + moe_loss_weight: 0.01 + +compile: null + +optimizer: + name: adamw + learning_rate: 4.0e-4 + eps: 1.0e-8 + weight_decay: 0.1 + decay_norm_and_bias: true + decay_embeddings: true + betas: + - 0.9 + - 0.95 + metrics_log_interval: 10 + +scheduler: + name: cosine_with_warmup + units: tokens + t_warmup: 10485760000 + t_max: 3e12 + alpha_f: 0.1 + +tokenizer: + identifier: tokenizers/allenai_gpt-neox-olmo-dolma-v1_5.json + truncate_direction: right + +save_folder: runs/${run_name} +remote_save_folder: s3://ai2-llm/checkpoints/OLMoE/${run_name} +save_overwrite: false + +save_interval: 5000 +save_interval_ephemeral: null +save_num_checkpoints_to_keep: -1 +sharded_checkpointer: olmo_core + +save_interval_unsharded: null +save_num_unsharded_checkpoints_to_keep: -1 + +load_path: null + +max_duration: 2ep +global_train_batch_size: 1024 +device_train_microbatch_size: 4 + +precision: amp_bf16 +distributed_strategy: fsdp + +fsdp: + wrapping_strategy: by_block + precision: mixed + sharding_strategy: FULL_SHARD + +max_grad_norm: 1.0 +max_grad_norm_ratio: null + +speed_monitor: + window_size: 1 + +eval_interval: 5000 +eval_subset_num_batches: -1 +device_eval_batch_size: ${device_train_microbatch_size} +evaluators: + - label: all-small-ppl-validation + data: + num_workers: 0 + drop_last: true + datasets: + c4_en-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy + dolma_books-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy + dolma_common-crawl-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy + dolma_pes2o-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy + dolma_reddit-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy + dolma_stack-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy + dolma_wiki-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy + ice-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy + m2d2_s2orc-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy + pile-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy + wikitext_103-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy + + ########################## + # Downstream evaluations # + ########################## + - label: piqa + type: downstream + + - label: hellaswag + type: downstream + + - label: winogrande + type: downstream + + - label: openbook_qa + type: downstream + + - label: boolq + type: downstream + + - label: sciq + type: downstream + + - label: arc_easy + type: downstream + + - label: arc_challenge + type: downstream + + - label: copa + type: downstream + + - label: commonsense_qa + type: downstream + + - label: social_iqa + type: downstream + + - label: mmlu_stem_var + type: downstream + + - label: mmlu_humanities_var + type: downstream + + - label: mmlu_social_sciences_var + type: downstream + + - label: mmlu_other_var + type: downstream + + - label: mmlu_stem_mc_5shot + type: downstream + + - label: mmlu_humanities_mc_5shot + type: downstream + + - label: mmlu_social_sciences_mc_5shot + type: downstream + + - label: mmlu_other_mc_5shot + type: downstream + + - label: mmlu_stem_mc_5shot_test + type: downstream + + - label: mmlu_humanities_mc_5shot_test + type: downstream + + - label: mmlu_social_sciences_mc_5shot_test + type: downstream + + - label: mmlu_other_mc_5shot_test + type: downstream + +data: + pad_direction: right + num_workers: 16 + drop_last: true + pin_memory: true + prefetch_factor: 8 + persistent_workers: true + timeout: 0 + instance_filter: + repetition_max_period: 13 + repetition_min_period: 1 + repetition_max_count: 32 + paths: + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy + - 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s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/tulu_flan/allenai/gpt-neox-olmo-dolma-v1_5/part-65-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/wiki/allenai/gpt-neox-olmo-dolma-v1_5/part-0-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/wiki/allenai/gpt-neox-olmo-dolma-v1_5/part-0-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/wiki/allenai/gpt-neox-olmo-dolma-v1_5/part-0-00001.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/wiki/allenai/gpt-neox-olmo-dolma-v1_5/part-0-00001.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/wiki/allenai/gpt-neox-olmo-dolma-v1_5/part-1-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/wiki/allenai/gpt-neox-olmo-dolma-v1_5/part-1-00000.npy \ No newline at end of file From 4163e70bd76d5a5d699ad4ef15da7e7d4cc4fb3f Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Mon, 1 Jul 2024 22:33:39 -0700 Subject: [PATCH 055/133] Cx5 --- configs/olmoe17/olmo-1b-newhp-newds.yml | 5 +++-- 1 file changed, 3 insertions(+), 2 deletions(-) diff --git a/configs/olmoe17/olmo-1b-newhp-newds.yml b/configs/olmoe17/olmo-1b-newhp-newds.yml index 8c10dab25..401a62728 100644 --- a/configs/olmoe17/olmo-1b-newhp-newds.yml +++ b/configs/olmoe17/olmo-1b-newhp-newds.yml @@ -80,9 +80,10 @@ save_num_unsharded_checkpoints_to_keep: -1 load_path: null -max_duration: 52e9T +max_duration: 130e9T +stop_at: 30995 global_train_batch_size: 1024 -device_train_microbatch_size: 4 +device_train_microbatch_size: 8 precision: amp_bf16 distributed_strategy: fsdp From aae0e0bfc7caa1781271db98007aec306b6db329 Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Mon, 1 Jul 2024 22:38:45 -0700 Subject: [PATCH 056/133] Add conf --- configs/olmoe17/olmo-1b-newhp-newds-cx5.yml | 1603 ++++++++++++++ configs/olmoe17/olmo-1b-newhp-newds.yml | 6 +- configs/olmoe17/olmo-1b-newhp-oldds-cx5.yml | 1858 +++++++++++++++++ .../olmoe17/olmoe-8x1b-newhp-newds-cx5.yml | 1606 ++++++++++++++ 4 files changed, 5070 insertions(+), 3 deletions(-) create mode 100644 configs/olmoe17/olmo-1b-newhp-newds-cx5.yml create mode 100644 configs/olmoe17/olmo-1b-newhp-oldds-cx5.yml create mode 100644 configs/olmoe17/olmoe-8x1b-newhp-newds-cx5.yml diff --git a/configs/olmoe17/olmo-1b-newhp-newds-cx5.yml b/configs/olmoe17/olmo-1b-newhp-newds-cx5.yml new file mode 100644 index 000000000..401a62728 --- /dev/null +++ b/configs/olmoe17/olmo-1b-newhp-newds-cx5.yml @@ -0,0 +1,1603 @@ +run_name: ${oc.env:SLURM_JOB_ID} +seed: 6198 +dry_run: false +no_pre_train_checkpoint: true + +wandb: + name: ${run_name} + project: olmoe + group: null + +model: + d_model: 2048 + n_heads: 16 + n_layers: 16 + mlp_ratio: 8 + weight_tying: false + alibi: false + rope: true + flash_attention: true + attention_dropout: 0.0 + attention_layer_norm: false + include_bias: false + block_type: sequential + layer_norm_type: rms + layer_norm_with_affine: true + bias_for_layer_norm: false + attention_layer_norm_with_affine: false + activation_type: swiglu + residual_dropout: 0.0 + embedding_dropout: 0.0 + max_sequence_length: 4096 + vocab_size: 50280 + embedding_size: 50304 + eos_token_id: 0 + pad_token_id: 1 + init_device: meta + init_fn: normal + init_std: 0.02 + init_cutoff_factor: 3 + +compile: null + +optimizer: + name: adamw + learning_rate: 4.0e-4 + eps: 1.0e-8 + weight_decay: 0.1 + decay_norm_and_bias: true + decay_embeddings: false + betas: + - 0.9 + - 0.95 + metrics_log_interval: 10 + +# Cx1: t_max = 1.3B params * 20 = 26e9 +# Cx2: t_max = 1.3B params * 40 = 52e9 +# Cx3: t_max = 1.3B params * 60 = 78e9 +scheduler: + name: cosine_with_warmup + units: tokens + t_warmup: 8388608000 + t_max: 52e9 + alpha_f: 0.1 + +tokenizer: + identifier: tokenizers/allenai_gpt-neox-olmo-dolma-v1_5.json + truncate_direction: right + +save_folder: runs/${run_name} +remote_save_folder: s3://ai2-llm/checkpoints/OLMoE/${run_name} +save_overwrite: false + +save_interval: 5000 +save_interval_ephemeral: null +save_num_checkpoints_to_keep: -1 +sharded_checkpointer: olmo_core + +save_interval_unsharded: null +save_num_unsharded_checkpoints_to_keep: -1 + +load_path: null + +max_duration: 130e9T +stop_at: 30995 +global_train_batch_size: 1024 +device_train_microbatch_size: 8 + +precision: amp_bf16 +distributed_strategy: fsdp + +fsdp: + wrapping_strategy: by_block + precision: mixed + sharding_strategy: FULL_SHARD + +max_grad_norm: 1.0 +max_grad_norm_ratio: null + +speed_monitor: + window_size: 1 + +eval_interval: 1000 +eval_subset_num_batches: -1 +device_eval_batch_size: ${device_train_microbatch_size} +evaluators: + - label: all-small-ppl-validation + data: + num_workers: 0 + drop_last: true + datasets: + c4_en-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy + dolma_books-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy + dolma_common-crawl-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy + dolma_pes2o-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy + dolma_reddit-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy + dolma_stack-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy + dolma_wiki-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy + ice-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy + m2d2_s2orc-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy + pile-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy + wikitext_103-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy + + ########################## + # Downstream evaluations # + ########################## + - label: piqa + type: downstream + + - label: hellaswag + type: downstream + + - label: winogrande + type: downstream + + - label: openbook_qa + type: downstream + + - label: boolq + type: downstream + + - label: sciq + type: downstream + + - label: arc_easy + type: downstream + + - label: arc_challenge + type: downstream + + - label: copa + type: downstream + + - label: commonsense_qa + type: downstream + + - label: social_iqa + type: downstream + + - label: mmlu_stem_var + type: downstream + + - label: mmlu_humanities_var + type: downstream + + - label: mmlu_social_sciences_var + type: downstream + + - label: mmlu_other_var + type: downstream + + - label: mmlu_stem_mc_5shot + type: downstream + + - label: mmlu_humanities_mc_5shot + type: downstream + + - label: mmlu_social_sciences_mc_5shot + type: downstream + + - label: mmlu_other_mc_5shot + type: downstream + + - label: mmlu_stem_mc_5shot_test + type: downstream + + - label: mmlu_humanities_mc_5shot_test + type: downstream + + - label: mmlu_social_sciences_mc_5shot_test + type: downstream + + - label: mmlu_other_mc_5shot_test + type: downstream + +data: + pad_direction: right + num_workers: 16 + drop_last: true + pin_memory: true + prefetch_factor: 8 + persistent_workers: true + timeout: 0 + paths: + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy + - 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/weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-166-00004.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-008-00004.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-175-00003.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-020-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-139-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-021-00002.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-152-00002.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-025-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-042-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-141-00003.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-023-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-058-00003.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-122-00001.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-022-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-076-00002.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-095-00001.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-137-00002.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-001-00002.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-086-00004.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-149-00004.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-031-00001.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-054-00001.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-062-00001.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-151-00002.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-105-00004.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-177-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-181-00002.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-100-00003.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-173-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-172-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-098-00001.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-125-00001.npy diff --git a/configs/olmoe17/olmo-1b-newhp-newds.yml b/configs/olmoe17/olmo-1b-newhp-newds.yml index 401a62728..1da47779e 100644 --- a/configs/olmoe17/olmo-1b-newhp-newds.yml +++ b/configs/olmoe17/olmo-1b-newhp-newds.yml @@ -80,10 +80,10 @@ save_num_unsharded_checkpoints_to_keep: -1 load_path: null -max_duration: 130e9T -stop_at: 30995 +max_duration: 52e9T +stop_at: 12398 global_train_batch_size: 1024 -device_train_microbatch_size: 8 +device_train_microbatch_size: 4 precision: amp_bf16 distributed_strategy: fsdp diff --git a/configs/olmoe17/olmo-1b-newhp-oldds-cx5.yml b/configs/olmoe17/olmo-1b-newhp-oldds-cx5.yml new file mode 100644 index 000000000..c30a1c182 --- /dev/null +++ b/configs/olmoe17/olmo-1b-newhp-oldds-cx5.yml @@ -0,0 +1,1858 @@ +run_name: ${oc.env:SLURM_JOB_ID} +seed: 6198 +dry_run: false +no_pre_train_checkpoint: true + +wandb: + name: ${run_name} + project: olmoe + group: null + +model: + d_model: 2048 + n_heads: 16 + n_layers: 16 + mlp_ratio: 8 + weight_tying: false + alibi: false + rope: true + flash_attention: true + attention_dropout: 0.0 + attention_layer_norm: false + include_bias: false + block_type: sequential + layer_norm_type: rms + layer_norm_with_affine: true + bias_for_layer_norm: false + attention_layer_norm_with_affine: false + activation_type: swiglu + residual_dropout: 0.0 + embedding_dropout: 0.0 + max_sequence_length: 4096 + vocab_size: 50280 + embedding_size: 50304 + eos_token_id: 0 + pad_token_id: 1 + init_device: meta + init_fn: normal + init_std: 0.02 + init_cutoff_factor: 3 + +compile: null + +optimizer: + name: adamw + learning_rate: 4.0e-4 + eps: 1.0e-8 + weight_decay: 0.1 + decay_norm_and_bias: true + decay_embeddings: false + betas: + - 0.9 + - 0.95 + metrics_log_interval: 10 + +# Cx1: t_max = 1.3B params * 20 = 26e9 +# Cx2: t_max = 1.3B params * 40 = 52e9 +# Cx3: t_max = 1.3B params * 60 = 78e9 +scheduler: + name: cosine_with_warmup + units: tokens + t_warmup: 8388608000 + t_max: 52e9 + alpha_f: 0.1 + +tokenizer: + identifier: tokenizers/allenai_gpt-neox-olmo-dolma-v1_5.json + truncate_direction: right + +save_folder: runs/${run_name} +remote_save_folder: s3://ai2-llm/checkpoints/OLMoE/${run_name} +save_overwrite: false + +save_interval: 5000 +save_interval_ephemeral: null +save_num_checkpoints_to_keep: -1 +sharded_checkpointer: olmo_core + +save_interval_unsharded: null +save_num_unsharded_checkpoints_to_keep: -1 + +load_path: null + +max_duration: 130e9T +stop_at: 30995 +global_train_batch_size: 1024 +device_train_microbatch_size: 8 + +precision: amp_bf16 +distributed_strategy: fsdp + +fsdp: + wrapping_strategy: by_block + precision: mixed + sharding_strategy: FULL_SHARD + +max_grad_norm: 1.0 +max_grad_norm_ratio: null + +speed_monitor: + window_size: 1 + +eval_interval: 1000 +eval_subset_num_batches: -1 +device_eval_batch_size: ${device_train_microbatch_size} +evaluators: + - label: all-small-ppl-validation + data: + num_workers: 0 + drop_last: true + datasets: + c4_en-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy + dolma_books-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy + dolma_common-crawl-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy + dolma_pes2o-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy + dolma_reddit-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy + dolma_stack-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy + dolma_wiki-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy + ice-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy + m2d2_s2orc-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy + pile-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy + wikitext_103-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy + + ########################## + # Downstream evaluations # + ########################## + - label: piqa + type: downstream + + - label: hellaswag + type: downstream + + - label: winogrande + type: downstream + + - label: openbook_qa + type: downstream + + - label: boolq + type: downstream + + - label: sciq + type: downstream + + - label: arc_easy + type: downstream + + - label: arc_challenge + type: downstream + + - label: copa + type: downstream + + - label: commonsense_qa + type: downstream + + - label: social_iqa + type: downstream + + - label: mmlu_stem_var + type: downstream + + - label: mmlu_humanities_var + type: downstream + + - label: mmlu_social_sciences_var + type: downstream + + - label: mmlu_other_var + type: downstream + + - label: mmlu_stem_mc_5shot + type: downstream + + - label: mmlu_humanities_mc_5shot + type: downstream + + - label: mmlu_social_sciences_mc_5shot + type: downstream + + - label: mmlu_other_mc_5shot + type: downstream + + - label: mmlu_stem_mc_5shot_test + type: downstream + + - label: mmlu_humanities_mc_5shot_test + type: downstream + + - label: mmlu_social_sciences_mc_5shot_test + type: downstream + + - label: mmlu_other_mc_5shot_test + type: downstream + +data: + pad_direction: right + num_workers: 16 + drop_last: true + pin_memory: true + prefetch_factor: 8 + persistent_workers: true + timeout: 0 + instance_filter: + repetition_max_period: 13 + repetition_min_period: 1 + repetition_max_count: 32 + paths: + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/arxiv/allenai/gpt-neox-olmo-dolma-v1_5/part-000-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/arxiv/allenai/gpt-neox-olmo-dolma-v1_5/part-001-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/arxiv/allenai/gpt-neox-olmo-dolma-v1_5/part-002-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/arxiv/allenai/gpt-neox-olmo-dolma-v1_5/part-003-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/arxiv/allenai/gpt-neox-olmo-dolma-v1_5/part-004-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/arxiv/allenai/gpt-neox-olmo-dolma-v1_5/part-005-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/arxiv/allenai/gpt-neox-olmo-dolma-v1_5/part-006-00000.npy + - 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b/configs/olmoe17/olmoe-8x1b-newhp-newds-cx5.yml new file mode 100644 index 000000000..b96edc34e --- /dev/null +++ b/configs/olmoe17/olmoe-8x1b-newhp-newds-cx5.yml @@ -0,0 +1,1606 @@ +run_name: ${oc.env:SLURM_JOB_ID} +seed: 6198 +dry_run: false +no_pre_train_checkpoint: true + +wandb: + name: ${run_name} + project: olmoe + group: null + +model: + d_model: 2048 + n_heads: 16 + n_layers: 16 + mlp_ratio: 8 + weight_tying: false + alibi: false + rope: true + flash_attention: true + attention_dropout: 0.0 + attention_layer_norm: false + include_bias: false + block_type: moe + layer_norm_type: rms + layer_norm_with_affine: true + bias_for_layer_norm: false + attention_layer_norm_with_affine: false + activation_type: swiglu + residual_dropout: 0.0 + embedding_dropout: 0.0 + max_sequence_length: 4096 + vocab_size: 50280 + embedding_size: 50304 + eos_token_id: 0 + pad_token_id: 1 + init_device: meta + init_fn: normal + init_std: 0.02 + init_cutoff_factor: 3 + moe_top_k: 1 + moe_num_experts: 8 + moe_dropless: true + moe_mlp_impl: sparse + moe_zloss_weight: 0.001 + moe_loss_weight: 0.01 + +compile: null + +optimizer: + name: adamw + learning_rate: 4.0e-4 + eps: 1.0e-8 + weight_decay: 0.1 + decay_norm_and_bias: true + decay_embeddings: true + betas: + - 0.9 + - 0.95 + metrics_log_interval: 10 + +scheduler: + name: cosine_with_warmup + units: tokens + t_warmup: 8388608000 + t_max: 52e9 + alpha_f: 0.1 + +tokenizer: + identifier: tokenizers/allenai_gpt-neox-olmo-dolma-v1_5.json + truncate_direction: right + +save_folder: runs/${run_name} +remote_save_folder: s3://ai2-llm/checkpoints/OLMoE/${run_name} +save_overwrite: false + +save_interval: 5000 +save_interval_ephemeral: null +save_num_checkpoints_to_keep: -1 +sharded_checkpointer: olmo_core + +save_interval_unsharded: null +save_num_unsharded_checkpoints_to_keep: -1 + +load_path: null + +max_duration: 130e9T +stop_at: 30995 +global_train_batch_size: 1024 +device_train_microbatch_size: 8 + +precision: amp_bf16 +distributed_strategy: fsdp + +fsdp: + wrapping_strategy: by_block + precision: mixed + sharding_strategy: FULL_SHARD + +max_grad_norm: 1.0 +max_grad_norm_ratio: null + +speed_monitor: + window_size: 1 + +eval_interval: 1000 +eval_subset_num_batches: -1 +device_eval_batch_size: ${device_train_microbatch_size} +evaluators: + - label: all-small-ppl-validation + data: + num_workers: 0 + drop_last: true + datasets: + c4_en-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy + dolma_books-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy + dolma_common-crawl-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy + dolma_pes2o-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy + dolma_reddit-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy + dolma_stack-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy + dolma_wiki-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy + ice-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy + m2d2_s2orc-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy + pile-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy + wikitext_103-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy + + ########################## + # Downstream evaluations # + ########################## + - label: piqa + type: downstream + + - label: hellaswag + type: downstream + + - label: winogrande + type: downstream + + - label: openbook_qa + type: downstream + + - label: boolq + type: downstream + + - label: sciq + type: downstream + + - label: arc_easy + type: downstream + + - label: arc_challenge + type: downstream + + - label: copa + type: downstream + + - label: commonsense_qa + type: downstream + + - label: social_iqa + type: downstream + + - label: mmlu_stem_var + type: downstream + + - label: mmlu_humanities_var + type: downstream + + - label: mmlu_social_sciences_var + type: downstream + + - label: mmlu_other_var + type: downstream + + - label: mmlu_stem_mc_5shot + type: downstream + + - label: mmlu_humanities_mc_5shot + type: downstream + + - label: mmlu_social_sciences_mc_5shot + type: downstream + + - label: mmlu_other_mc_5shot + type: downstream + + - label: mmlu_stem_mc_5shot_test + type: downstream + + - label: mmlu_humanities_mc_5shot_test + type: downstream + + - label: mmlu_social_sciences_mc_5shot_test + type: downstream + + - label: mmlu_other_mc_5shot_test + type: downstream + +data: + pad_direction: right + 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Add cx5 --- .../olmoe17/olmoe-8x1b-newhp-newds-s3-cx5.yml | 1606 +++++++++++++++++ 1 file changed, 1606 insertions(+) create mode 100644 configs/olmoe17/olmoe-8x1b-newhp-newds-s3-cx5.yml diff --git a/configs/olmoe17/olmoe-8x1b-newhp-newds-s3-cx5.yml b/configs/olmoe17/olmoe-8x1b-newhp-newds-s3-cx5.yml new file mode 100644 index 000000000..2358bcea7 --- /dev/null +++ b/configs/olmoe17/olmoe-8x1b-newhp-newds-s3-cx5.yml @@ -0,0 +1,1606 @@ +run_name: ${oc.env:SLURM_JOB_ID} +seed: 6198 +dry_run: false +no_pre_train_checkpoint: true + +wandb: + name: ${run_name} + project: olmoe + group: null + +model: + d_model: 2048 + n_heads: 16 + n_layers: 16 + mlp_ratio: 8 + weight_tying: false + alibi: false + rope: true + flash_attention: true + attention_dropout: 0.0 + attention_layer_norm: false + include_bias: false + block_type: moe + layer_norm_type: rms + layer_norm_with_affine: true + bias_for_layer_norm: false + attention_layer_norm_with_affine: false + activation_type: swiglu + residual_dropout: 0.0 + embedding_dropout: 0.0 + max_sequence_length: 4096 + vocab_size: 50280 + embedding_size: 50304 + eos_token_id: 0 + pad_token_id: 1 + init_device: meta + init_fn: normal + init_std: 0.02 + init_cutoff_factor: 3 + moe_top_k: 1 + moe_num_experts: 8 + moe_dropless: true + moe_mlp_impl: sparse + moe_zloss_weight: 0.001 + moe_loss_weight: 0.01 + +compile: null + +optimizer: + name: adamw + learning_rate: 4.0e-4 + eps: 1.0e-8 + weight_decay: 0.1 + decay_norm_and_bias: true + decay_embeddings: true + betas: + - 0.9 + - 0.95 + metrics_log_interval: 10 + +scheduler: + name: cosine_with_warmup + units: tokens + t_warmup: 8388608000 + t_max: 52e9 + alpha_f: 0.1 + +tokenizer: + identifier: tokenizers/allenai_gpt-neox-olmo-dolma-v1_5.json + truncate_direction: right + +save_folder: runs/${run_name} +remote_save_folder: s3://ai2-llm/checkpoints/OLMoE/${run_name} +save_overwrite: false + +save_interval: 5000 +save_interval_ephemeral: null +save_num_checkpoints_to_keep: -1 +sharded_checkpointer: olmo_core + +save_interval_unsharded: null +save_num_unsharded_checkpoints_to_keep: -1 + +load_path: null + +max_duration: 130e9T +stop_at: 30995 +global_train_batch_size: 1024 +device_train_microbatch_size: 8 + +precision: amp_bf16 +distributed_strategy: fsdp + +fsdp: + wrapping_strategy: by_block + precision: mixed + sharding_strategy: FULL_SHARD + +max_grad_norm: 1.0 +max_grad_norm_ratio: null + +speed_monitor: + window_size: 1 + +eval_interval: 1000 +eval_subset_num_batches: -1 +device_eval_batch_size: ${device_train_microbatch_size} +evaluators: + - label: all-small-ppl-validation + data: + num_workers: 0 + drop_last: true + datasets: + c4_en-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy + dolma_books-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy + dolma_common-crawl-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy + dolma_pes2o-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy + dolma_reddit-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy + dolma_stack-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy + dolma_wiki-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy + ice-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy + m2d2_s2orc-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy + pile-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy + wikitext_103-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy + + ########################## + # Downstream evaluations # + ########################## + - label: piqa + type: downstream + + - label: hellaswag + type: downstream + + - label: winogrande + type: downstream + + - label: openbook_qa + type: downstream + + - label: boolq + type: downstream + + - label: sciq + type: downstream + + - label: arc_easy + type: downstream + + - label: arc_challenge + type: downstream + + - label: copa + type: downstream + + - label: commonsense_qa + type: downstream + + - label: social_iqa + type: downstream + + - label: mmlu_stem_var + type: downstream + + - label: mmlu_humanities_var + type: downstream + + - label: mmlu_social_sciences_var + type: downstream + + - label: mmlu_other_var + type: downstream + + - label: mmlu_stem_mc_5shot + type: downstream + + - label: mmlu_humanities_mc_5shot + type: downstream + + - label: mmlu_social_sciences_mc_5shot + type: downstream + + - label: mmlu_other_mc_5shot + type: downstream + + - label: mmlu_stem_mc_5shot_test + type: downstream + + - label: mmlu_humanities_mc_5shot_test + type: downstream + + - label: mmlu_social_sciences_mc_5shot_test + type: downstream + + - label: mmlu_other_mc_5shot_test + type: downstream + +data: + pad_direction: right + num_workers: 16 + drop_last: true + pin_memory: true + prefetch_factor: 8 + persistent_workers: true + timeout: 0 + paths: + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy + - 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31e387b022b780721eaafa90fd7f34364da81ebc Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Tue, 2 Jul 2024 08:40:01 -0700 Subject: [PATCH 058/133] Up confs --- configs/olmoe17/olmo-1b-newhp-newds-cx5.yml | 4 ++-- configs/olmoe17/olmo-1b-newhp-oldds-cx5.yml | 4 ++-- configs/olmoe17/olmoe-8x1b-newhp-newds-cx5.yml | 4 ++-- 3 files changed, 6 insertions(+), 6 deletions(-) diff --git a/configs/olmoe17/olmo-1b-newhp-newds-cx5.yml b/configs/olmoe17/olmo-1b-newhp-newds-cx5.yml index 401a62728..fb7506431 100644 --- a/configs/olmoe17/olmo-1b-newhp-newds-cx5.yml +++ b/configs/olmoe17/olmo-1b-newhp-newds-cx5.yml @@ -59,7 +59,7 @@ scheduler: name: cosine_with_warmup units: tokens t_warmup: 8388608000 - t_max: 52e9 + t_max: 130e9T alpha_f: 0.1 tokenizer: @@ -81,7 +81,7 @@ save_num_unsharded_checkpoints_to_keep: -1 load_path: null max_duration: 130e9T -stop_at: 30995 +stop_at: 30993 global_train_batch_size: 1024 device_train_microbatch_size: 8 diff --git a/configs/olmoe17/olmo-1b-newhp-oldds-cx5.yml b/configs/olmoe17/olmo-1b-newhp-oldds-cx5.yml index c30a1c182..eeec72517 100644 --- a/configs/olmoe17/olmo-1b-newhp-oldds-cx5.yml +++ b/configs/olmoe17/olmo-1b-newhp-oldds-cx5.yml @@ -59,7 +59,7 @@ scheduler: name: cosine_with_warmup units: tokens t_warmup: 8388608000 - t_max: 52e9 + t_max: 130e9T alpha_f: 0.1 tokenizer: @@ -81,7 +81,7 @@ save_num_unsharded_checkpoints_to_keep: -1 load_path: null max_duration: 130e9T -stop_at: 30995 +stop_at: 30993 global_train_batch_size: 1024 device_train_microbatch_size: 8 diff --git a/configs/olmoe17/olmoe-8x1b-newhp-newds-cx5.yml b/configs/olmoe17/olmoe-8x1b-newhp-newds-cx5.yml index b96edc34e..eec0d29b4 100644 --- a/configs/olmoe17/olmoe-8x1b-newhp-newds-cx5.yml +++ b/configs/olmoe17/olmoe-8x1b-newhp-newds-cx5.yml @@ -62,7 +62,7 @@ scheduler: name: cosine_with_warmup units: tokens t_warmup: 8388608000 - t_max: 52e9 + t_max: 130e9T alpha_f: 0.1 tokenizer: @@ -84,7 +84,7 @@ save_num_unsharded_checkpoints_to_keep: -1 load_path: null max_duration: 130e9T -stop_at: 30995 +stop_at: 30993 global_train_batch_size: 1024 device_train_microbatch_size: 8 From f631d8ea674c6d77256baf529c2bfbda303e0e16 Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Tue, 2 Jul 2024 08:57:54 -0700 Subject: [PATCH 059/133] Up confs --- configs/olmoe17/olmo-1b-newhp-newds-cx5.yml | 2 +- configs/olmoe17/olmo-1b-newhp-oldds-cx5.yml | 2 +- configs/olmoe17/olmoe-8x1b-newhp-newds-cx5.yml | 2 +- configs/olmoe17/olmoe-8x1b-newhp-newds-s3-cx5.yml | 4 ++-- 4 files changed, 5 insertions(+), 5 deletions(-) diff --git a/configs/olmoe17/olmo-1b-newhp-newds-cx5.yml b/configs/olmoe17/olmo-1b-newhp-newds-cx5.yml index fb7506431..7e5f4b03a 100644 --- a/configs/olmoe17/olmo-1b-newhp-newds-cx5.yml +++ b/configs/olmoe17/olmo-1b-newhp-newds-cx5.yml @@ -59,7 +59,7 @@ scheduler: name: cosine_with_warmup units: tokens t_warmup: 8388608000 - t_max: 130e9T + t_max: 130e9 alpha_f: 0.1 tokenizer: diff --git a/configs/olmoe17/olmo-1b-newhp-oldds-cx5.yml b/configs/olmoe17/olmo-1b-newhp-oldds-cx5.yml index eeec72517..3804b8b8d 100644 --- a/configs/olmoe17/olmo-1b-newhp-oldds-cx5.yml +++ b/configs/olmoe17/olmo-1b-newhp-oldds-cx5.yml @@ -59,7 +59,7 @@ scheduler: name: cosine_with_warmup units: tokens t_warmup: 8388608000 - t_max: 130e9T + t_max: 130e9 alpha_f: 0.1 tokenizer: diff --git a/configs/olmoe17/olmoe-8x1b-newhp-newds-cx5.yml b/configs/olmoe17/olmoe-8x1b-newhp-newds-cx5.yml index eec0d29b4..516721e35 100644 --- a/configs/olmoe17/olmoe-8x1b-newhp-newds-cx5.yml +++ b/configs/olmoe17/olmoe-8x1b-newhp-newds-cx5.yml @@ -62,7 +62,7 @@ scheduler: name: cosine_with_warmup units: tokens t_warmup: 8388608000 - t_max: 130e9T + t_max: 130e9 alpha_f: 0.1 tokenizer: diff --git a/configs/olmoe17/olmoe-8x1b-newhp-newds-s3-cx5.yml b/configs/olmoe17/olmoe-8x1b-newhp-newds-s3-cx5.yml index 2358bcea7..e149f16b2 100644 --- a/configs/olmoe17/olmoe-8x1b-newhp-newds-s3-cx5.yml +++ b/configs/olmoe17/olmoe-8x1b-newhp-newds-s3-cx5.yml @@ -62,7 +62,7 @@ scheduler: name: cosine_with_warmup units: tokens t_warmup: 8388608000 - t_max: 52e9 + t_max: 130e9 alpha_f: 0.1 tokenizer: @@ -84,7 +84,7 @@ save_num_unsharded_checkpoints_to_keep: -1 load_path: null max_duration: 130e9T -stop_at: 30995 +stop_at: 30993 global_train_batch_size: 1024 device_train_microbatch_size: 8 From 142720bb5c6a3b8126414c43c83ee0637f75d3de Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Wed, 3 Jul 2024 17:53:51 -0700 Subject: [PATCH 060/133] Dfix --- .../olmo-1b-newhp-newds-cx5-datafix.yml | 1492 +++++++++++++++++ 1 file changed, 1492 insertions(+) create mode 100644 configs/olmoe17/olmo-1b-newhp-newds-cx5-datafix.yml diff --git a/configs/olmoe17/olmo-1b-newhp-newds-cx5-datafix.yml b/configs/olmoe17/olmo-1b-newhp-newds-cx5-datafix.yml new file mode 100644 index 000000000..e7c0e113e --- /dev/null +++ b/configs/olmoe17/olmo-1b-newhp-newds-cx5-datafix.yml @@ -0,0 +1,1492 @@ +run_name: ${oc.env:SLURM_JOB_ID} +seed: 6198 +dry_run: false +no_pre_train_checkpoint: true + +wandb: + name: ${run_name} + project: olmoe + group: null + +model: + d_model: 2048 + n_heads: 16 + n_layers: 16 + mlp_ratio: 8 + weight_tying: false + alibi: false + rope: true + flash_attention: true + attention_dropout: 0.0 + attention_layer_norm: false + include_bias: false + block_type: sequential + layer_norm_type: rms + layer_norm_with_affine: true + bias_for_layer_norm: false + attention_layer_norm_with_affine: false + activation_type: swiglu + residual_dropout: 0.0 + embedding_dropout: 0.0 + max_sequence_length: 4096 + vocab_size: 50280 + embedding_size: 50304 + eos_token_id: 0 + pad_token_id: 1 + init_device: meta + init_fn: normal + init_std: 0.02 + init_cutoff_factor: 3 + +compile: null + +optimizer: + name: adamw + learning_rate: 4.0e-4 + eps: 1.0e-8 + weight_decay: 0.1 + decay_norm_and_bias: true + decay_embeddings: false + betas: + - 0.9 + - 0.95 + metrics_log_interval: 10 + +# Cx1: t_max = 1.3B params * 20 = 26e9 +# Cx2: t_max = 1.3B params * 40 = 52e9 +# Cx3: t_max = 1.3B params * 60 = 78e9 +scheduler: + name: cosine_with_warmup + units: tokens + t_warmup: 8388608000 + t_max: 130e9 + alpha_f: 0.1 + +tokenizer: + identifier: tokenizers/allenai_gpt-neox-olmo-dolma-v1_5.json + truncate_direction: right + +save_folder: runs/${run_name} +remote_save_folder: s3://ai2-llm/checkpoints/OLMoE/${run_name} +save_overwrite: false + +save_interval: 5000 +save_interval_ephemeral: null +save_num_checkpoints_to_keep: -1 +sharded_checkpointer: olmo_core + +save_interval_unsharded: null +save_num_unsharded_checkpoints_to_keep: -1 + +load_path: null + +max_duration: 130e9T +stop_at: 30993 +global_train_batch_size: 1024 +device_train_microbatch_size: 8 + +precision: amp_bf16 +distributed_strategy: fsdp + +fsdp: + wrapping_strategy: by_block + precision: mixed + sharding_strategy: FULL_SHARD + +max_grad_norm: 1.0 +max_grad_norm_ratio: null + +speed_monitor: + window_size: 1 + +eval_interval: 1000 +eval_subset_num_batches: -1 +device_eval_batch_size: ${device_train_microbatch_size} +evaluators: + - label: all-small-ppl-validation + data: + num_workers: 0 + drop_last: true + datasets: + c4_en-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy + dolma_books-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy + dolma_common-crawl-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy + dolma_pes2o-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy + dolma_reddit-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy + dolma_stack-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy + dolma_wiki-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy + ice-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy + m2d2_s2orc-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy + pile-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy + wikitext_103-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy + + ########################## + # Downstream evaluations # + ########################## + - label: piqa + type: downstream + + - label: hellaswag + type: downstream + + - label: winogrande + type: downstream + + - label: openbook_qa + type: downstream + + - label: boolq + type: downstream + + - label: sciq + type: downstream + + - label: arc_easy + type: downstream + + - label: arc_challenge + type: downstream + + - label: copa + type: downstream + + - label: commonsense_qa + type: downstream + + - label: social_iqa + type: downstream + + - label: mmlu_stem_var + type: downstream + + - label: mmlu_humanities_var + type: downstream + + - label: mmlu_social_sciences_var + type: downstream + + - label: mmlu_other_var + type: downstream + + - label: mmlu_stem_mc_5shot + type: downstream + + - label: mmlu_humanities_mc_5shot + type: downstream + + - label: mmlu_social_sciences_mc_5shot + type: downstream + + - label: mmlu_other_mc_5shot + type: downstream + + - label: mmlu_stem_mc_5shot_test + type: downstream + + - label: mmlu_humanities_mc_5shot_test + type: downstream + + - label: mmlu_social_sciences_mc_5shot_test + type: downstream + + - label: mmlu_other_mc_5shot_test + type: downstream + +data: + pad_direction: right + num_workers: 16 + drop_last: true + pin_memory: true + prefetch_factor: 8 + persistent_workers: true + timeout: 0 + instance_filter: + repetition_max_period: 13 + repetition_min_period: 1 + repetition_max_count: 32 + paths: + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy + - 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/weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-125-00001.npy From 412a55e82c7ff6484c0127be47445737861390c2 Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Wed, 3 Jul 2024 17:59:52 -0700 Subject: [PATCH 061/133] reddit --- .../olmo-1b-newhp-newds-cx5-reddit.yml | 1681 +++++++++++++++++ 1 file changed, 1681 insertions(+) create mode 100644 configs/olmoe17/olmo-1b-newhp-newds-cx5-reddit.yml diff --git a/configs/olmoe17/olmo-1b-newhp-newds-cx5-reddit.yml b/configs/olmoe17/olmo-1b-newhp-newds-cx5-reddit.yml new file mode 100644 index 000000000..8a459a47e --- /dev/null +++ b/configs/olmoe17/olmo-1b-newhp-newds-cx5-reddit.yml @@ -0,0 +1,1681 @@ +run_name: ${oc.env:SLURM_JOB_ID} +seed: 6198 +dry_run: false +no_pre_train_checkpoint: true + +wandb: + name: ${run_name} + project: olmoe + group: null + +model: + d_model: 2048 + n_heads: 16 + n_layers: 16 + mlp_ratio: 8 + weight_tying: false + alibi: false + rope: true + flash_attention: true + attention_dropout: 0.0 + attention_layer_norm: false + include_bias: false + block_type: sequential + layer_norm_type: rms + layer_norm_with_affine: true + bias_for_layer_norm: false + attention_layer_norm_with_affine: false + activation_type: swiglu + residual_dropout: 0.0 + embedding_dropout: 0.0 + max_sequence_length: 4096 + vocab_size: 50280 + embedding_size: 50304 + eos_token_id: 0 + pad_token_id: 1 + init_device: meta + init_fn: normal + init_std: 0.02 + init_cutoff_factor: 3 + +compile: null + +optimizer: + name: adamw + learning_rate: 4.0e-4 + eps: 1.0e-8 + weight_decay: 0.1 + decay_norm_and_bias: true + decay_embeddings: false + betas: + - 0.9 + - 0.95 + metrics_log_interval: 10 + +# Cx1: t_max = 1.3B params * 20 = 26e9 +# Cx2: t_max = 1.3B params * 40 = 52e9 +# Cx3: t_max = 1.3B params * 60 = 78e9 +scheduler: + name: cosine_with_warmup + units: tokens + t_warmup: 8388608000 + t_max: 130e9 + alpha_f: 0.1 + +tokenizer: + identifier: tokenizers/allenai_gpt-neox-olmo-dolma-v1_5.json + truncate_direction: right + +save_folder: runs/${run_name} +remote_save_folder: s3://ai2-llm/checkpoints/OLMoE/${run_name} +save_overwrite: false + +save_interval: 5000 +save_interval_ephemeral: null +save_num_checkpoints_to_keep: -1 +sharded_checkpointer: olmo_core + +save_interval_unsharded: null +save_num_unsharded_checkpoints_to_keep: -1 + +load_path: null + +max_duration: 130e9T +stop_at: 30993 +global_train_batch_size: 1024 +device_train_microbatch_size: 8 + +precision: amp_bf16 +distributed_strategy: fsdp + +fsdp: + wrapping_strategy: by_block + precision: mixed + sharding_strategy: FULL_SHARD + +max_grad_norm: 1.0 +max_grad_norm_ratio: null + +speed_monitor: + window_size: 1 + +eval_interval: 1000 +eval_subset_num_batches: -1 +device_eval_batch_size: ${device_train_microbatch_size} +evaluators: + - label: all-small-ppl-validation + data: + num_workers: 0 + drop_last: true + datasets: + c4_en-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy + dolma_books-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy + dolma_common-crawl-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy + dolma_pes2o-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy + dolma_reddit-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy + dolma_stack-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy + dolma_wiki-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy + ice-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy + m2d2_s2orc-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy + pile-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy + wikitext_103-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy + + ########################## + # Downstream evaluations # + ########################## + - label: piqa + type: downstream + + - label: hellaswag + type: downstream + + - label: winogrande + type: downstream + + - label: openbook_qa + type: downstream + + - label: boolq + type: downstream + + - label: sciq + type: downstream + + - label: arc_easy + type: downstream + + - label: arc_challenge + type: downstream + + - label: copa + type: downstream + + - label: commonsense_qa + type: downstream + + - label: social_iqa + type: downstream + + - label: mmlu_stem_var + type: downstream + + - label: mmlu_humanities_var + type: downstream + + - label: mmlu_social_sciences_var + type: downstream + + - label: mmlu_other_var + type: downstream + + - label: mmlu_stem_mc_5shot + type: downstream + + - label: mmlu_humanities_mc_5shot + type: downstream + + - label: mmlu_social_sciences_mc_5shot + type: downstream + + - label: mmlu_other_mc_5shot + type: downstream + + - label: mmlu_stem_mc_5shot_test + type: downstream + + - label: mmlu_humanities_mc_5shot_test + type: downstream + + - label: mmlu_social_sciences_mc_5shot_test + type: downstream + + - label: mmlu_other_mc_5shot_test + type: downstream + +data: + pad_direction: right + num_workers: 16 + drop_last: true + pin_memory: true + prefetch_factor: 8 + persistent_workers: true + timeout: 0 + paths: + - 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/weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/reddit/allenai/gpt-neox-olmo-dolma-v1_5/part-65-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/reddit/allenai/gpt-neox-olmo-dolma-v1_5/part-66-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/reddit/allenai/gpt-neox-olmo-dolma-v1_5/part-67-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/reddit/allenai/gpt-neox-olmo-dolma-v1_5/part-68-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/reddit/allenai/gpt-neox-olmo-dolma-v1_5/part-69-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/reddit/allenai/gpt-neox-olmo-dolma-v1_5/part-70-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/reddit/allenai/gpt-neox-olmo-dolma-v1_5/part-71-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/reddit/allenai/gpt-neox-olmo-dolma-v1_5/part-72-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/reddit/allenai/gpt-neox-olmo-dolma-v1_5/part-73-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/reddit/allenai/gpt-neox-olmo-dolma-v1_5/part-74-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/reddit/allenai/gpt-neox-olmo-dolma-v1_5/part-75-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/reddit/allenai/gpt-neox-olmo-dolma-v1_5/part-76-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/reddit/allenai/gpt-neox-olmo-dolma-v1_5/part-77-00000.npy From 669bba5da56a6ea7d62630588a613ed983b2b28c Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Wed, 3 Jul 2024 18:53:30 -0700 Subject: [PATCH 062/133] flan --- .../olmoe17/olmo-1b-newhp-newds-cx5-flan.yml | 1669 +++++++++++++++++ 1 file changed, 1669 insertions(+) create mode 100644 configs/olmoe17/olmo-1b-newhp-newds-cx5-flan.yml diff --git a/configs/olmoe17/olmo-1b-newhp-newds-cx5-flan.yml b/configs/olmoe17/olmo-1b-newhp-newds-cx5-flan.yml new file mode 100644 index 000000000..4292322f0 --- /dev/null +++ b/configs/olmoe17/olmo-1b-newhp-newds-cx5-flan.yml @@ -0,0 +1,1669 @@ +run_name: ${oc.env:SLURM_JOB_ID} +seed: 6198 +dry_run: false +no_pre_train_checkpoint: true + +wandb: + name: ${run_name} + project: olmoe + group: null + +model: + d_model: 2048 + n_heads: 16 + n_layers: 16 + mlp_ratio: 8 + weight_tying: false + alibi: false + rope: true + flash_attention: true + attention_dropout: 0.0 + attention_layer_norm: false + include_bias: false + block_type: sequential + layer_norm_type: rms + layer_norm_with_affine: true + bias_for_layer_norm: false + attention_layer_norm_with_affine: false + activation_type: swiglu + residual_dropout: 0.0 + embedding_dropout: 0.0 + max_sequence_length: 4096 + vocab_size: 50280 + embedding_size: 50304 + eos_token_id: 0 + pad_token_id: 1 + init_device: meta + init_fn: normal + init_std: 0.02 + init_cutoff_factor: 3 + +compile: null + +optimizer: + name: adamw + learning_rate: 4.0e-4 + eps: 1.0e-8 + weight_decay: 0.1 + decay_norm_and_bias: true + decay_embeddings: false + betas: + - 0.9 + - 0.95 + metrics_log_interval: 10 + +# Cx1: t_max = 1.3B params * 20 = 26e9 +# Cx2: t_max = 1.3B params * 40 = 52e9 +# Cx3: t_max = 1.3B params * 60 = 78e9 +scheduler: + name: cosine_with_warmup + units: tokens + t_warmup: 8388608000 + t_max: 130e9 + alpha_f: 0.1 + +tokenizer: + identifier: tokenizers/allenai_gpt-neox-olmo-dolma-v1_5.json + truncate_direction: right + +save_folder: runs/${run_name} +remote_save_folder: s3://ai2-llm/checkpoints/OLMoE/${run_name} +save_overwrite: false + +save_interval: 5000 +save_interval_ephemeral: null +save_num_checkpoints_to_keep: -1 +sharded_checkpointer: olmo_core + +save_interval_unsharded: null +save_num_unsharded_checkpoints_to_keep: -1 + +load_path: null + +max_duration: 130e9T +stop_at: 30993 +global_train_batch_size: 1024 +device_train_microbatch_size: 8 + +precision: amp_bf16 +distributed_strategy: fsdp + +fsdp: + wrapping_strategy: by_block + precision: mixed + sharding_strategy: FULL_SHARD + +max_grad_norm: 1.0 +max_grad_norm_ratio: null + +speed_monitor: + window_size: 1 + +eval_interval: 1000 +eval_subset_num_batches: -1 +device_eval_batch_size: ${device_train_microbatch_size} +evaluators: + - label: all-small-ppl-validation + data: + num_workers: 0 + drop_last: true + datasets: + c4_en-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy + dolma_books-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy + dolma_common-crawl-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy + dolma_pes2o-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy + dolma_reddit-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy + dolma_stack-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy + dolma_wiki-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy + ice-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy + m2d2_s2orc-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy + pile-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy + wikitext_103-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy + + ########################## + # Downstream evaluations # + ########################## + - label: piqa + type: downstream + + - label: hellaswag + type: downstream + + - label: winogrande + type: downstream + + - label: openbook_qa + type: downstream + + - label: boolq + type: downstream + + - label: sciq + type: downstream + + - label: arc_easy + type: downstream + + - label: arc_challenge + type: downstream + + - label: copa + type: downstream + + - label: commonsense_qa + type: downstream + + - label: social_iqa + type: downstream + + - label: mmlu_stem_var + type: downstream + + - label: mmlu_humanities_var + type: downstream + + - label: mmlu_social_sciences_var + type: downstream + + - label: mmlu_other_var + type: downstream + + - label: mmlu_stem_mc_5shot + type: downstream + + - label: mmlu_humanities_mc_5shot + type: downstream + + - label: mmlu_social_sciences_mc_5shot + type: downstream + + - label: mmlu_other_mc_5shot + type: downstream + + - label: mmlu_stem_mc_5shot_test + type: downstream + + - label: mmlu_humanities_mc_5shot_test + type: downstream + + - label: mmlu_social_sciences_mc_5shot_test + type: downstream + + - label: mmlu_other_mc_5shot_test + type: downstream + +data: + pad_direction: right + num_workers: 16 + drop_last: true + pin_memory: true + prefetch_factor: 8 + persistent_workers: true + timeout: 0 + paths: + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy + - 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.../olmoe-8x1b-newhp-newds-cx5-fine.yml | 1606 +++++++++++++++++ 1 file changed, 1606 insertions(+) create mode 100644 configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-fine.yml diff --git a/configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-fine.yml b/configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-fine.yml new file mode 100644 index 000000000..c36e490ba --- /dev/null +++ b/configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-fine.yml @@ -0,0 +1,1606 @@ +run_name: ${oc.env:SLURM_JOB_ID} +seed: 6198 +dry_run: false +no_pre_train_checkpoint: true + +wandb: + name: ${run_name} + project: olmoe + group: null + +model: + d_model: 2048 + n_heads: 16 + n_layers: 16 + mlp_ratio: 2 + weight_tying: false + alibi: false + rope: true + flash_attention: true + attention_dropout: 0.0 + attention_layer_norm: false + include_bias: false + block_type: moe + layer_norm_type: rms + layer_norm_with_affine: true + bias_for_layer_norm: false + attention_layer_norm_with_affine: false + activation_type: swiglu + residual_dropout: 0.0 + embedding_dropout: 0.0 + max_sequence_length: 4096 + vocab_size: 50280 + embedding_size: 50304 + eos_token_id: 0 + pad_token_id: 1 + init_device: meta + init_fn: normal + init_std: 0.02 + init_cutoff_factor: 3 + moe_top_k: 4 + moe_num_experts: 32 + moe_dropless: true + moe_mlp_impl: sparse + moe_zloss_weight: 0.001 + moe_loss_weight: 0.01 + +compile: null + +optimizer: + name: adamw + learning_rate: 4.0e-4 + eps: 1.0e-8 + weight_decay: 0.1 + decay_norm_and_bias: true + decay_embeddings: true + betas: + - 0.9 + - 0.95 + metrics_log_interval: 10 + +scheduler: + name: cosine_with_warmup + units: tokens + t_warmup: 8388608000 + t_max: 130e9 + alpha_f: 0.1 + +tokenizer: + identifier: tokenizers/allenai_gpt-neox-olmo-dolma-v1_5.json + truncate_direction: right + +save_folder: runs/${run_name} +remote_save_folder: s3://ai2-llm/checkpoints/OLMoE/${run_name} +save_overwrite: false + +save_interval: 5000 +save_interval_ephemeral: null +save_num_checkpoints_to_keep: -1 +sharded_checkpointer: olmo_core + +save_interval_unsharded: null +save_num_unsharded_checkpoints_to_keep: -1 + +load_path: null + +max_duration: 130e9T +stop_at: 30993 +global_train_batch_size: 1024 +device_train_microbatch_size: 8 + +precision: amp_bf16 +distributed_strategy: fsdp + +fsdp: + wrapping_strategy: by_block + precision: mixed + sharding_strategy: FULL_SHARD + +max_grad_norm: 1.0 +max_grad_norm_ratio: null + +speed_monitor: + window_size: 1 + +eval_interval: 1000 +eval_subset_num_batches: -1 +device_eval_batch_size: ${device_train_microbatch_size} +evaluators: + - label: all-small-ppl-validation + data: + num_workers: 0 + drop_last: true + datasets: + c4_en-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy + dolma_books-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy + dolma_common-crawl-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy + dolma_pes2o-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy + dolma_reddit-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy + dolma_stack-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy + dolma_wiki-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy + ice-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy + m2d2_s2orc-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy + pile-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy + wikitext_103-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy + + ########################## + # Downstream evaluations # + ########################## + - label: piqa + type: downstream + + - label: hellaswag + type: downstream + + - label: winogrande + type: downstream + + - label: openbook_qa + type: downstream + + - label: boolq + type: downstream + + - label: sciq + type: downstream + + - label: arc_easy + type: downstream + + - label: arc_challenge + type: downstream + + - label: copa + type: downstream + + - label: commonsense_qa + type: downstream + + - label: social_iqa + type: downstream + + - label: mmlu_stem_var + type: downstream + + - label: mmlu_humanities_var + type: downstream + + - label: mmlu_social_sciences_var + type: downstream + + - label: mmlu_other_var + type: downstream + + - label: mmlu_stem_mc_5shot + type: downstream + + - label: mmlu_humanities_mc_5shot + type: downstream + + - label: mmlu_social_sciences_mc_5shot + type: downstream + + - label: mmlu_other_mc_5shot + type: downstream + + - label: mmlu_stem_mc_5shot_test + type: downstream + + - label: mmlu_humanities_mc_5shot_test + type: downstream + + - label: mmlu_social_sciences_mc_5shot_test + type: downstream + + - label: mmlu_other_mc_5shot_test + type: downstream + +data: + pad_direction: right + num_workers: 16 + drop_last: true + pin_memory: true + prefetch_factor: 8 + persistent_workers: true + timeout: 0 + paths: + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy + - 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/weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-105-00004.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-177-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-181-00002.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-100-00003.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-173-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-172-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-098-00001.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-125-00001.npy From 3c975190b07764f36cc7e1739cfb660ccebf278a Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Wed, 3 Jul 2024 19:31:50 -0700 Subject: [PATCH 064/133] indent --- configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-fine.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-fine.yml b/configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-fine.yml index c36e490ba..4f2b445b1 100644 --- a/configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-fine.yml +++ b/configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-fine.yml @@ -130,7 +130,7 @@ evaluators: m2d2_s2orc-validation: - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy pile-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy wikitext_103-validation: - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy From 6e08b091d7e0ae244fac1cf85ca4317f0c37a69b Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Thu, 4 Jul 2024 11:30:49 -0700 Subject: [PATCH 065/133] Add conf --- .../olmoe17/olmoe-8x1b-newhp-newds-cx5-k2.yml | 1606 +++++++++++++++++ 1 file changed, 1606 insertions(+) create mode 100644 configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-k2.yml diff --git a/configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-k2.yml b/configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-k2.yml new file mode 100644 index 000000000..eac3ef0b2 --- /dev/null +++ b/configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-k2.yml @@ -0,0 +1,1606 @@ +run_name: ${oc.env:SLURM_JOB_ID} +seed: 6198 +dry_run: false +no_pre_train_checkpoint: true + +wandb: + name: ${run_name} + project: olmoe + group: null + +model: + d_model: 2048 + n_heads: 16 + n_layers: 16 + mlp_ratio: 8 + weight_tying: false + alibi: false + rope: true + flash_attention: true + attention_dropout: 0.0 + attention_layer_norm: false + include_bias: false + block_type: moe + layer_norm_type: rms + layer_norm_with_affine: true + bias_for_layer_norm: false + attention_layer_norm_with_affine: false + activation_type: swiglu + residual_dropout: 0.0 + embedding_dropout: 0.0 + max_sequence_length: 4096 + vocab_size: 50280 + embedding_size: 50304 + eos_token_id: 0 + pad_token_id: 1 + init_device: meta + init_fn: normal + init_std: 0.02 + init_cutoff_factor: 3 + moe_top_k: 2 + moe_num_experts: 8 + moe_dropless: true + moe_mlp_impl: sparse + moe_zloss_weight: 0.001 + moe_loss_weight: 0.01 + +compile: null + +optimizer: + name: adamw + learning_rate: 4.0e-4 + eps: 1.0e-8 + weight_decay: 0.1 + decay_norm_and_bias: true + decay_embeddings: true + betas: + - 0.9 + - 0.95 + metrics_log_interval: 10 + +scheduler: + name: cosine_with_warmup + units: tokens + t_warmup: 8388608000 + t_max: 130e9 + alpha_f: 0.1 + +tokenizer: + identifier: tokenizers/allenai_gpt-neox-olmo-dolma-v1_5.json + truncate_direction: right + +save_folder: runs/${run_name} +remote_save_folder: s3://ai2-llm/checkpoints/OLMoE/${run_name} +save_overwrite: false + +save_interval: 5000 +save_interval_ephemeral: null +save_num_checkpoints_to_keep: -1 +sharded_checkpointer: olmo_core + +save_interval_unsharded: null +save_num_unsharded_checkpoints_to_keep: -1 + +load_path: null + +max_duration: 130e9T +stop_at: 30993 +global_train_batch_size: 1024 +device_train_microbatch_size: 8 + +precision: amp_bf16 +distributed_strategy: fsdp + +fsdp: + wrapping_strategy: by_block + precision: mixed + sharding_strategy: FULL_SHARD + +max_grad_norm: 1.0 +max_grad_norm_ratio: null + +speed_monitor: + window_size: 1 + +eval_interval: 1000 +eval_subset_num_batches: -1 +device_eval_batch_size: ${device_train_microbatch_size} +evaluators: + - label: all-small-ppl-validation + data: + num_workers: 0 + drop_last: true + datasets: + c4_en-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy + dolma_books-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy + dolma_common-crawl-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy + dolma_pes2o-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy + dolma_reddit-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy + dolma_stack-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy + dolma_wiki-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy + ice-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy + m2d2_s2orc-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy + pile-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy + wikitext_103-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy + + ########################## + # Downstream evaluations # + ########################## + - label: piqa + type: downstream + + - label: hellaswag + type: downstream + + - label: winogrande + type: downstream + + - label: openbook_qa + type: downstream + + - label: boolq + type: downstream + + - label: sciq + type: downstream + + - label: arc_easy + type: downstream + + - label: arc_challenge + type: downstream + + - label: copa + type: downstream + + - label: commonsense_qa + type: downstream + + - label: social_iqa + type: downstream + + - label: mmlu_stem_var + type: downstream + + - label: mmlu_humanities_var + type: downstream + + - label: mmlu_social_sciences_var + type: downstream + + - label: mmlu_other_var + type: downstream + + - label: mmlu_stem_mc_5shot + type: downstream + + - label: mmlu_humanities_mc_5shot + type: downstream + + - label: mmlu_social_sciences_mc_5shot + type: downstream + + - label: mmlu_other_mc_5shot + type: downstream + + - label: mmlu_stem_mc_5shot_test + type: downstream + + - label: mmlu_humanities_mc_5shot_test + type: downstream + + - label: mmlu_social_sciences_mc_5shot_test + type: downstream + + - label: mmlu_other_mc_5shot_test + type: downstream + +data: + pad_direction: right + num_workers: 16 + drop_last: true + pin_memory: true + prefetch_factor: 8 + persistent_workers: true + timeout: 0 + paths: + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy + - 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/weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-076-00002.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-095-00001.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-137-00002.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-001-00002.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-086-00004.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-149-00004.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-031-00001.npy + - 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/weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-173-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-172-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-098-00001.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-125-00001.npy From 1a6a2e22a976bcdb9834dc727bdfff1de75a7a09 Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Thu, 4 Jul 2024 20:53:26 -0700 Subject: [PATCH 066/133] Conf --- .../olmoe-8x1b-newhp-newds-cx5-k2-fine.yml | 1606 +++++++++++++++++ 1 file changed, 1606 insertions(+) create mode 100644 configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-k2-fine.yml diff --git a/configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-k2-fine.yml b/configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-k2-fine.yml new file mode 100644 index 000000000..c6586664f --- /dev/null +++ b/configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-k2-fine.yml @@ -0,0 +1,1606 @@ +run_name: ${oc.env:SLURM_JOB_ID} +seed: 6198 +dry_run: false +no_pre_train_checkpoint: true + +wandb: + name: ${run_name} + project: olmoe + group: null + +model: + d_model: 2048 + n_heads: 16 + n_layers: 16 + mlp_ratio: 2 + weight_tying: false + alibi: false + rope: true + flash_attention: true + attention_dropout: 0.0 + attention_layer_norm: false + include_bias: false + block_type: moe + layer_norm_type: rms + layer_norm_with_affine: true + bias_for_layer_norm: false + attention_layer_norm_with_affine: false + activation_type: swiglu + residual_dropout: 0.0 + embedding_dropout: 0.0 + max_sequence_length: 4096 + vocab_size: 50280 + embedding_size: 50304 + eos_token_id: 0 + pad_token_id: 1 + init_device: meta + init_fn: normal + init_std: 0.02 + init_cutoff_factor: 3 + moe_top_k: 8 + moe_num_experts: 32 + moe_dropless: true + moe_mlp_impl: sparse + moe_zloss_weight: 0.001 + moe_loss_weight: 0.01 + +compile: null + +optimizer: + name: adamw + learning_rate: 4.0e-4 + eps: 1.0e-8 + weight_decay: 0.1 + decay_norm_and_bias: true + decay_embeddings: true + betas: + - 0.9 + - 0.95 + metrics_log_interval: 10 + +scheduler: + name: cosine_with_warmup + units: tokens + t_warmup: 8388608000 + t_max: 130e9 + alpha_f: 0.1 + +tokenizer: + identifier: tokenizers/allenai_gpt-neox-olmo-dolma-v1_5.json + truncate_direction: right + +save_folder: runs/${run_name} +remote_save_folder: s3://ai2-llm/checkpoints/OLMoE/${run_name} +save_overwrite: false + +save_interval: 5000 +save_interval_ephemeral: null +save_num_checkpoints_to_keep: -1 +sharded_checkpointer: olmo_core + +save_interval_unsharded: null +save_num_unsharded_checkpoints_to_keep: -1 + +load_path: null + +max_duration: 130e9T +stop_at: 30993 +global_train_batch_size: 1024 +device_train_microbatch_size: 8 + +precision: amp_bf16 +distributed_strategy: fsdp + +fsdp: + wrapping_strategy: by_block + precision: mixed + sharding_strategy: FULL_SHARD + +max_grad_norm: 1.0 +max_grad_norm_ratio: null + +speed_monitor: + window_size: 1 + +eval_interval: 1000 +eval_subset_num_batches: -1 +device_eval_batch_size: ${device_train_microbatch_size} +evaluators: + - label: all-small-ppl-validation + data: + num_workers: 0 + drop_last: true + datasets: + c4_en-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy + dolma_books-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy + dolma_common-crawl-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy + dolma_pes2o-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy + dolma_reddit-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy + dolma_stack-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy + dolma_wiki-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy + ice-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy + m2d2_s2orc-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy + pile-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy + wikitext_103-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy + + ########################## + # Downstream evaluations # + ########################## + - label: piqa + type: downstream + + - label: hellaswag + type: downstream + + - label: winogrande + type: downstream + + - label: openbook_qa + type: downstream + + - label: boolq + type: downstream + + - label: sciq + type: downstream + + - label: arc_easy + type: downstream + + - label: arc_challenge + type: downstream + + - label: copa + type: downstream + + - label: commonsense_qa + type: downstream + + - label: social_iqa + type: downstream + + - label: mmlu_stem_var + type: downstream + + - label: mmlu_humanities_var + type: downstream + + - label: mmlu_social_sciences_var + type: downstream + + - label: mmlu_other_var + type: downstream + + - label: mmlu_stem_mc_5shot + type: downstream + + - label: mmlu_humanities_mc_5shot + type: downstream + + - label: mmlu_social_sciences_mc_5shot + type: downstream + + - label: mmlu_other_mc_5shot + type: downstream + + - label: mmlu_stem_mc_5shot_test + type: downstream + + - label: mmlu_humanities_mc_5shot_test + type: downstream + + - label: mmlu_social_sciences_mc_5shot_test + type: downstream + + - label: mmlu_other_mc_5shot_test + type: downstream + +data: + pad_direction: right + 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/weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-007-00004.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-161-00001.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-166-00004.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-008-00004.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-175-00003.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-020-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-139-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-021-00002.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-152-00002.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-025-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-042-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-141-00003.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-023-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-058-00003.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-122-00001.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-022-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-076-00002.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-095-00001.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-137-00002.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-001-00002.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-086-00004.npy + - 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/weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-181-00002.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-100-00003.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-173-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-172-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-098-00001.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-125-00001.npy From 103e4503cca36f157751afe46767c500a4bcd36e Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Fri, 5 Jul 2024 08:21:13 -0700 Subject: [PATCH 067/133] Add shared --- ...olmoe-8x1b-newhp-newds-cx5-fine-shared.yml | 1607 +++++++++++++++++ 1 file changed, 1607 insertions(+) create mode 100644 configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-fine-shared.yml diff --git a/configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-fine-shared.yml b/configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-fine-shared.yml new file mode 100644 index 000000000..3c26030ad --- /dev/null +++ b/configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-fine-shared.yml @@ -0,0 +1,1607 @@ +run_name: ${oc.env:SLURM_JOB_ID} +seed: 6198 +dry_run: false +no_pre_train_checkpoint: true + +wandb: + name: ${run_name} + project: olmoe + group: null + +model: + d_model: 2048 + n_heads: 16 + n_layers: 16 + mlp_ratio: 2 + weight_tying: false + alibi: false + rope: true + flash_attention: true + attention_dropout: 0.0 + attention_layer_norm: false + include_bias: false + block_type: moe + layer_norm_type: rms + layer_norm_with_affine: true + bias_for_layer_norm: false + attention_layer_norm_with_affine: false + activation_type: swiglu + residual_dropout: 0.0 + embedding_dropout: 0.0 + max_sequence_length: 4096 + vocab_size: 50280 + embedding_size: 50304 + eos_token_id: 0 + pad_token_id: 1 + init_device: meta + init_fn: normal + init_std: 0.02 + init_cutoff_factor: 3 + moe_top_k: 3 + moe_shared_expert: true + moe_num_experts: 32 + moe_dropless: true + moe_mlp_impl: sparse + moe_zloss_weight: 0.001 + moe_loss_weight: 0.01 + +compile: null + +optimizer: + name: adamw + learning_rate: 4.0e-4 + eps: 1.0e-8 + weight_decay: 0.1 + decay_norm_and_bias: true + decay_embeddings: true + betas: + - 0.9 + - 0.95 + metrics_log_interval: 10 + +scheduler: + name: cosine_with_warmup + units: tokens + t_warmup: 8388608000 + t_max: 130e9 + alpha_f: 0.1 + +tokenizer: + identifier: tokenizers/allenai_gpt-neox-olmo-dolma-v1_5.json + truncate_direction: right + +save_folder: runs/${run_name} +remote_save_folder: s3://ai2-llm/checkpoints/OLMoE/${run_name} +save_overwrite: false + +save_interval: 5000 +save_interval_ephemeral: null +save_num_checkpoints_to_keep: -1 +sharded_checkpointer: olmo_core + +save_interval_unsharded: null +save_num_unsharded_checkpoints_to_keep: -1 + +load_path: null + +max_duration: 130e9T +stop_at: 30993 +global_train_batch_size: 1024 +device_train_microbatch_size: 8 + +precision: amp_bf16 +distributed_strategy: fsdp + +fsdp: + wrapping_strategy: by_block + precision: mixed + sharding_strategy: FULL_SHARD + +max_grad_norm: 1.0 +max_grad_norm_ratio: null + +speed_monitor: + window_size: 1 + +eval_interval: 1000 +eval_subset_num_batches: -1 +device_eval_batch_size: ${device_train_microbatch_size} +evaluators: + - label: all-small-ppl-validation + data: + num_workers: 0 + drop_last: true + datasets: + c4_en-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy + dolma_books-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy + dolma_common-crawl-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy + dolma_pes2o-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy + dolma_reddit-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy + dolma_stack-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy + dolma_wiki-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy + ice-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy + m2d2_s2orc-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy + pile-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy + wikitext_103-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy + + ########################## + # Downstream evaluations # + ########################## + - label: piqa + type: downstream + + - label: hellaswag + type: downstream + + - label: winogrande + type: downstream + + - label: openbook_qa + type: downstream + + - label: boolq + type: downstream + + - label: sciq + type: downstream + + - label: arc_easy + type: downstream + + - label: arc_challenge + type: downstream + + - label: copa + type: downstream + + - label: commonsense_qa + type: downstream + + - label: social_iqa + type: downstream + + - label: mmlu_stem_var + type: downstream + + - label: mmlu_humanities_var + type: downstream + + - label: mmlu_social_sciences_var + type: downstream + + - label: mmlu_other_var + type: downstream + + - label: mmlu_stem_mc_5shot + type: downstream + + - label: mmlu_humanities_mc_5shot + type: downstream + + - label: mmlu_social_sciences_mc_5shot + type: downstream + + - label: mmlu_other_mc_5shot + type: downstream + + - label: mmlu_stem_mc_5shot_test + type: downstream + + - label: mmlu_humanities_mc_5shot_test + type: downstream + + - label: mmlu_social_sciences_mc_5shot_test + type: downstream + + - label: mmlu_other_mc_5shot_test + type: downstream + +data: + pad_direction: right + num_workers: 16 + drop_last: true + pin_memory: true + prefetch_factor: 8 + persistent_workers: true + timeout: 0 + paths: + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy + - 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/weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-098-00001.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-125-00001.npy From 48b6c14fd261314f387ede19fb36fb4f9e3b82a1 Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Fri, 5 Jul 2024 10:32:06 -0700 Subject: [PATCH 068/133] Add --- .../olmoe-8x1b-newhp-newds-cx5-fine05.yml | 1606 +++++++++++++++++ 1 file changed, 1606 insertions(+) create mode 100644 configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-fine05.yml diff --git a/configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-fine05.yml b/configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-fine05.yml new file mode 100644 index 000000000..b6701f74d --- /dev/null +++ b/configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-fine05.yml @@ -0,0 +1,1606 @@ +run_name: ${oc.env:SLURM_JOB_ID} +seed: 6198 +dry_run: false +no_pre_train_checkpoint: true + +wandb: + name: ${run_name} + project: olmoe + group: null + +model: + d_model: 2048 + n_heads: 16 + n_layers: 16 + mlp_hidden_size: 1024 + weight_tying: false + alibi: false + rope: true + flash_attention: true + attention_dropout: 0.0 + attention_layer_norm: false + include_bias: false + block_type: moe + layer_norm_type: rms + layer_norm_with_affine: true + bias_for_layer_norm: false + attention_layer_norm_with_affine: false + activation_type: swiglu + residual_dropout: 0.0 + embedding_dropout: 0.0 + max_sequence_length: 4096 + vocab_size: 50280 + embedding_size: 50304 + eos_token_id: 0 + pad_token_id: 1 + init_device: meta + init_fn: normal + init_std: 0.02 + init_cutoff_factor: 3 + moe_top_k: 16 + moe_num_experts: 128 + moe_dropless: true + moe_mlp_impl: sparse + moe_zloss_weight: 0.001 + moe_loss_weight: 0.01 + +compile: null + +optimizer: + name: adamw + learning_rate: 4.0e-4 + eps: 1.0e-8 + weight_decay: 0.1 + decay_norm_and_bias: true + decay_embeddings: true + betas: + - 0.9 + - 0.95 + metrics_log_interval: 10 + +scheduler: + name: cosine_with_warmup + units: tokens + t_warmup: 8388608000 + t_max: 130e9 + alpha_f: 0.1 + +tokenizer: + identifier: tokenizers/allenai_gpt-neox-olmo-dolma-v1_5.json + truncate_direction: right + +save_folder: runs/${run_name} +remote_save_folder: s3://ai2-llm/checkpoints/OLMoE/${run_name} +save_overwrite: false + +save_interval: 5000 +save_interval_ephemeral: null +save_num_checkpoints_to_keep: -1 +sharded_checkpointer: olmo_core + +save_interval_unsharded: null +save_num_unsharded_checkpoints_to_keep: -1 + +load_path: null + +max_duration: 130e9T +stop_at: 30993 +global_train_batch_size: 1024 +device_train_microbatch_size: 8 + +precision: amp_bf16 +distributed_strategy: fsdp + +fsdp: + wrapping_strategy: by_block + precision: mixed + sharding_strategy: FULL_SHARD + +max_grad_norm: 1.0 +max_grad_norm_ratio: null + +speed_monitor: + window_size: 1 + +eval_interval: 1000 +eval_subset_num_batches: -1 +device_eval_batch_size: ${device_train_microbatch_size} +evaluators: + - label: all-small-ppl-validation + data: + num_workers: 0 + drop_last: true + datasets: + c4_en-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy + dolma_books-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy + dolma_common-crawl-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy + dolma_pes2o-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy + dolma_reddit-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy + dolma_stack-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy + dolma_wiki-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy + ice-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy + m2d2_s2orc-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy + pile-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy + wikitext_103-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy + + ########################## + # Downstream evaluations # + ########################## + - label: piqa + type: downstream + + - label: hellaswag + type: downstream + + - label: winogrande + type: downstream + + - label: openbook_qa + type: downstream + + - label: boolq + type: downstream + + - label: sciq + type: downstream + + - label: arc_easy + type: downstream + + - label: arc_challenge + type: downstream + + - label: copa + type: downstream + + - label: commonsense_qa + type: downstream + + - label: social_iqa + type: downstream + + - label: mmlu_stem_var + type: downstream + + - label: mmlu_humanities_var + type: downstream + + - label: mmlu_social_sciences_var + type: downstream + + - label: mmlu_other_var + type: downstream + + - label: mmlu_stem_mc_5shot + type: downstream + + - label: mmlu_humanities_mc_5shot + type: downstream + + - label: mmlu_social_sciences_mc_5shot + type: downstream + + - label: mmlu_other_mc_5shot + type: downstream + + - label: mmlu_stem_mc_5shot_test + type: downstream + + - label: mmlu_humanities_mc_5shot_test + type: downstream + + - label: mmlu_social_sciences_mc_5shot_test + type: downstream + + - label: mmlu_other_mc_5shot_test + type: downstream + +data: + pad_direction: right + num_workers: 16 + drop_last: true + pin_memory: true + prefetch_factor: 8 + persistent_workers: true + timeout: 0 + paths: + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy + - 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/weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-173-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-172-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-098-00001.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-125-00001.npy From 8a387facf820af75e91155a001ee88ec20463ef6 Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Fri, 5 Jul 2024 11:22:46 -0700 Subject: [PATCH 069/133] Add conf --- .../olmoe-8x1b-newhp-newds-cx5-fine1.yml | 1606 +++++++++++++++++ 1 file changed, 1606 insertions(+) create mode 100644 configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-fine1.yml diff --git a/configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-fine1.yml b/configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-fine1.yml new file mode 100644 index 000000000..f4f1e7752 --- /dev/null +++ b/configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-fine1.yml @@ -0,0 +1,1606 @@ +run_name: ${oc.env:SLURM_JOB_ID} +seed: 6198 +dry_run: false +no_pre_train_checkpoint: true + +wandb: + name: ${run_name} + project: olmoe + group: null + +model: + d_model: 2048 + n_heads: 16 + n_layers: 16 + mlp_ratio: 1 + weight_tying: false + alibi: false + rope: true + flash_attention: true + attention_dropout: 0.0 + attention_layer_norm: false + include_bias: false + block_type: moe + layer_norm_type: rms + layer_norm_with_affine: true + bias_for_layer_norm: false + attention_layer_norm_with_affine: false + activation_type: swiglu + residual_dropout: 0.0 + embedding_dropout: 0.0 + max_sequence_length: 4096 + vocab_size: 50280 + embedding_size: 50304 + eos_token_id: 0 + pad_token_id: 1 + init_device: meta + init_fn: normal + init_std: 0.02 + init_cutoff_factor: 3 + moe_top_k: 8 + moe_num_experts: 64 + moe_dropless: true + moe_mlp_impl: sparse + moe_zloss_weight: 0.001 + moe_loss_weight: 0.01 + +compile: null + +optimizer: + name: adamw + learning_rate: 4.0e-4 + eps: 1.0e-8 + weight_decay: 0.1 + decay_norm_and_bias: true + decay_embeddings: true + betas: + - 0.9 + - 0.95 + metrics_log_interval: 10 + +scheduler: + name: cosine_with_warmup + units: tokens + t_warmup: 8388608000 + t_max: 130e9 + alpha_f: 0.1 + +tokenizer: + identifier: tokenizers/allenai_gpt-neox-olmo-dolma-v1_5.json + truncate_direction: right + +save_folder: runs/${run_name} +remote_save_folder: s3://ai2-llm/checkpoints/OLMoE/${run_name} +save_overwrite: false + +save_interval: 5000 +save_interval_ephemeral: null +save_num_checkpoints_to_keep: -1 +sharded_checkpointer: olmo_core + +save_interval_unsharded: null +save_num_unsharded_checkpoints_to_keep: -1 + +load_path: null + +max_duration: 130e9T +stop_at: 30993 +global_train_batch_size: 1024 +device_train_microbatch_size: 8 + +precision: amp_bf16 +distributed_strategy: fsdp + +fsdp: + wrapping_strategy: by_block + precision: mixed + sharding_strategy: FULL_SHARD + +max_grad_norm: 1.0 +max_grad_norm_ratio: null + +speed_monitor: + window_size: 1 + +eval_interval: 1000 +eval_subset_num_batches: -1 +device_eval_batch_size: ${device_train_microbatch_size} +evaluators: + - label: all-small-ppl-validation + data: + num_workers: 0 + drop_last: true + datasets: + c4_en-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy + dolma_books-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy + dolma_common-crawl-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy + dolma_pes2o-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy + dolma_reddit-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy + dolma_stack-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy + dolma_wiki-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy + ice-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy + m2d2_s2orc-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy + pile-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy + wikitext_103-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy + + ########################## + # Downstream evaluations # + ########################## + - label: piqa + type: downstream + + - label: hellaswag + type: downstream + + - label: winogrande + type: downstream + + - label: openbook_qa + type: downstream + + - label: boolq + type: downstream + + - label: sciq + type: downstream + + - label: arc_easy + type: downstream + + - label: arc_challenge + type: downstream + + - label: copa + type: downstream + + - label: commonsense_qa + type: downstream + + - label: social_iqa + type: downstream + + - label: mmlu_stem_var + type: downstream + + - label: mmlu_humanities_var + type: downstream + + - label: mmlu_social_sciences_var + type: downstream + + - label: mmlu_other_var + type: downstream + + - label: mmlu_stem_mc_5shot + type: downstream + + - label: mmlu_humanities_mc_5shot + type: downstream + + - label: mmlu_social_sciences_mc_5shot + type: downstream + + - label: mmlu_other_mc_5shot + type: downstream + + - label: mmlu_stem_mc_5shot_test + type: downstream + + - label: mmlu_humanities_mc_5shot_test + type: downstream + + - label: mmlu_social_sciences_mc_5shot_test + type: downstream + + - label: mmlu_other_mc_5shot_test + type: downstream + +data: + pad_direction: right + 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Add conf --- .../olmoe-8x1b-newhp-newds-cx5-k2-fine-s3.yml | 1606 +++++++++++++++++ 1 file changed, 1606 insertions(+) create mode 100644 configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-k2-fine-s3.yml diff --git a/configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-k2-fine-s3.yml b/configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-k2-fine-s3.yml new file mode 100644 index 000000000..212e03977 --- /dev/null +++ b/configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-k2-fine-s3.yml @@ -0,0 +1,1606 @@ +run_name: ${oc.env:SLURM_JOB_ID} +seed: 6198 +dry_run: false +no_pre_train_checkpoint: true + +wandb: + name: ${run_name} + project: olmoe + group: null + +model: + d_model: 2048 + n_heads: 16 + n_layers: 16 + mlp_ratio: 2 + weight_tying: false + alibi: false + rope: true + flash_attention: true + attention_dropout: 0.0 + attention_layer_norm: false + include_bias: false + block_type: moe + layer_norm_type: rms + layer_norm_with_affine: true + bias_for_layer_norm: false + attention_layer_norm_with_affine: false + activation_type: swiglu + residual_dropout: 0.0 + embedding_dropout: 0.0 + max_sequence_length: 4096 + vocab_size: 50280 + embedding_size: 50304 + eos_token_id: 0 + pad_token_id: 1 + init_device: meta + init_fn: normal + init_std: 0.02 + init_cutoff_factor: 3 + moe_top_k: 8 + moe_num_experts: 32 + moe_dropless: true + moe_mlp_impl: sparse + moe_zloss_weight: 0.001 + moe_loss_weight: 0.01 + +compile: null + +optimizer: + name: adamw + learning_rate: 4.0e-4 + eps: 1.0e-8 + weight_decay: 0.1 + decay_norm_and_bias: true + decay_embeddings: true + betas: + - 0.9 + - 0.95 + metrics_log_interval: 10 + +scheduler: + name: cosine_with_warmup + units: tokens + t_warmup: 8388608000 + t_max: 130e9 + alpha_f: 0.1 + +tokenizer: + identifier: tokenizers/allenai_gpt-neox-olmo-dolma-v1_5.json + truncate_direction: right + +save_folder: runs/${run_name} +remote_save_folder: s3://ai2-llm/checkpoints/OLMoE/${run_name} +save_overwrite: false + +save_interval: 5000 +save_interval_ephemeral: null +save_num_checkpoints_to_keep: -1 +sharded_checkpointer: olmo_core + +save_interval_unsharded: null +save_num_unsharded_checkpoints_to_keep: -1 + +load_path: null + +max_duration: 130e9T +stop_at: 30993 +global_train_batch_size: 1024 +device_train_microbatch_size: 8 + +precision: amp_bf16 +distributed_strategy: fsdp + +fsdp: + wrapping_strategy: by_block + precision: mixed + sharding_strategy: FULL_SHARD + +max_grad_norm: 1.0 +max_grad_norm_ratio: null + +speed_monitor: + window_size: 1 + +eval_interval: 1000 +eval_subset_num_batches: -1 +device_eval_batch_size: ${device_train_microbatch_size} +evaluators: + - label: all-small-ppl-validation + data: + num_workers: 0 + drop_last: true + datasets: + c4_en-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy + dolma_books-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy + dolma_common-crawl-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy + dolma_pes2o-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy + dolma_reddit-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy + dolma_stack-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy + dolma_wiki-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy + ice-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy + m2d2_s2orc-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy + pile-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy + wikitext_103-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy + + ########################## + # Downstream evaluations # + ########################## + - label: piqa + type: downstream + + - label: hellaswag + type: downstream + + - label: winogrande + type: downstream + + - label: openbook_qa + type: downstream + + - label: boolq + type: downstream + + - label: sciq + type: downstream + + - label: arc_easy + type: downstream + + - label: arc_challenge + type: downstream + + - label: copa + type: downstream + + - label: commonsense_qa + type: downstream + + - label: social_iqa + type: downstream + + - label: mmlu_stem_var + type: downstream + + - label: mmlu_humanities_var + type: downstream + + - label: mmlu_social_sciences_var + type: downstream + + - label: mmlu_other_var + type: downstream + + - label: mmlu_stem_mc_5shot + type: downstream + + - label: mmlu_humanities_mc_5shot + type: downstream + + - label: mmlu_social_sciences_mc_5shot + type: downstream + + - label: mmlu_other_mc_5shot + type: downstream + + - label: mmlu_stem_mc_5shot_test + type: downstream + + - label: mmlu_humanities_mc_5shot_test + type: downstream + + - label: mmlu_social_sciences_mc_5shot_test + type: downstream + + - label: mmlu_other_mc_5shot_test + type: downstream + +data: + pad_direction: right + num_workers: 16 + drop_last: true + pin_memory: true + prefetch_factor: 8 + persistent_workers: true + timeout: 0 + paths: + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy + - 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53091370350d6841ecb7c15ed7c775d350ba759c Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Sat, 6 Jul 2024 02:04:21 -0700 Subject: [PATCH 071/133] Add conf --- .../olmoe17/olmoe-8x1b-newhp-newds-final.yml | 1494 +++++++++++++++++ 1 file changed, 1494 insertions(+) create mode 100644 configs/olmoe17/olmoe-8x1b-newhp-newds-final.yml diff --git a/configs/olmoe17/olmoe-8x1b-newhp-newds-final.yml b/configs/olmoe17/olmoe-8x1b-newhp-newds-final.yml new file mode 100644 index 000000000..aba87b2c0 --- /dev/null +++ b/configs/olmoe17/olmoe-8x1b-newhp-newds-final.yml @@ -0,0 +1,1494 @@ +run_name: ${oc.env:SLURM_JOB_ID} +seed: 6198 +dry_run: false +no_pre_train_checkpoint: true + +wandb: + name: ${run_name} + project: olmoe + group: null + +model: + d_model: 2048 + n_heads: 16 + n_layers: 16 + mlp_ratio: 1 + weight_tying: false + alibi: false + rope: true + flash_attention: true + attention_dropout: 0.0 + attention_layer_norm: false + include_bias: false + block_type: moe + layer_norm_type: rms + layer_norm_with_affine: true + bias_for_layer_norm: false + attention_layer_norm_with_affine: false + activation_type: swiglu + residual_dropout: 0.0 + embedding_dropout: 0.0 + max_sequence_length: 4096 + vocab_size: 50280 + embedding_size: 50304 + eos_token_id: 0 + pad_token_id: 1 + init_device: meta + init_fn: normal + init_std: 0.02 + init_cutoff_factor: 3 + moe_top_k: 8 + moe_num_experts: 64 + moe_dropless: true + moe_mlp_impl: sparse + moe_zloss_weight: 0.001 + moe_loss_weight: 0.01 + +compile: null + +optimizer: + name: adamw + learning_rate: 4.0e-4 + eps: 1.0e-8 + weight_decay: 0.1 + decay_norm_and_bias: true + decay_embeddings: true + betas: + - 0.9 + - 0.95 + metrics_log_interval: 10 + +scheduler: + name: cosine_with_warmup + units: tokens + t_warmup: 10485760000 + t_max: 5e12 + alpha_f: 0.1 + +tokenizer: + identifier: tokenizers/allenai_gpt-neox-olmo-dolma-v1_5.json + truncate_direction: right + +save_folder: runs/${run_name} +remote_save_folder: s3://ai2-llm/checkpoints/OLMoE/${run_name} +save_overwrite: false + +save_interval: 5000 +save_interval_ephemeral: null +save_num_checkpoints_to_keep: -1 +sharded_checkpointer: olmo_core + +save_interval_unsharded: null +save_num_unsharded_checkpoints_to_keep: -1 + +load_path: null + +max_duration: 2ep +global_train_batch_size: 1024 +device_train_microbatch_size: 4 + +precision: amp_bf16 +distributed_strategy: fsdp + +fsdp: + wrapping_strategy: by_block + precision: mixed + sharding_strategy: FULL_SHARD + +max_grad_norm: 1.0 +max_grad_norm_ratio: null + +speed_monitor: + window_size: 1 + +eval_interval: 5000 +eval_subset_num_batches: -1 +device_eval_batch_size: ${device_train_microbatch_size} +evaluators: + - label: all-small-ppl-validation + data: + num_workers: 0 + drop_last: true + datasets: + c4_en-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy + dolma_books-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy + dolma_common-crawl-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy + dolma_pes2o-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy + dolma_reddit-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy + dolma_stack-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy + dolma_wiki-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy + ice-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy + m2d2_s2orc-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy + pile-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy + wikitext_103-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy + + ########################## + # Downstream evaluations # + ########################## + - label: piqa + type: downstream + + - label: hellaswag + type: downstream + + - label: winogrande + type: downstream + + - label: openbook_qa + type: downstream + + - label: boolq + type: downstream + + - label: sciq + type: downstream + + - label: arc_easy + type: downstream + + - label: arc_challenge + type: downstream + + - label: copa + type: downstream + + - label: commonsense_qa + type: downstream + + - label: social_iqa + type: downstream + + - label: mmlu_stem_var + type: downstream + + - label: mmlu_humanities_var + type: downstream + + - label: mmlu_social_sciences_var + type: downstream + + - label: mmlu_other_var + type: downstream + + - label: mmlu_stem_mc_5shot + type: downstream + + - label: mmlu_humanities_mc_5shot + type: downstream + + - label: mmlu_social_sciences_mc_5shot + type: downstream + + - label: mmlu_other_mc_5shot + type: downstream + + - label: mmlu_stem_mc_5shot_test + type: downstream + + - label: mmlu_humanities_mc_5shot_test + type: downstream + + - label: mmlu_social_sciences_mc_5shot_test + type: downstream + + - label: mmlu_other_mc_5shot_test + type: downstream + +data: + pad_direction: right + num_workers: 32 + drop_last: true + pin_memory: true + prefetch_factor: 8 + persistent_workers: true + timeout: 0 + instance_filter: + repetition_max_period: 13 + repetition_min_period: 1 + repetition_max_count: 32 + paths: + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy + - 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/weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-100-00003.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-173-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-172-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-098-00001.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-125-00001.npy From bf66e68b026cd91f60007a7561bc116458c16375 Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Sat, 6 Jul 2024 14:14:01 -0700 Subject: [PATCH 072/133] Addqk --- configs/olmoe17/olmoe-8x1b-newhp-newds-final.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/configs/olmoe17/olmoe-8x1b-newhp-newds-final.yml b/configs/olmoe17/olmoe-8x1b-newhp-newds-final.yml index aba87b2c0..5e604c317 100644 --- a/configs/olmoe17/olmoe-8x1b-newhp-newds-final.yml +++ b/configs/olmoe17/olmoe-8x1b-newhp-newds-final.yml @@ -18,7 +18,7 @@ model: rope: true flash_attention: true attention_dropout: 0.0 - attention_layer_norm: false + attention_layer_norm: true include_bias: false block_type: moe layer_norm_type: rms From 63c12e1905b423a65f27964cdb9ae136ba4c1ecd Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Sat, 6 Jul 2024 16:12:32 -0700 Subject: [PATCH 073/133] Make QK Norm parametric --- configs/olmoe17/olmoe-8x1b-newhp-newds-final.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/configs/olmoe17/olmoe-8x1b-newhp-newds-final.yml b/configs/olmoe17/olmoe-8x1b-newhp-newds-final.yml index 5e604c317..1b1531d59 100644 --- a/configs/olmoe17/olmoe-8x1b-newhp-newds-final.yml +++ b/configs/olmoe17/olmoe-8x1b-newhp-newds-final.yml @@ -24,7 +24,7 @@ model: layer_norm_type: rms layer_norm_with_affine: true bias_for_layer_norm: false - attention_layer_norm_with_affine: false + attention_layer_norm_with_affine: true activation_type: swiglu residual_dropout: 0.0 embedding_dropout: 0.0 From 1c4aa8d21be6a7e7a269d628ff0719118d37a9c0 Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Sat, 6 Jul 2024 20:38:24 -0700 Subject: [PATCH 074/133] dense comp --- ...olmoe-8x1b-newhp-newds-final-densecomp.yml | 1494 +++++++++++++++++ 1 file changed, 1494 insertions(+) create mode 100644 configs/olmoe17/olmoe-8x1b-newhp-newds-final-densecomp.yml diff --git a/configs/olmoe17/olmoe-8x1b-newhp-newds-final-densecomp.yml b/configs/olmoe17/olmoe-8x1b-newhp-newds-final-densecomp.yml new file mode 100644 index 000000000..5b6e500b0 --- /dev/null +++ b/configs/olmoe17/olmoe-8x1b-newhp-newds-final-densecomp.yml @@ -0,0 +1,1494 @@ +run_name: ${oc.env:SLURM_JOB_ID} +seed: 6198 +dry_run: false +no_pre_train_checkpoint: true + +wandb: + name: ${run_name} + project: olmoe + group: null + +model: + d_model: 2048 + n_heads: 16 + n_layers: 16 + mlp_ratio: 1 + weight_tying: false + alibi: false + rope: true + flash_attention: true + attention_dropout: 0.0 + attention_layer_norm: true + include_bias: false + block_type: sequential + layer_norm_type: rms + layer_norm_with_affine: true + bias_for_layer_norm: false + attention_layer_norm_with_affine: true + activation_type: swiglu + residual_dropout: 0.0 + embedding_dropout: 0.0 + max_sequence_length: 4096 + vocab_size: 50280 + embedding_size: 50304 + eos_token_id: 0 + pad_token_id: 1 + init_device: meta + init_fn: normal + init_std: 0.02 + init_cutoff_factor: 3 + moe_top_k: 8 + moe_num_experts: 64 + moe_dropless: true + moe_mlp_impl: sparse + moe_zloss_weight: 0.001 + moe_loss_weight: 0.01 + +compile: null + +optimizer: + name: adamw + learning_rate: 4.0e-4 + eps: 1.0e-8 + weight_decay: 0.1 + decay_norm_and_bias: true + decay_embeddings: true + betas: + - 0.9 + - 0.95 + metrics_log_interval: 10 + +scheduler: + name: cosine_with_warmup + units: tokens + t_warmup: 10485760000 + t_max: 5e12 + alpha_f: 0.1 + +tokenizer: + identifier: tokenizers/allenai_gpt-neox-olmo-dolma-v1_5.json + truncate_direction: right + +save_folder: runs/${run_name} +remote_save_folder: s3://ai2-llm/checkpoints/OLMoE/${run_name} +save_overwrite: false + +save_interval: 5000 +save_interval_ephemeral: null +save_num_checkpoints_to_keep: -1 +sharded_checkpointer: olmo_core + +save_interval_unsharded: null +save_num_unsharded_checkpoints_to_keep: -1 + +load_path: null + +max_duration: 2ep +global_train_batch_size: 1024 +device_train_microbatch_size: 4 + +precision: amp_bf16 +distributed_strategy: fsdp + +fsdp: + wrapping_strategy: by_block + precision: mixed + sharding_strategy: FULL_SHARD + +max_grad_norm: 1.0 +max_grad_norm_ratio: null + +speed_monitor: + window_size: 1 + +eval_interval: 5000 +eval_subset_num_batches: -1 +device_eval_batch_size: ${device_train_microbatch_size} +evaluators: + - label: all-small-ppl-validation + data: + num_workers: 0 + drop_last: true + datasets: + c4_en-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy + dolma_books-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy + dolma_common-crawl-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy + dolma_pes2o-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy + dolma_reddit-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy + dolma_stack-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy + dolma_wiki-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy + ice-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy + m2d2_s2orc-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy + pile-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy + wikitext_103-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy + + ########################## + # Downstream evaluations # + ########################## + - label: piqa + type: downstream + + - label: hellaswag + type: downstream + + - label: winogrande + type: downstream + + - label: openbook_qa + type: downstream + + - label: boolq + type: downstream + + - label: sciq + type: downstream + + - label: arc_easy + type: downstream + + - label: arc_challenge + type: downstream + + - label: copa + type: downstream + + - label: commonsense_qa + type: downstream + + - label: social_iqa + type: downstream + + - label: mmlu_stem_var + type: downstream + + - label: mmlu_humanities_var + type: downstream + + - label: mmlu_social_sciences_var + type: downstream + + - label: mmlu_other_var + type: downstream + + - label: mmlu_stem_mc_5shot + type: downstream + + - label: mmlu_humanities_mc_5shot + type: downstream + + - label: mmlu_social_sciences_mc_5shot + type: downstream + + - label: mmlu_other_mc_5shot + type: downstream + + - label: mmlu_stem_mc_5shot_test + type: downstream + + - label: mmlu_humanities_mc_5shot_test + type: downstream + + - label: mmlu_social_sciences_mc_5shot_test + type: downstream + + - label: mmlu_other_mc_5shot_test + type: downstream + +data: + pad_direction: right + num_workers: 32 + drop_last: true + pin_memory: true + prefetch_factor: 8 + persistent_workers: true + timeout: 0 + instance_filter: + repetition_max_period: 13 + repetition_min_period: 1 + repetition_max_count: 32 + paths: + - 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6a9426346e2cea5cef82cc1429fbd04f28a44851 Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Sun, 7 Jul 2024 13:20:57 -0700 Subject: [PATCH 075/133] add conf --- .../olmoe-8x1b-newhp-newds-final-s3.yml | 1605 +++++++++++++++++ .../olmoe17/olmoe-8x1b-newhp-newds-final.yml | 22 +- 2 files changed, 1616 insertions(+), 11 deletions(-) create mode 100644 configs/olmoe17/olmoe-8x1b-newhp-newds-final-s3.yml diff --git a/configs/olmoe17/olmoe-8x1b-newhp-newds-final-s3.yml b/configs/olmoe17/olmoe-8x1b-newhp-newds-final-s3.yml new file mode 100644 index 000000000..06623fbad --- /dev/null +++ b/configs/olmoe17/olmoe-8x1b-newhp-newds-final-s3.yml @@ -0,0 +1,1605 @@ +run_name: ${oc.env:SLURM_JOB_ID} +seed: 6198 +dry_run: false +no_pre_train_checkpoint: true + +wandb: + name: ${run_name} + project: olmoe + group: null + +model: + d_model: 2048 + n_heads: 16 + n_layers: 16 + mlp_ratio: 1 + weight_tying: false + alibi: false + rope: true + flash_attention: true + attention_dropout: 0.0 + attention_layer_norm: true + include_bias: false + block_type: moe + layer_norm_type: rms + layer_norm_with_affine: true + bias_for_layer_norm: false + attention_layer_norm_with_affine: true + activation_type: swiglu + residual_dropout: 0.0 + embedding_dropout: 0.0 + max_sequence_length: 4096 + vocab_size: 50280 + embedding_size: 50304 + eos_token_id: 0 + pad_token_id: 1 + init_device: meta + init_fn: normal + init_std: 0.02 + init_cutoff_factor: 3 + moe_top_k: 8 + moe_num_experts: 64 + moe_dropless: true + moe_mlp_impl: sparse + moe_zloss_weight: 0.001 + moe_loss_weight: 0.01 + +compile: null + +optimizer: + name: adamw + learning_rate: 4.0e-4 + eps: 1.0e-8 + weight_decay: 0.1 + decay_norm_and_bias: true + decay_embeddings: true + betas: + - 0.9 + - 0.95 + metrics_log_interval: 10 + +scheduler: + name: cosine_with_warmup + units: tokens + t_warmup: 10485760000 + t_max: 5e12 + alpha_f: 0.1 + +tokenizer: + identifier: tokenizers/allenai_gpt-neox-olmo-dolma-v1_5.json + truncate_direction: right + +save_folder: runs/${run_name} +remote_save_folder: s3://ai2-llm/checkpoints/OLMoE/${run_name} +save_overwrite: false + +save_interval: 5000 +save_interval_ephemeral: null +save_num_checkpoints_to_keep: -1 +sharded_checkpointer: olmo_core + +save_interval_unsharded: null +save_num_unsharded_checkpoints_to_keep: -1 + +load_path: null + +max_duration: 2ep +global_train_batch_size: 1024 +device_train_microbatch_size: 4 + +precision: amp_bf16 +distributed_strategy: fsdp + +fsdp: + wrapping_strategy: by_block + precision: mixed + sharding_strategy: FULL_SHARD + +max_grad_norm: 1.0 +max_grad_norm_ratio: null + +speed_monitor: + window_size: 1 + +eval_interval: 5000 +eval_subset_num_batches: -1 +device_eval_batch_size: ${device_train_microbatch_size} +evaluators: + - label: all-small-ppl-validation + data: + num_workers: 0 + drop_last: true + datasets: + c4_en-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy + dolma_books-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy + dolma_common-crawl-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy + dolma_pes2o-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy + dolma_reddit-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy + dolma_stack-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy + dolma_wiki-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy + ice-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy + m2d2_s2orc-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy + pile-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy + wikitext_103-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy + + ########################## + # Downstream evaluations # + ########################## + - label: piqa + type: downstream + + - label: hellaswag + type: downstream + + - label: winogrande + type: downstream + + - label: openbook_qa + type: downstream + + - label: boolq + type: downstream + + - label: sciq + type: downstream + + - label: arc_easy + type: downstream + + - label: arc_challenge + type: downstream + + - label: copa + type: downstream + + - label: commonsense_qa + type: downstream + + - label: social_iqa + type: downstream + + - label: mmlu_stem_var + type: downstream + + - label: mmlu_humanities_var + type: downstream + + - label: mmlu_social_sciences_var + type: downstream + + - label: mmlu_other_var + type: downstream + + - label: mmlu_stem_mc_5shot + type: downstream + + - label: mmlu_humanities_mc_5shot + type: downstream + + - label: mmlu_social_sciences_mc_5shot + type: downstream + + - label: mmlu_other_mc_5shot + type: downstream + + - label: mmlu_stem_mc_5shot_test + type: downstream + + - label: mmlu_humanities_mc_5shot_test + type: downstream + + - label: mmlu_social_sciences_mc_5shot_test + type: downstream + + - label: mmlu_other_mc_5shot_test + type: downstream + +data: + pad_direction: right + num_workers: 16 + drop_last: true + pin_memory: true + prefetch_factor: 8 + persistent_workers: true + timeout: 0 + paths: + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy + - 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s3://ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-098-00001.npy + - s3://ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-125-00001.npy diff --git a/configs/olmoe17/olmoe-8x1b-newhp-newds-final.yml b/configs/olmoe17/olmoe-8x1b-newhp-newds-final.yml index 1b1531d59..d9204f3b0 100644 --- a/configs/olmoe17/olmoe-8x1b-newhp-newds-final.yml +++ b/configs/olmoe17/olmoe-8x1b-newhp-newds-final.yml @@ -111,27 +111,27 @@ evaluators: drop_last: true datasets: c4_en-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy dolma_books-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy dolma_common-crawl-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy dolma_pes2o-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy dolma_reddit-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy dolma_stack-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy dolma_wiki-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy ice-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy m2d2_s2orc-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy pile-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy wikitext_103-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy ########################## # Downstream evaluations # From b58c316e780b279ea5c06570f14dfc8150af0ffa Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Sun, 7 Jul 2024 13:24:37 -0700 Subject: [PATCH 076/133] conf --- .../olmoe-8x1b-newhp-newds-final-s3.yml | 429 +++++++----------- 1 file changed, 159 insertions(+), 270 deletions(-) diff --git a/configs/olmoe17/olmoe-8x1b-newhp-newds-final-s3.yml b/configs/olmoe17/olmoe-8x1b-newhp-newds-final-s3.yml index 06623fbad..153495a9e 100644 --- a/configs/olmoe17/olmoe-8x1b-newhp-newds-final-s3.yml +++ b/configs/olmoe17/olmoe-8x1b-newhp-newds-final-s3.yml @@ -213,6 +213,10 @@ data: prefetch_factor: 8 persistent_workers: true timeout: 0 + instance_filter: + repetition_max_period: 13 + repetition_min_period: 1 + repetition_max_count: 32 paths: - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy @@ -386,276 +390,161 @@ data: - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/pes2o/allenai/gpt-neox-olmo-dolma-v1_5/part-24-00001.npy - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/pes2o/allenai/gpt-neox-olmo-dolma-v1_5/part-25-00000.npy - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/pes2o/allenai/gpt-neox-olmo-dolma-v1_5/part-25-00001.npy - - s3://ai2-llm/preprocessed/starcoder/v1-decon-100_to_20k-2star-top_token_030/allenai/gpt-neox-olmo-dolma-v1_5/part-000-00000.npy - - s3://ai2-llm/preprocessed/starcoder/v1-decon-100_to_20k-2star-top_token_030/allenai/gpt-neox-olmo-dolma-v1_5/part-000-00001.npy - - 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2001 From: Muennighoff Date: Sun, 7 Jul 2024 13:26:42 -0700 Subject: [PATCH 077/133] conf --- ...oe-8x1b-newhp-newds-cx5-fine-shared-s3.yml | 1607 +++++++++++++++++ 1 file changed, 1607 insertions(+) create mode 100644 configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-fine-shared-s3.yml diff --git a/configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-fine-shared-s3.yml b/configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-fine-shared-s3.yml new file mode 100644 index 000000000..3756ed517 --- /dev/null +++ b/configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-fine-shared-s3.yml @@ -0,0 +1,1607 @@ +run_name: ${oc.env:SLURM_JOB_ID} +seed: 6198 +dry_run: false +no_pre_train_checkpoint: true + +wandb: + name: ${run_name} + project: olmoe + group: null + +model: + d_model: 2048 + n_heads: 16 + n_layers: 16 + mlp_ratio: 2 + weight_tying: false + alibi: false + rope: true + flash_attention: true + attention_dropout: 0.0 + attention_layer_norm: false + include_bias: false + block_type: moe + layer_norm_type: rms + layer_norm_with_affine: true + bias_for_layer_norm: false + attention_layer_norm_with_affine: false + activation_type: swiglu + residual_dropout: 0.0 + embedding_dropout: 0.0 + max_sequence_length: 4096 + vocab_size: 50280 + embedding_size: 50304 + eos_token_id: 0 + pad_token_id: 1 + init_device: meta + init_fn: normal + init_std: 0.02 + init_cutoff_factor: 3 + moe_top_k: 3 + moe_shared_expert: true + moe_num_experts: 32 + moe_dropless: true + moe_mlp_impl: sparse + moe_zloss_weight: 0.001 + moe_loss_weight: 0.01 + +compile: null + +optimizer: + name: adamw + learning_rate: 4.0e-4 + eps: 1.0e-8 + weight_decay: 0.1 + decay_norm_and_bias: true + decay_embeddings: true + betas: + - 0.9 + - 0.95 + metrics_log_interval: 10 + +scheduler: + name: cosine_with_warmup + units: tokens + t_warmup: 8388608000 + t_max: 130e9 + alpha_f: 0.1 + +tokenizer: + identifier: tokenizers/allenai_gpt-neox-olmo-dolma-v1_5.json + truncate_direction: right + +save_folder: runs/${run_name} +remote_save_folder: s3://ai2-llm/checkpoints/OLMoE/${run_name} +save_overwrite: false + +save_interval: 5000 +save_interval_ephemeral: null +save_num_checkpoints_to_keep: -1 +sharded_checkpointer: olmo_core + +save_interval_unsharded: null +save_num_unsharded_checkpoints_to_keep: -1 + +load_path: null + +max_duration: 130e9T +stop_at: 30993 +global_train_batch_size: 1024 +device_train_microbatch_size: 8 + +precision: amp_bf16 +distributed_strategy: fsdp + +fsdp: + wrapping_strategy: by_block + precision: mixed + sharding_strategy: FULL_SHARD + +max_grad_norm: 1.0 +max_grad_norm_ratio: null + +speed_monitor: + window_size: 1 + +eval_interval: 1000 +eval_subset_num_batches: -1 +device_eval_batch_size: ${device_train_microbatch_size} +evaluators: + - label: all-small-ppl-validation + data: + num_workers: 0 + drop_last: true + datasets: + c4_en-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy + dolma_books-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy + dolma_common-crawl-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy + dolma_pes2o-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy + dolma_reddit-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy + dolma_stack-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy + dolma_wiki-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy + ice-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy + m2d2_s2orc-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy + pile-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy + wikitext_103-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy + + ########################## + # Downstream evaluations # + ########################## + - label: piqa + type: downstream + + - label: hellaswag + type: downstream + + - label: winogrande + type: downstream + + - label: openbook_qa + type: downstream + + - label: boolq + type: downstream + + - label: sciq + type: downstream + + - label: arc_easy + type: downstream + + - label: arc_challenge + type: downstream + + - label: copa + type: downstream + + - label: commonsense_qa + type: downstream + + - label: social_iqa + type: downstream + + - label: mmlu_stem_var + type: downstream + + - label: mmlu_humanities_var + type: downstream + + - label: mmlu_social_sciences_var + type: downstream + + - label: mmlu_other_var + type: downstream + + - label: mmlu_stem_mc_5shot + type: downstream + + - label: mmlu_humanities_mc_5shot + type: downstream + + - label: mmlu_social_sciences_mc_5shot + type: downstream + + - label: mmlu_other_mc_5shot + type: downstream + + - label: mmlu_stem_mc_5shot_test + type: downstream + + - label: mmlu_humanities_mc_5shot_test + type: downstream + + - label: mmlu_social_sciences_mc_5shot_test + type: downstream + + - label: mmlu_other_mc_5shot_test + type: downstream + +data: + pad_direction: right + num_workers: 16 + drop_last: true + pin_memory: true + prefetch_factor: 8 + persistent_workers: true + timeout: 0 + paths: + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy + - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy + - 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s3://ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-098-00001.npy + - s3://ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-125-00001.npy From 364659fb22a823173c4302e8c74b4a6f3bcdce47 Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Wed, 17 Jul 2024 17:11:09 -0700 Subject: [PATCH 078/133] Change torch version --- pyproject.toml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/pyproject.toml b/pyproject.toml index 18314fc64..2b211ba3b 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -14,7 +14,7 @@ requires-python = ">=3.8" license = { file = "LICENSE" } dependencies = [ "numpy", - "torch>=2.1,<2.3", + "torch>=2.1,<2.4", "ai2-olmo-core==0.1.0", "omegaconf", "rich", From 15f55037ff8eca002a5b50084876e1919e465636 Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Sat, 20 Jul 2024 11:04:24 -0700 Subject: [PATCH 079/133] Add anneal --- .../olmoe-8x1b-newhp-newds-final-anneal.yml | 1494 +++++++++++++++++ 1 file changed, 1494 insertions(+) create mode 100644 configs/olmoe17/olmoe-8x1b-newhp-newds-final-anneal.yml diff --git a/configs/olmoe17/olmoe-8x1b-newhp-newds-final-anneal.yml b/configs/olmoe17/olmoe-8x1b-newhp-newds-final-anneal.yml new file mode 100644 index 000000000..5ff5966db --- /dev/null +++ b/configs/olmoe17/olmoe-8x1b-newhp-newds-final-anneal.yml @@ -0,0 +1,1494 @@ +run_name: olmoe-8x1b-newhp-newds-final +seed: 42 +dry_run: false +no_pre_train_checkpoint: true + +wandb: + name: ${run_name} + project: olmoe + group: null + +model: + d_model: 2048 + n_heads: 16 + n_layers: 16 + mlp_ratio: 1 + weight_tying: false + alibi: false + rope: true + flash_attention: true + attention_dropout: 0.0 + attention_layer_norm: true + include_bias: false + block_type: moe + layer_norm_type: rms + layer_norm_with_affine: true + bias_for_layer_norm: false + attention_layer_norm_with_affine: true + activation_type: swiglu + residual_dropout: 0.0 + embedding_dropout: 0.0 + max_sequence_length: 4096 + vocab_size: 50280 + embedding_size: 50304 + eos_token_id: 0 + pad_token_id: 1 + init_device: meta + init_fn: normal + init_std: 0.02 + init_cutoff_factor: 3 + moe_top_k: 8 + moe_num_experts: 64 + moe_dropless: true + moe_mlp_impl: sparse + moe_zloss_weight: 0.001 + moe_loss_weight: 0.01 + +compile: null + +optimizer: + name: adamw + learning_rate: 4.0e-5 + eps: 1.0e-8 + weight_decay: 0.1 + decay_norm_and_bias: true + decay_embeddings: true + betas: + - 0.9 + - 0.95 + metrics_log_interval: 10 + +scheduler: + name: linear_with_warmup + units: steps + t_warmup: 0 + alpha_f: 0 + +tokenizer: + identifier: tokenizers/allenai_gpt-neox-olmo-dolma-v1_5.json + truncate_direction: right + +save_folder: runs/${run_name} +remote_save_folder: s3://ai2-llm/checkpoints/OLMoE/${run_name} +save_overwrite: false + +save_interval: 5000 +save_interval_ephemeral: null +save_num_checkpoints_to_keep: -1 +sharded_checkpointer: olmo_core + +save_interval_unsharded: null +save_num_unsharded_checkpoints_to_keep: -1 + +load_path: null + +max_duration: 100e9T +global_train_batch_size: 1024 +device_train_microbatch_size: 4 +stop_at: 23842 + +precision: amp_bf16 +distributed_strategy: fsdp + +fsdp: + wrapping_strategy: by_block + precision: mixed + sharding_strategy: FULL_SHARD + +max_grad_norm: 1.0 +max_grad_norm_ratio: null + +speed_monitor: + window_size: 1 + +eval_interval: 5000 +eval_subset_num_batches: -1 +device_eval_batch_size: ${device_train_microbatch_size} +evaluators: + - label: all-small-ppl-validation + data: + num_workers: 0 + drop_last: true + datasets: + c4_en-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy + dolma_books-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy + dolma_common-crawl-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy + dolma_pes2o-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy + dolma_reddit-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy + dolma_stack-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy + dolma_wiki-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy + ice-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy + m2d2_s2orc-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy + pile-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy + wikitext_103-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy + + ########################## + # Downstream evaluations # + ########################## + - label: piqa + type: downstream + + - label: hellaswag + type: downstream + + - label: winogrande + type: downstream + + - label: openbook_qa + type: downstream + + - label: boolq + type: downstream + + - label: sciq + type: downstream + + - label: arc_easy + type: downstream + + - label: arc_challenge + type: downstream + + - label: copa + type: downstream + + - label: commonsense_qa + type: downstream + + - label: social_iqa + type: downstream + + - label: mmlu_stem_var + type: downstream + + - label: mmlu_humanities_var + type: downstream + + - label: mmlu_social_sciences_var + type: downstream + + - label: mmlu_other_var + type: downstream + + - label: mmlu_stem_mc_5shot + type: downstream + + - label: mmlu_humanities_mc_5shot + type: downstream + + - label: mmlu_social_sciences_mc_5shot + type: downstream + + - label: mmlu_other_mc_5shot + type: downstream + + - label: mmlu_stem_mc_5shot_test + type: downstream + + - label: mmlu_humanities_mc_5shot_test + type: downstream + + - label: mmlu_social_sciences_mc_5shot_test + type: downstream + + - label: mmlu_other_mc_5shot_test + type: downstream + +data: + pad_direction: right + num_workers: 32 + drop_last: true + pin_memory: true + prefetch_factor: 8 + persistent_workers: true + timeout: 0 + instance_filter: + repetition_max_period: 13 + repetition_min_period: 1 + repetition_max_count: 32 + paths: + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy + - 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/weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-073-00003.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-152-00003.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-122-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-062-00002.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-122-00004.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-125-00005.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-129-00001.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-083-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-075-00002.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-107-00002.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-080-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-086-00001.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-085-00004.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-098-00003.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-127-00004.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-181-00001.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-104-00002.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-037-00003.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-137-00004.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-000-00004.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-007-00004.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-161-00001.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-166-00004.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-008-00004.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-175-00003.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-020-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-139-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-021-00002.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-152-00002.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-025-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-042-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-141-00003.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-023-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-058-00003.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-122-00001.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-022-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-076-00002.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-095-00001.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-137-00002.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-001-00002.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-086-00004.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-149-00004.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-031-00001.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-054-00001.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-062-00001.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-151-00002.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-105-00004.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-177-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-181-00002.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-100-00003.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-173-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-172-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-098-00001.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-125-00001.npy From 6c516d84150b814d85e1ffe681f199cb2d3e012c Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Sat, 20 Jul 2024 11:21:15 -0700 Subject: [PATCH 080/133] Resets --- configs/olmoe17/olmoe-8x1b-newhp-newds-final-anneal.yml | 3 +++ 1 file changed, 3 insertions(+) diff --git a/configs/olmoe17/olmoe-8x1b-newhp-newds-final-anneal.yml b/configs/olmoe17/olmoe-8x1b-newhp-newds-final-anneal.yml index 5ff5966db..aec45c2e9 100644 --- a/configs/olmoe17/olmoe-8x1b-newhp-newds-final-anneal.yml +++ b/configs/olmoe17/olmoe-8x1b-newhp-newds-final-anneal.yml @@ -2,6 +2,9 @@ run_name: olmoe-8x1b-newhp-newds-final seed: 42 dry_run: false no_pre_train_checkpoint: true +reset_optimizer_state: false +reset_trainer_state: true +restore_dataloader: false wandb: name: ${run_name} From 8a0758e7d49516c772a69fed31276238a30f16dd Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Sat, 20 Jul 2024 21:41:18 -0700 Subject: [PATCH 081/133] add conf --- configs/olmoe17/olmoe-8x7b.yml | 1495 ++++++++++++++++++++++++++++++++ 1 file changed, 1495 insertions(+) create mode 100644 configs/olmoe17/olmoe-8x7b.yml diff --git a/configs/olmoe17/olmoe-8x7b.yml b/configs/olmoe17/olmoe-8x7b.yml new file mode 100644 index 000000000..0cf7a99ac --- /dev/null +++ b/configs/olmoe17/olmoe-8x7b.yml @@ -0,0 +1,1495 @@ +run_name: ${oc.env:SLURM_JOB_ID} +seed: 6198 +dry_run: false +no_pre_train_checkpoint: true +canceled_check_interval: 9999999999 + +wandb: + name: ${run_name} + project: olmoe + group: null + +model: + d_model: 4096 + n_heads: 32 + n_layers: 32 + mlp_ratio: 1 + weight_tying: false + alibi: false + rope: true + flash_attention: true + attention_dropout: 0.0 + attention_layer_norm: true + include_bias: false + block_type: moe + layer_norm_type: rms + layer_norm_with_affine: true + bias_for_layer_norm: false + attention_layer_norm_with_affine: true + activation_type: swiglu + residual_dropout: 0.0 + embedding_dropout: 0.0 + max_sequence_length: 4096 + vocab_size: 50280 + embedding_size: 50304 + eos_token_id: 0 + pad_token_id: 1 + init_device: meta + init_fn: normal + init_std: 0.02 + init_cutoff_factor: 3 + moe_top_k: 8 + moe_num_experts: 64 + moe_dropless: true + moe_mlp_impl: sparse + moe_zloss_weight: 0.001 + moe_loss_weight: 0.01 + +compile: null + +optimizer: + name: adamw + learning_rate: 4.0e-4 + eps: 1.0e-8 + weight_decay: 0.1 + decay_norm_and_bias: true + decay_embeddings: true + betas: + - 0.9 + - 0.95 + metrics_log_interval: 10 + +scheduler: + name: cosine_with_warmup + units: tokens + t_warmup: 10485760000 + t_max: 5e12 + alpha_f: 0.1 + +tokenizer: + identifier: tokenizers/allenai_gpt-neox-olmo-dolma-v1_5.json + truncate_direction: right + +save_folder: runs/${run_name} +remote_save_folder: s3://ai2-llm/checkpoints/OLMoE/${run_name} +save_overwrite: false + +save_interval: 5000 +save_interval_ephemeral: null +save_num_checkpoints_to_keep: -1 +sharded_checkpointer: olmo_core + +save_interval_unsharded: null +save_num_unsharded_checkpoints_to_keep: -1 + +load_path: null + +max_duration: 2ep +global_train_batch_size: 1024 +device_train_microbatch_size: 1 + +precision: amp_bf16 +distributed_strategy: fsdp + +fsdp: + wrapping_strategy: by_block + precision: mixed + sharding_strategy: FULL_SHARD + +max_grad_norm: 1.0 +max_grad_norm_ratio: null + +speed_monitor: + window_size: 1 + +eval_interval: 5000 +eval_subset_num_batches: -1 +device_eval_batch_size: ${device_train_microbatch_size} +evaluators: + - label: all-small-ppl-validation + data: + num_workers: 0 + drop_last: true + datasets: + c4_en-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy + dolma_books-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy + dolma_common-crawl-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy + dolma_pes2o-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy + dolma_reddit-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy + dolma_stack-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy + dolma_wiki-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy + ice-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy + m2d2_s2orc-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy + pile-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy + wikitext_103-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy + + ########################## + # Downstream evaluations # + ########################## + - label: piqa + type: downstream + + - label: hellaswag + type: downstream + + - label: winogrande + type: downstream + + - label: openbook_qa + type: downstream + + - label: boolq + type: downstream + + - label: sciq + type: downstream + + - label: arc_easy + type: downstream + + - label: arc_challenge + type: downstream + + - label: copa + type: downstream + + - label: commonsense_qa + type: downstream + + - label: social_iqa + type: downstream + + - label: mmlu_stem_var + type: downstream + + - label: mmlu_humanities_var + type: downstream + + - label: mmlu_social_sciences_var + type: downstream + + - label: mmlu_other_var + type: downstream + + - label: mmlu_stem_mc_5shot + type: downstream + + - label: mmlu_humanities_mc_5shot + type: downstream + + - label: mmlu_social_sciences_mc_5shot + type: downstream + + - label: mmlu_other_mc_5shot + type: downstream + + - label: mmlu_stem_mc_5shot_test + type: downstream + + - label: mmlu_humanities_mc_5shot_test + type: downstream + + - label: mmlu_social_sciences_mc_5shot_test + type: downstream + + - label: mmlu_other_mc_5shot_test + type: downstream + +data: + pad_direction: 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/weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-098-00001.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-125-00001.npy From c23b0482f6fed896a8397755b340e67a43021fff Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Sat, 20 Jul 2024 21:43:49 -0700 Subject: [PATCH 082/133] conf --- .../olmoe17/olmoe-8x2b-newhp-newds-final.yml | 1494 +++++++++++++++++ 1 file changed, 1494 insertions(+) create mode 100644 configs/olmoe17/olmoe-8x2b-newhp-newds-final.yml diff --git a/configs/olmoe17/olmoe-8x2b-newhp-newds-final.yml b/configs/olmoe17/olmoe-8x2b-newhp-newds-final.yml new file mode 100644 index 000000000..c3f8fa847 --- /dev/null +++ b/configs/olmoe17/olmoe-8x2b-newhp-newds-final.yml @@ -0,0 +1,1494 @@ +run_name: ${oc.env:SLURM_JOB_ID} +seed: 6198 +dry_run: false +no_pre_train_checkpoint: true + +wandb: + name: ${run_name} + project: olmoe + group: null + +model: + d_model: 3072 + n_heads: 24 + n_layers: 24 + mlp_ratio: 1 + weight_tying: false + alibi: false + rope: true + flash_attention: true + attention_dropout: 0.0 + attention_layer_norm: true + include_bias: false + block_type: moe + layer_norm_type: rms + layer_norm_with_affine: true + bias_for_layer_norm: false + attention_layer_norm_with_affine: true + activation_type: swiglu + residual_dropout: 0.0 + embedding_dropout: 0.0 + max_sequence_length: 4096 + vocab_size: 50280 + embedding_size: 50304 + eos_token_id: 0 + pad_token_id: 1 + init_device: meta + init_fn: normal + init_std: 0.02 + init_cutoff_factor: 3 + moe_top_k: 8 + moe_num_experts: 64 + moe_dropless: true + moe_mlp_impl: sparse + moe_zloss_weight: 0.001 + moe_loss_weight: 0.01 + +compile: null + +optimizer: + name: adamw + learning_rate: 4.0e-4 + eps: 1.0e-8 + weight_decay: 0.1 + decay_norm_and_bias: true + decay_embeddings: true + betas: + - 0.9 + - 0.95 + metrics_log_interval: 10 + +scheduler: + name: cosine_with_warmup + units: tokens + t_warmup: 10485760000 + t_max: 5e12 + alpha_f: 0.1 + +tokenizer: + identifier: tokenizers/allenai_gpt-neox-olmo-dolma-v1_5.json + truncate_direction: right + +save_folder: runs/${run_name} +remote_save_folder: s3://ai2-llm/checkpoints/OLMoE/${run_name} +save_overwrite: false + +save_interval: 5000 +save_interval_ephemeral: null +save_num_checkpoints_to_keep: -1 +sharded_checkpointer: olmo_core + +save_interval_unsharded: null +save_num_unsharded_checkpoints_to_keep: -1 + +load_path: null + +max_duration: 2ep +global_train_batch_size: 1024 +device_train_microbatch_size: 4 + +precision: amp_bf16 +distributed_strategy: fsdp + +fsdp: + wrapping_strategy: by_block + precision: mixed + sharding_strategy: FULL_SHARD + +max_grad_norm: 1.0 +max_grad_norm_ratio: null + +speed_monitor: + window_size: 1 + +eval_interval: 5000 +eval_subset_num_batches: -1 +device_eval_batch_size: ${device_train_microbatch_size} +evaluators: + - label: all-small-ppl-validation + data: + num_workers: 0 + drop_last: true + datasets: + c4_en-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy + dolma_books-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy + dolma_common-crawl-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy + dolma_pes2o-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy + dolma_reddit-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy + dolma_stack-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy + dolma_wiki-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy + ice-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy + m2d2_s2orc-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy + pile-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy + wikitext_103-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy + + ########################## + # Downstream evaluations # + ########################## + - label: piqa + type: downstream + + - label: hellaswag + type: downstream + + - label: winogrande + type: downstream + + - label: openbook_qa + type: downstream + + - label: boolq + type: downstream + + - label: sciq + type: downstream + + - label: arc_easy + type: downstream + + - label: arc_challenge + type: downstream + + - label: copa + type: downstream + + - label: commonsense_qa + type: downstream + + - label: social_iqa + type: downstream + + - label: mmlu_stem_var + type: downstream + + - label: mmlu_humanities_var + type: downstream + + - label: mmlu_social_sciences_var + type: downstream + + - label: mmlu_other_var + type: downstream + + - label: mmlu_stem_mc_5shot + type: downstream + + - label: mmlu_humanities_mc_5shot + type: downstream + + - label: mmlu_social_sciences_mc_5shot + type: downstream + + - label: mmlu_other_mc_5shot + type: downstream + + - label: mmlu_stem_mc_5shot_test + type: downstream + + - label: mmlu_humanities_mc_5shot_test + type: downstream + + - label: mmlu_social_sciences_mc_5shot_test + type: downstream + + - label: mmlu_other_mc_5shot_test + type: downstream + +data: + pad_direction: right + num_workers: 32 + drop_last: true + pin_memory: true + prefetch_factor: 8 + persistent_workers: true + timeout: 0 + 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/weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-086-00001.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-085-00004.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-098-00003.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-127-00004.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-181-00001.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-104-00002.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-037-00003.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-137-00004.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-000-00004.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-007-00004.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-161-00001.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-166-00004.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-008-00004.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-175-00003.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-020-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-139-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-021-00002.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-152-00002.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-025-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-042-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-141-00003.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-023-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-058-00003.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-122-00001.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-022-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-076-00002.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-095-00001.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-137-00002.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-001-00002.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-086-00004.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-149-00004.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-031-00001.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-054-00001.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-062-00001.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-151-00002.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-105-00004.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-177-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-181-00002.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-100-00003.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-173-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-172-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-098-00001.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-125-00001.npy From 285ff103c7885e26755bfe25135b51dc50b474d9 Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Sat, 20 Jul 2024 21:59:33 -0700 Subject: [PATCH 083/133] Adjust mlp hidden --- configs/olmoe17/olmoe-8x7b.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/configs/olmoe17/olmoe-8x7b.yml b/configs/olmoe17/olmoe-8x7b.yml index 0cf7a99ac..929622544 100644 --- a/configs/olmoe17/olmoe-8x7b.yml +++ b/configs/olmoe17/olmoe-8x7b.yml @@ -11,9 +11,9 @@ wandb: model: d_model: 4096 + mlp_hidden_size: 2048 n_heads: 32 n_layers: 32 - mlp_ratio: 1 weight_tying: false alibi: false rope: true From 99aec312a0029f4246d6e2b3fccecae8fcfc40ff Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Sat, 20 Jul 2024 22:37:03 -0700 Subject: [PATCH 084/133] Change ratio --- configs/olmoe17/olmoe-8x7b.yml | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/configs/olmoe17/olmoe-8x7b.yml b/configs/olmoe17/olmoe-8x7b.yml index 929622544..832051531 100644 --- a/configs/olmoe17/olmoe-8x7b.yml +++ b/configs/olmoe17/olmoe-8x7b.yml @@ -11,7 +11,7 @@ wandb: model: d_model: 4096 - mlp_hidden_size: 2048 + mlp_hidden_size: 4096 n_heads: 32 n_layers: 32 weight_tying: false @@ -38,8 +38,8 @@ model: init_fn: normal init_std: 0.02 init_cutoff_factor: 3 - moe_top_k: 8 - moe_num_experts: 64 + moe_top_k: 4 + moe_num_experts: 32 moe_dropless: true moe_mlp_impl: sparse moe_zloss_weight: 0.001 From a43eae87972a42546061b9c2c6e6025b0ecf7256 Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Sun, 21 Jul 2024 10:47:08 -0700 Subject: [PATCH 085/133] Add conf --- configs/olmoe17/olmoe-8x7b-A7B.yml | 1495 ++++++++++++++++++++++++++++ 1 file changed, 1495 insertions(+) create mode 100644 configs/olmoe17/olmoe-8x7b-A7B.yml diff --git a/configs/olmoe17/olmoe-8x7b-A7B.yml b/configs/olmoe17/olmoe-8x7b-A7B.yml new file mode 100644 index 000000000..81d9fd2e2 --- /dev/null +++ b/configs/olmoe17/olmoe-8x7b-A7B.yml @@ -0,0 +1,1495 @@ +run_name: ${oc.env:SLURM_JOB_ID} +seed: 6198 +dry_run: false +no_pre_train_checkpoint: true +canceled_check_interval: 9999999999 + +wandb: + name: ${run_name} + project: olmoe + group: null + +model: + d_model: 4096 + mlp_hidden_size: 2752 + n_heads: 32 + n_layers: 32 + weight_tying: false + alibi: false + rope: true + flash_attention: true + attention_dropout: 0.0 + attention_layer_norm: true + include_bias: false + block_type: moe + layer_norm_type: rms + layer_norm_with_affine: true + bias_for_layer_norm: false + attention_layer_norm_with_affine: true + activation_type: swiglu + residual_dropout: 0.0 + embedding_dropout: 0.0 + max_sequence_length: 4096 + vocab_size: 50280 + embedding_size: 50304 + eos_token_id: 0 + pad_token_id: 1 + init_device: meta + init_fn: normal + init_std: 0.02 + init_cutoff_factor: 3 + moe_top_k: 8 + moe_num_experts: 64 + moe_dropless: true + moe_mlp_impl: sparse + moe_zloss_weight: 0.001 + moe_loss_weight: 0.01 + +compile: null + +optimizer: + name: adamw + learning_rate: 4.0e-4 + eps: 1.0e-8 + weight_decay: 0.1 + decay_norm_and_bias: true + decay_embeddings: true + betas: + - 0.9 + - 0.95 + metrics_log_interval: 10 + +scheduler: + name: cosine_with_warmup + units: tokens + t_warmup: 10485760000 + t_max: 5e12 + alpha_f: 0.1 + +tokenizer: + identifier: tokenizers/allenai_gpt-neox-olmo-dolma-v1_5.json + truncate_direction: right + +save_folder: runs/${run_name} +remote_save_folder: s3://ai2-llm/checkpoints/OLMoE/${run_name} +save_overwrite: false + +save_interval: 5000 +save_interval_ephemeral: null +save_num_checkpoints_to_keep: -1 +sharded_checkpointer: olmo_core + +save_interval_unsharded: null +save_num_unsharded_checkpoints_to_keep: -1 + +load_path: null + +max_duration: 2ep +global_train_batch_size: 1024 +device_train_microbatch_size: 1 + +precision: amp_bf16 +distributed_strategy: fsdp + +fsdp: + wrapping_strategy: by_block_and_size + precision: mixed + sharding_strategy: FULL_SHARD + +max_grad_norm: 1.0 +max_grad_norm_ratio: null + +speed_monitor: + window_size: 1 + +eval_interval: 5000 +eval_subset_num_batches: -1 +device_eval_batch_size: ${device_train_microbatch_size} +evaluators: + - label: all-small-ppl-validation + data: + num_workers: 0 + drop_last: true + datasets: + c4_en-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy + dolma_books-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy + dolma_common-crawl-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy + dolma_pes2o-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy + dolma_reddit-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy + dolma_stack-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy + dolma_wiki-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy + ice-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy + m2d2_s2orc-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy + pile-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy + wikitext_103-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy + + ########################## + # Downstream evaluations # + ########################## + - label: piqa + type: downstream + + - label: hellaswag + type: downstream + + - label: winogrande + type: downstream + + - label: openbook_qa + type: downstream + + - label: boolq + type: downstream + + - label: sciq + type: downstream + + - label: arc_easy + type: downstream + + - label: arc_challenge + type: downstream + + - label: copa + type: downstream + + - label: commonsense_qa + type: downstream + + - label: social_iqa + type: downstream + + - label: mmlu_stem_var + type: downstream + + - label: mmlu_humanities_var + type: downstream + + - label: mmlu_social_sciences_var + type: downstream + + - label: mmlu_other_var + type: downstream + + - label: mmlu_stem_mc_5shot + type: downstream + + - label: mmlu_humanities_mc_5shot + type: downstream + + - label: mmlu_social_sciences_mc_5shot + type: downstream + + - label: mmlu_other_mc_5shot + type: downstream + + - label: mmlu_stem_mc_5shot_test + type: downstream + + - label: mmlu_humanities_mc_5shot_test + type: downstream + + - label: mmlu_social_sciences_mc_5shot_test + type: downstream + + - label: mmlu_other_mc_5shot_test + type: downstream + +data: + pad_direction: right + num_workers: 32 + drop_last: true + pin_memory: true + prefetch_factor: 8 + persistent_workers: true + timeout: 0 + instance_filter: + repetition_max_period: 13 + repetition_min_period: 1 + repetition_max_count: 32 + paths: + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy + - 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/weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-062-00001.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-151-00002.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-105-00004.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-177-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-181-00002.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-100-00003.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-173-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-172-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-098-00001.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-125-00001.npy From aaefc58b3cba9727debb04b77db832c489becfbe Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Sun, 21 Jul 2024 12:32:00 -0700 Subject: [PATCH 086/133] Conf --- configs/olmoe17/olmoe-8x7b-A7B.yml | 5 ++++- 1 file changed, 4 insertions(+), 1 deletion(-) diff --git a/configs/olmoe17/olmoe-8x7b-A7B.yml b/configs/olmoe17/olmoe-8x7b-A7B.yml index 81d9fd2e2..79bb9e090 100644 --- a/configs/olmoe17/olmoe-8x7b-A7B.yml +++ b/configs/olmoe17/olmoe-8x7b-A7B.yml @@ -9,9 +9,12 @@ wandb: project: olmoe group: null +# mlp_hidden_size: 2752 +# Does not work as needs to be divisible by 128 for megablocks self.blocking + model: d_model: 4096 - mlp_hidden_size: 2752 + mlp_hidden_size: 2688 n_heads: 32 n_layers: 32 weight_tying: false From 270271f10eeb500e4769ba38a81a67503cacae38 Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Sun, 21 Jul 2024 13:01:01 -0700 Subject: [PATCH 087/133] Adjust --- configs/olmoe17/olmoe-8x7b-A7B.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/configs/olmoe17/olmoe-8x7b-A7B.yml b/configs/olmoe17/olmoe-8x7b-A7B.yml index 79bb9e090..6fd800b70 100644 --- a/configs/olmoe17/olmoe-8x7b-A7B.yml +++ b/configs/olmoe17/olmoe-8x7b-A7B.yml @@ -14,7 +14,7 @@ wandb: model: d_model: 4096 - mlp_hidden_size: 2688 + mlp_hidden_size: 2816 n_heads: 32 n_layers: 32 weight_tying: false From c084d34098be41522ce190163eb2a258bce74681 Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Sun, 21 Jul 2024 14:48:13 -0700 Subject: [PATCH 088/133] add conf --- .../olmoe-8x1b-newhp-newds-final-double.yml | 1494 +++++++++++++++++ 1 file changed, 1494 insertions(+) create mode 100644 configs/olmoe17/olmoe-8x1b-newhp-newds-final-double.yml diff --git a/configs/olmoe17/olmoe-8x1b-newhp-newds-final-double.yml b/configs/olmoe17/olmoe-8x1b-newhp-newds-final-double.yml new file mode 100644 index 000000000..49fa1260b --- /dev/null +++ b/configs/olmoe17/olmoe-8x1b-newhp-newds-final-double.yml @@ -0,0 +1,1494 @@ +run_name: ${oc.env:SLURM_JOB_ID} +seed: 6198 +dry_run: false +no_pre_train_checkpoint: true + +wandb: + name: ${run_name} + project: olmoe + group: null + +model: + d_model: 2048 + n_heads: 16 + n_layers: 24 + mlp_hidden_size: 1536 + weight_tying: false + alibi: false + rope: true + flash_attention: true + attention_dropout: 0.0 + attention_layer_norm: true + include_bias: false + block_type: moe + layer_norm_type: rms + layer_norm_with_affine: true + bias_for_layer_norm: false + attention_layer_norm_with_affine: true + activation_type: swiglu + residual_dropout: 0.0 + embedding_dropout: 0.0 + max_sequence_length: 4096 + vocab_size: 50280 + embedding_size: 50304 + eos_token_id: 0 + pad_token_id: 1 + init_device: meta + init_fn: normal + init_std: 0.02 + init_cutoff_factor: 3 + moe_top_k: 8 + moe_num_experts: 64 + moe_dropless: true + moe_mlp_impl: sparse + moe_zloss_weight: 0.001 + moe_loss_weight: 0.01 + +compile: null + +optimizer: + name: adamw + learning_rate: 4.0e-4 + eps: 1.0e-8 + weight_decay: 0.1 + decay_norm_and_bias: true + decay_embeddings: true + betas: + - 0.9 + - 0.95 + metrics_log_interval: 10 + +scheduler: + name: cosine_with_warmup + units: tokens + t_warmup: 10485760000 + t_max: 5e12 + alpha_f: 0.1 + +tokenizer: + identifier: tokenizers/allenai_gpt-neox-olmo-dolma-v1_5.json + truncate_direction: right + +save_folder: runs/${run_name} +remote_save_folder: s3://ai2-llm/checkpoints/OLMoE/${run_name} +save_overwrite: false + +save_interval: 5000 +save_interval_ephemeral: null +save_num_checkpoints_to_keep: -1 +sharded_checkpointer: olmo_core + +save_interval_unsharded: null +save_num_unsharded_checkpoints_to_keep: -1 + +load_path: null + +max_duration: 2ep +global_train_batch_size: 1024 +device_train_microbatch_size: 4 + +precision: amp_bf16 +distributed_strategy: fsdp + +fsdp: + wrapping_strategy: by_block + precision: mixed + sharding_strategy: FULL_SHARD + +max_grad_norm: 1.0 +max_grad_norm_ratio: null + +speed_monitor: + window_size: 1 + +eval_interval: 5000 +eval_subset_num_batches: -1 +device_eval_batch_size: ${device_train_microbatch_size} +evaluators: + - label: all-small-ppl-validation + data: + num_workers: 0 + drop_last: true + datasets: + c4_en-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy + dolma_books-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy + dolma_common-crawl-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy + dolma_pes2o-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy + dolma_reddit-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy + dolma_stack-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy + dolma_wiki-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy + ice-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy + m2d2_s2orc-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy + pile-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy + wikitext_103-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy + + ########################## + # Downstream evaluations # + ########################## + - label: piqa + type: downstream + + - label: hellaswag + type: downstream + + - label: winogrande + type: downstream + + - label: openbook_qa + type: downstream + + - label: boolq + type: downstream + + - label: sciq + type: downstream + + - label: arc_easy + type: downstream + + - label: arc_challenge + type: downstream + + - label: copa + type: downstream + + - label: commonsense_qa + type: downstream + + - label: social_iqa + type: downstream + + - label: mmlu_stem_var + type: downstream + + - label: mmlu_humanities_var + type: downstream + + - label: mmlu_social_sciences_var + type: downstream + + - label: mmlu_other_var + type: downstream + + - label: mmlu_stem_mc_5shot + type: downstream + + - label: mmlu_humanities_mc_5shot + type: downstream + + - label: mmlu_social_sciences_mc_5shot + type: downstream + + - label: mmlu_other_mc_5shot + type: downstream + + - label: mmlu_stem_mc_5shot_test + type: downstream + + - label: mmlu_humanities_mc_5shot_test + type: downstream + + - label: mmlu_social_sciences_mc_5shot_test + type: downstream + + - label: mmlu_other_mc_5shot_test + type: downstream + +data: + pad_direction: right + num_workers: 32 + drop_last: true + pin_memory: true + prefetch_factor: 8 + persistent_workers: true + timeout: 0 + instance_filter: + repetition_max_period: 13 + repetition_min_period: 1 + repetition_max_count: 32 + paths: + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy + - 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/weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-031-00001.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-054-00001.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-062-00001.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-151-00002.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-105-00004.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-177-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-181-00002.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-100-00003.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-173-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-172-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-098-00001.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-125-00001.npy From 6789ee2a2ba207301a56d32930f629d09dbdccf6 Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Sun, 21 Jul 2024 15:13:15 -0700 Subject: [PATCH 089/133] Fix conf --- configs/olmoe17/olmoe-8x1b-newhp-newds-final-double.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/configs/olmoe17/olmoe-8x1b-newhp-newds-final-double.yml b/configs/olmoe17/olmoe-8x1b-newhp-newds-final-double.yml index 49fa1260b..3a6275744 100644 --- a/configs/olmoe17/olmoe-8x1b-newhp-newds-final-double.yml +++ b/configs/olmoe17/olmoe-8x1b-newhp-newds-final-double.yml @@ -12,7 +12,7 @@ model: d_model: 2048 n_heads: 16 n_layers: 24 - mlp_hidden_size: 1536 + mlp_hidden_size: 3072 weight_tying: false alibi: false rope: true From f084fa094f294de36d93fdf54c10a43bdcf1fc3b Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Sun, 21 Jul 2024 16:56:42 -0700 Subject: [PATCH 090/133] Adjust --- configs/olmoe17/olmoe-8x7b-A7B.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/configs/olmoe17/olmoe-8x7b-A7B.yml b/configs/olmoe17/olmoe-8x7b-A7B.yml index 6fd800b70..d5464f558 100644 --- a/configs/olmoe17/olmoe-8x7b-A7B.yml +++ b/configs/olmoe17/olmoe-8x7b-A7B.yml @@ -95,7 +95,7 @@ precision: amp_bf16 distributed_strategy: fsdp fsdp: - wrapping_strategy: by_block_and_size + wrapping_strategy: by_block precision: mixed sharding_strategy: FULL_SHARD From 14ee7e47e6d12dca91130b0fcbf732062c2ecf44 Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Sun, 21 Jul 2024 16:58:30 -0700 Subject: [PATCH 091/133] Add alt --- ...lmoe-8x1b-newhp-newds-final-double-alt.yml | 1494 +++++++++++++++++ 1 file changed, 1494 insertions(+) create mode 100644 configs/olmoe17/olmoe-8x1b-newhp-newds-final-double-alt.yml diff --git a/configs/olmoe17/olmoe-8x1b-newhp-newds-final-double-alt.yml b/configs/olmoe17/olmoe-8x1b-newhp-newds-final-double-alt.yml new file mode 100644 index 000000000..485fccef3 --- /dev/null +++ b/configs/olmoe17/olmoe-8x1b-newhp-newds-final-double-alt.yml @@ -0,0 +1,1494 @@ +run_name: ${oc.env:SLURM_JOB_ID} +seed: 6198 +dry_run: false +no_pre_train_checkpoint: true + +wandb: + name: ${run_name} + project: olmoe + group: null + +model: + d_model: 2560 + n_heads: 16 + n_layers: 24 + mlp_hidden_size: 2560 + weight_tying: false + alibi: false + rope: true + flash_attention: true + attention_dropout: 0.0 + attention_layer_norm: true + include_bias: false + block_type: moe + layer_norm_type: rms + layer_norm_with_affine: true + bias_for_layer_norm: false + attention_layer_norm_with_affine: true + activation_type: swiglu + residual_dropout: 0.0 + embedding_dropout: 0.0 + max_sequence_length: 4096 + vocab_size: 50280 + embedding_size: 50304 + eos_token_id: 0 + pad_token_id: 1 + init_device: meta + init_fn: normal + init_std: 0.02 + init_cutoff_factor: 3 + moe_top_k: 8 + moe_num_experts: 64 + moe_dropless: true + moe_mlp_impl: sparse + moe_zloss_weight: 0.001 + moe_loss_weight: 0.01 + +compile: null + +optimizer: + name: adamw + learning_rate: 4.0e-4 + eps: 1.0e-8 + weight_decay: 0.1 + decay_norm_and_bias: true + decay_embeddings: true + betas: + - 0.9 + - 0.95 + metrics_log_interval: 10 + +scheduler: + name: cosine_with_warmup + units: tokens + t_warmup: 10485760000 + t_max: 5e12 + alpha_f: 0.1 + +tokenizer: + identifier: tokenizers/allenai_gpt-neox-olmo-dolma-v1_5.json + truncate_direction: right + +save_folder: runs/${run_name} +remote_save_folder: s3://ai2-llm/checkpoints/OLMoE/${run_name} +save_overwrite: false + +save_interval: 5000 +save_interval_ephemeral: null +save_num_checkpoints_to_keep: -1 +sharded_checkpointer: olmo_core + +save_interval_unsharded: null +save_num_unsharded_checkpoints_to_keep: -1 + +load_path: null + +max_duration: 2ep +global_train_batch_size: 1024 +device_train_microbatch_size: 4 + +precision: amp_bf16 +distributed_strategy: fsdp + +fsdp: + wrapping_strategy: by_block + precision: mixed + sharding_strategy: FULL_SHARD + +max_grad_norm: 1.0 +max_grad_norm_ratio: null + +speed_monitor: + window_size: 1 + +eval_interval: 5000 +eval_subset_num_batches: -1 +device_eval_batch_size: ${device_train_microbatch_size} +evaluators: + - label: all-small-ppl-validation + data: + num_workers: 0 + drop_last: true + datasets: + c4_en-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy + dolma_books-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy + dolma_common-crawl-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy + dolma_pes2o-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy + dolma_reddit-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy + dolma_stack-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy + dolma_wiki-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy + ice-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy + m2d2_s2orc-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy + pile-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy + wikitext_103-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy + + ########################## + # Downstream evaluations # + ########################## + - label: piqa + type: downstream + + - label: hellaswag + type: downstream + + - label: winogrande + type: downstream + + - label: openbook_qa + type: downstream + + - label: boolq + type: downstream + + - label: sciq + type: downstream + + - label: arc_easy + type: downstream + + - label: arc_challenge + type: downstream + + - label: copa + type: downstream + + - label: commonsense_qa + type: downstream + + - label: social_iqa + type: downstream + + - label: mmlu_stem_var + type: downstream + + - label: mmlu_humanities_var + type: downstream + + - label: mmlu_social_sciences_var + type: downstream + + - label: mmlu_other_var + type: downstream + + - label: mmlu_stem_mc_5shot + type: downstream + + - label: mmlu_humanities_mc_5shot + type: downstream + + - label: mmlu_social_sciences_mc_5shot + type: downstream + + - label: mmlu_other_mc_5shot + type: downstream + + - label: mmlu_stem_mc_5shot_test + type: downstream + + - label: mmlu_humanities_mc_5shot_test + type: downstream + + - label: mmlu_social_sciences_mc_5shot_test + type: downstream + + - label: mmlu_other_mc_5shot_test + type: downstream + +data: + pad_direction: right + num_workers: 32 + drop_last: true + pin_memory: true + prefetch_factor: 8 + persistent_workers: true + timeout: 0 + instance_filter: + repetition_max_period: 13 + repetition_min_period: 1 + repetition_max_count: 32 + paths: + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy + - 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f831adfe366e00854695c83174a180f19431bffa Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Mon, 22 Jul 2024 18:08:51 -0700 Subject: [PATCH 092/133] Fix typo; update script --- olmo/model.py | 2 +- scripts/olmoe/olmoe-gantry-moe.sh | 132 +++++++++++++++++++++++++++--- 2 files changed, 122 insertions(+), 12 deletions(-) diff --git a/olmo/model.py b/olmo/model.py index 567d3c6fc..0f6ecea7d 100644 --- a/olmo/model.py +++ b/olmo/model.py @@ -648,7 +648,7 @@ def __init__(self, layer_id: int, config: ModelConfig, cache: BufferCache): from megablocks.layers.moe import MoE from megablocks.layers.arguments import Arguments as MoEArgs except ImportError: - raise ImportError("To use train MoEs, you need to install the 'megablocks' package.") + raise ImportError("To train MoEs, you need to install the 'megablocks' package.") nn.Module.__init__(self) self.layer_id = layer_id diff --git a/scripts/olmoe/olmoe-gantry-moe.sh b/scripts/olmoe/olmoe-gantry-moe.sh index 3ecdc1450..f3cfa1f77 100644 --- a/scripts/olmoe/olmoe-gantry-moe.sh +++ b/scripts/olmoe/olmoe-gantry-moe.sh @@ -64,14 +64,19 @@ CONFIG_PATH=configs/olmoe17/olmoe17-8x1b-final.yml ARGS='--run_name=olmoe17-8x1b-final-norm --save_overwrite --device_train_microbatch_size=2 --load_path=s3://ai2-llm/checkpoints/OLMoE/olmoe17-8x1b-final-norm/step35000/' -CONFIG_PATH=configs/olmoe17/olmoe17-8x1b-final-nodecnorm.yml -ARGS='--run_name=olmoe17-8x1b-final-nodecnorm --save_overwrite --device_train_microbatch_size=4' +#CONFIG_PATH=configs/olmoe17/olmoe17-8x1b-final-nodecln.yml +#ARGS='--run_name=olmoe17-8x1b-final-nodecln --save_overwrite --device_train_microbatch_size=2' +# --activation_checkpointing=fine_grained' + +#CONFIG_PATH=configs/olmoe17/olmoe17-8x1b-final-decemb.yml +#ARGS='--run_name=olmoe17-8x1b-final-decemb --save_overwrite --device_train_microbatch_size=2 --load_path=s3://ai2-llm/checkpoints/OLMoE/olmoe17-8x1b-final-decemb/step5000/' + -CONFIG_PATH=configs/olmoe17/olmoe17-8x1b-final-decemb.yml -ARGS='--run_name=olmoe17-8x1b-final-decemb --save_overwrite --device_train_microbatch_size=2 --load_path=s3://ai2-llm/checkpoints/OLMoE/olmoe17-8x1b-final-decemb/step5000/' +#CONFIG_PATH=configs/olmoe17/olmoe17-8x1b-final-eps.yml +#ARGS='--run_name=olmoe17-8x1b-final-eps --save_overwrite --device_train_microbatch_size=2 --load_path=s3://ai2-llm/checkpoints/OLMoE/olmoe17-8x1b-final-eps/step5000/ --save_overwrite' #CONFIG_PATH=configs/olmoe17/olmoe17-8x1b-final-fine.yml -#ARGS='--run_name=olmoe17-8x1b-final-fine --save_overwrite --device_train_microbatch_size=2 --activation_checkpointing=fine_grained' +#ARGS='--run_name=olmoe17-8x1b-final-fine --save_overwrite --device_train_microbatch_size=2' # --fused_loss=true --activation_checkpointing=fine_grained' #CONFIG_PATH=configs/olmoe17/olmoe17-8x1b-fullshard-swiglu-wrapb-k2-zloss.yml @@ -98,7 +103,98 @@ ARGS='--run_name=olmoe17-8x1b-final-decemb --save_overwrite --device_train_micro # --fused_loss=true --activation_checkpointing=fine_grained' # --fsdp.sharding_strategy=SHARD_GRAD_OP' -NUM_NODES=16 +#CONFIG_PATH=configs/olmoe17/olmoe17-8x1b-final-normdc.yml +#ARGS='--run_name=olmoe17-8x1b-final-normdc --save_overwrite --device_train_microbatch_size=2' + +#CONFIG_PATH=configs/olmoe17/olmoe17-8x1b-final-normdc.yml +#ARGS='--run_name=olmoe17-8x1b-final-normdc --save_overwrite --device_train_microbatch_size=2' + +#CONFIG_PATH=configs/olmoe17/olmoe-8x1b-newhp-oldds.yml +#ARGS='--run_name=olmoe-8x1b-newhp-oldds --save_overwrite --device_train_microbatch_size=2' + +#CONFIG_PATH=configs/olmoe17/olmoe17-8x1b-final-eps-noqk.yml +#ARGS='--run_name=olmoe17-8x1b-final-eps-noqk --save_overwrite --device_train_microbatch_size=2' + + + + +#CONFIG_PATH=configs/olmoe17/olmoe17-8x1b-final-eps-fine.yml +#ARGS='--run_name=olmoe17-8x1b-final-eps-fine --save_overwrite --device_train_microbatch_size=2 --fsdp.sharding_strategy=HYBRID_SHARD' + +#CONFIG_PATH=configs/olmoe17/olmoe-8x1b-newhp-newds-s3.yml +#ARGS='--run_name=olmoe-8x1b-newhp-newds --save_overwrite --fsdp.sharding_strategy=HYBRID_SHARD' + +#CONFIG_PATH=configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-fine.yml +#ARGS='--run_name=olmoe-8x1b-newhp-newds-cx5-fine --save_overwrite --fsdp.sharding_strategy=HYBRID_SHARD --device_train_microbatch_size=4 --load_path=s3://ai2-llm/checkpoints/OLMoE/olmoe-8x1b-newhp-newds-cx5-fine/step20000/' + +#CONFIG_PATH=configs/olmoe17/olmo-1b-newhp-newds-cx5-reddit.yml +#ARGS='--run_name=olmo-1b-newhp-newds-cx5-reddit --save_overwrite --fsdp.sharding_strategy=HYBRID_SHARD --device_train_microbatch_size=4 --load_path=s3://ai2-llm/checkpoints/OLMoE/olmo-1b-newhp-newds-cx5-reddit/step5000/' + +CONFIG_PATH=configs/olmoe17/olmo-1b-newhp-newds-cx5-flan.yml +ARGS='--run_name=olmo-1b-newhp-newds-cx5-flan --save_overwrite --fsdp.sharding_strategy=FULL_SHARD --device_train_microbatch_size=4 --load_path=s3://ai2-llm/checkpoints/OLMoE/olmo-1b-newhp-newds-cx5-flan/step20000/' + +#CONFIG_PATH=configs/olmoe17/olmo-1b-newhp-newds-cx5-datafix.yml +#ARGS='--run_name=olmo-1b-newhp-newds-cx5-datafix --save_overwrite --fsdp.sharding_strategy=HYBRID_SHARD --device_train_microbatch_size=4' + +#CONFIG_PATH=configs/olmoe17/olmoe-8x1b-newhp-newds-s3-cx5.yml +#ARGS='--run_name=olmoe-8x1b-newhp-newds-cx5 --save_overwrite --fsdp.sharding_strategy=HYBRID_SHARD --device_train_microbatch_size=4' + +#CONFIG_PATH=configs/olmoe17/olmo-1b-newhp-oldds-cx5.yml +#ARGS='--run_name=olmo-1b-newhp-oldds-cx5 --save_overwrite --fsdp.sharding_strategy=HYBRID_SHARD --device_train_microbatch_size=4' + +#CONFIG_PATH=configs/olmoe17/olmo-1b-newhp-newds-cx5.yml +#ARGS='--run_name=olmo-1b-newhp-newds-cx5 --save_overwrite --fsdp.sharding_strategy=HYBRID_SHARD --device_train_microbatch_size=4 --load_path=s3://ai2-llm/checkpoints/OLMoE/olmo-1b-newhp-newds-cx5/step10000/' + +#CONFIG_PATH=configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-k2.yml +#ARGS='--run_name=olmoe-8x1b-newhp-newds-cx5-k2 --save_overwrite --fsdp.sharding_strategy=HYBRID_SHARD --device_train_microbatch_size=4 --fused_loss=true --activation_checkpointing=fine_grained' + +#CONFIG_PATH=configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-k2-fine.yml +#ARGS='--run_name=olmoe-8x1b-newhp-newds-cx5-k2-fine --save_overwrite --fsdp.sharding_strategy=HYBRID_SHARD --device_train_microbatch_size=2' +#CONFIG_PATH=configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-k2-fine-s3.yml +#ARGS='--run_name=olmoe-8x1b-newhp-newds-cx5-k2-fine --save_overwrite --fsdp.sharding_strategy=HYBRID_SHARD --device_train_microbatch_size=2 --load_path=s3://ai2-llm/checkpoints/OLMoE/olmoe-8x1b-newhp-newds-cx5-k2-fine/step10000/' + +CONFIG_PATH=configs/olmoe17/olmoe-8x1b-newhp-newds-final.yml +ARGS='--run_name=olmoe-8x1b-newhp-newds-final --save-overwrite --fsdp.sharding_strategy=FULL_SHARD --device_train_microbatch_size=4 --canceled_check_interval=9999999 --load_path=s3://ai2-llm/checkpoints/OLMoE/olmoe-8x1b-newhp-newds-final/step1110000/ --epoch=1' + +CONFIG_PATH=configs/olmoe17/olmoe-8x7b.yml +ARGS='--run_name=olmoe-8x7b.yml --save_overwrite --fsdp.sharding_strategy=FULL_SHARD' +# --activation_checkpointing=fine_grained --fused_loss=true' + +CONFIG_PATH=configs/olmoe17/olmoe-8x7b-A7B.yml +ARGS='--run_name=olmoe-8x7b-A7B --save_overwrite --fsdp.sharding_strategy=FULL_SHARD --device_train_microbatch_size=2' + +CONFIG_PATH=configs/olmoe17/olmoe-8x1b-newhp-newds-final-double.yml +ARGS='--run_name=olmoe-8x1b-newhp-newds-final-double --save_overwrite --device_train_microbatch_size=2' + +CONFIG_PATH=configs/olmoe17/olmoe-8x1b-newhp-newds-final-double-alt.yml +ARGS='--run_name=olmoe-8x1b-newhp-newds-final-double-alt --save_overwrite --device_train_microbatch_size=2' + + +# --activation_checkpointing=fine_grained --fused_loss=true' + +#configs/olmoe17/olmoe-8x1b-newhp-newds-final-double.yml +#CONFIG_PATH=configs/olmoe17/olmoe-8x1b-newhp-newds-final-anneal.yml +#ARGS='--run_name=olmoe-8x1b-newhp-newds-final-annealFrom1200000 --save-overwrite --fsdp.sharding_strategy=FULL_SHARD --canceled_check_interval=9999999 --load_path=s3://ai2-llm/checkpoints/OLMoE/olmoe-8x1b-newhp-newds-final/step1200000/' + +# --load_path=s3://ai2-llm/checkpoints/OLMoE/olmoe-8x1b-newhp-newds-final/step20000/' +#--activation_checkpointing=fine_grained' + +#CONFIG_PATH=configs/olmoe17/olmoe-8x1b-newhp-newds-final-densecomp.yml +#ARGS='--run_name=olmoe-8x1b-newhp-newds-final-densecomp --save_overwrite --fsdp.sharding_strategy=FULL_SHARD --device_train_microbatch_size=8 --canceled_check_interval=200' # --activation_checkpointing=fine_grained + +# --fused_loss=true --activation_checkpointing=fine_grained' + +#CONFIG_PATH=configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-fine-shared-s3.yml +#ARGS='--run_name=olmoe-8x1b-newhp-newds-cx5-fine-shared --save_overwrite --fsdp.sharding_strategy=FULL_SHARD --device_train_microbatch_size=4 --load_path=s3://ai2-llm/checkpoints/OLMoE/olmoe-8x1b-newhp-newds-cx5-fine-shared/step20000/' + +#CONFIG_PATH=configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-fine05.yml +#ARGS='--run_name=olmoe-8x1b-newhp-newds-cx5-fine05 --save_overwrite --fsdp.sharding_strategy=HYBRID_SHARD --device_train_microbatch_size=4 --fused_loss=true --activation_checkpointing=fine_grained' + +#CONFIG_PATH=configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-fine1.yml +#ARGS='--run_name=olmoe-8x1b-newhp-newds-cx5-fine1 --save_overwrite --fsdp.sharding_strategy=HYBRID_SHARD --device_train_microbatch_size=4 --fused_loss=true --activation_checkpointing=fine_grained --load_path=s3://ai2-llm/checkpoints/OLMoE/olmoe-8x1b-newhp-newds-cx5-fine1/step5000/' + + +NUM_NODES=32 BEAKER_REPLICA_RANK=0 #ARGS='--load_path=s3://ai2-llm/checkpoints/OLMoE/8x1b-954000-unsharded/ --reset_optimizer_state=True --reset_trainer_state=True --run_name=olmoe17-8x1b-fullshard-swiglu-wrapb-s1k1' @@ -151,7 +247,7 @@ BEAKER_REPLICA_RANK=0 #--cluster ai2/jupiter-cirrascale \ -#shanea/olmo-torch2.3-gantry +#shanea/olmo-torch23-gantry #petew/olmo-torch23-gantry # change your paths from s3://ai2-llm/... to /weka/oe-training-default/ai2-llm/.... @@ -159,14 +255,19 @@ BEAKER_REPLICA_RANK=0 # export NCCL_IB_HCA="^=mlx5_bond_0" +# --preemptible \ + +# --weka oe-training-default:/weka/oe-training-default \ + gantry run \ + --weka oe-training-default:/weka/oe-training-default \ --allow-dirty \ - --priority normal \ --preemptible \ + --priority urgent \ --workspace ai2/olmoe \ --task-name olmoe \ --description olmoe \ - --beaker-image shanea/olmo-torch2.3-gantry \ + --beaker-image shanea/olmo-torch2.2-gantry \ --budget ai2/oe-training \ --cluster ai2/jupiter-cirrascale-2 \ --gpus 8 \ @@ -184,8 +285,17 @@ gantry run \ --venv base \ --yes \ --synchronized-start-timeout 30m \ - -- /bin/bash -c "pip install --upgrade torch==2.3.0; pip install git+https://github.com/Muennighoff/megablocks.git@zloss; mkdir -p /root/.cache; pushd /root/.cache; curl "https://storage.googleapis.com/dirkgr-public/huggingface_cache_v3.tar.gz" | tar --keep-newer-files -xzf -; popd; export HF_DATASETS_OFFLINE=1; export NCCL_IB_HCA=^=mlx5_bond_0; SLURM_JOB_ID=${BEAKER_JOB_ID} torchrun --nnodes ${NUM_NODES}:${NUM_NODES} --node_rank ${BEAKER_REPLICA_RANK} --nproc-per-node 8 --rdzv_id=12347 --rdzv_backend=c10d --rdzv_conf='read_timeout=420' --rdzv_endpoint=\$BEAKER_LEADER_REPLICA_HOSTNAME:29400 scripts/train.py ${CONFIG_PATH} ${ARGS}" - + -- /bin/bash -c "pip install --upgrade torch==2.3.0; pip install --upgrade flash-attn --no-build-isolation; pip install git+https://github.com/Muennighoff/megablocks.git@zloss; mkdir -p /root/.cache; pushd /root/.cache; curl "https://storage.googleapis.com/dirkgr-public/huggingface_cache_v3.tar.gz" | tar --keep-newer-files -xzf -; popd; export HF_DATASETS_OFFLINE=1; export NCCL_IB_HCA=^=mlx5_bond_0; SLURM_JOB_ID=${BEAKER_JOB_ID} torchrun --nnodes ${NUM_NODES}:${NUM_NODES} --node_rank ${BEAKER_REPLICA_RANK} --nproc-per-node 8 --rdzv_id=12347 --rdzv_backend=c10d --rdzv_conf='read_timeout=420' --rdzv_endpoint=\$BEAKER_LEADER_REPLICA_HOSTNAME:29400 scripts/train.py ${CONFIG_PATH} ${ARGS}" + +#export NCCL_DEBUG=INFO +#pip install --upgrade flash-attn --no-build-isolation +#conda install -y pytorch torchvision torchaudio pytorch-cuda=12.1 -c pytorch -c nvidia; +# conda install pytorch torchvision torchaudio pytorch-cuda=12.1 -c pytorch -c nvidia +# conda install -y -c conda-forge cudatoolkit-dev +#pip install --upgrade torch==2.3.0; conda install -y cuda-nvcc cuda-python -c pytorch -c nvidia; +#conda install -y cuda-nvcc cuda-python -c pytorch -c nvidia +#; conda install -c conda-forge cudatoolkit-dev +#conda install -c conda-forge cudatoolkit-dev #export TORCH_DIST_INIT_BARRIER=1; export OLMO_SHARED_FS=1; export NCCL_IB_HCA=^=mlx5_bond_0 #conda install nvidia/label/cuda-11.8.0::cuda; #pip install --upgrade torch; From 0a3b076ec9d7367afc9afd4dfc802ff247b2056d Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Mon, 22 Jul 2024 18:25:25 -0700 Subject: [PATCH 093/133] add moe reorder --- ...8x1b-newhp-newds-cx5-fine1-normreorder.yml | 1607 +++++++++++++++++ olmo/model.py | 35 +- 2 files changed, 1633 insertions(+), 9 deletions(-) create mode 100644 configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-fine1-normreorder.yml diff --git a/configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-fine1-normreorder.yml b/configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-fine1-normreorder.yml new file mode 100644 index 000000000..9a5ddd486 --- /dev/null +++ b/configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-fine1-normreorder.yml @@ -0,0 +1,1607 @@ +run_name: ${oc.env:SLURM_JOB_ID} +seed: 6198 +dry_run: false +no_pre_train_checkpoint: true + +wandb: + name: ${run_name} + project: olmoe + group: null + +model: + d_model: 2048 + n_heads: 16 + n_layers: 16 + mlp_ratio: 1 + weight_tying: false + alibi: false + rope: true + flash_attention: true + attention_dropout: 0.0 + attention_layer_norm: false + include_bias: false + block_type: moe + layer_norm_type: rms + layer_norm_with_affine: true + bias_for_layer_norm: false + attention_layer_norm_with_affine: false + activation_type: swiglu + residual_dropout: 0.0 + embedding_dropout: 0.0 + max_sequence_length: 4096 + vocab_size: 50280 + embedding_size: 50304 + eos_token_id: 0 + pad_token_id: 1 + init_device: meta + init_fn: normal + init_std: 0.02 + init_cutoff_factor: 3 + moe_top_k: 8 + moe_num_experts: 64 + moe_dropless: true + moe_mlp_impl: sparse + moe_zloss_weight: 0.001 + moe_loss_weight: 0.01 + norm_after: true + +compile: null + +optimizer: + name: adamw + learning_rate: 4.0e-4 + eps: 1.0e-8 + weight_decay: 0.1 + decay_norm_and_bias: true + decay_embeddings: true + betas: + - 0.9 + - 0.95 + metrics_log_interval: 10 + +scheduler: + name: cosine_with_warmup + units: tokens + t_warmup: 8388608000 + t_max: 130e9 + alpha_f: 0.1 + +tokenizer: + identifier: tokenizers/allenai_gpt-neox-olmo-dolma-v1_5.json + truncate_direction: right + +save_folder: runs/${run_name} +remote_save_folder: s3://ai2-llm/checkpoints/OLMoE/${run_name} +save_overwrite: false + +save_interval: 5000 +save_interval_ephemeral: null +save_num_checkpoints_to_keep: -1 +sharded_checkpointer: olmo_core + +save_interval_unsharded: null +save_num_unsharded_checkpoints_to_keep: -1 + +load_path: null + +max_duration: 130e9T +stop_at: 30993 +global_train_batch_size: 1024 +device_train_microbatch_size: 8 + +precision: amp_bf16 +distributed_strategy: fsdp + +fsdp: + wrapping_strategy: by_block + precision: mixed + sharding_strategy: FULL_SHARD + +max_grad_norm: 1.0 +max_grad_norm_ratio: null + +speed_monitor: + window_size: 1 + +eval_interval: 1000 +eval_subset_num_batches: -1 +device_eval_batch_size: ${device_train_microbatch_size} +evaluators: + - label: all-small-ppl-validation + data: + num_workers: 0 + drop_last: true + datasets: + c4_en-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy + dolma_books-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy + dolma_common-crawl-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy + dolma_pes2o-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy + dolma_reddit-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy + dolma_stack-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy + dolma_wiki-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy + ice-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy + m2d2_s2orc-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy + pile-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy + wikitext_103-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy + + ########################## + # Downstream evaluations # + ########################## + - label: piqa + type: downstream + + - label: hellaswag + type: downstream + + - label: winogrande + type: downstream + + - label: openbook_qa + type: downstream + + - label: boolq + type: downstream + + - label: sciq + type: downstream + + - label: arc_easy + type: downstream + + - label: arc_challenge + type: downstream + + - label: copa + type: downstream + + - label: commonsense_qa + type: downstream + + - label: social_iqa + type: downstream + + - label: mmlu_stem_var + type: downstream + + - label: mmlu_humanities_var + type: downstream + + - label: mmlu_social_sciences_var + type: downstream + + - label: mmlu_other_var + type: downstream + + - label: mmlu_stem_mc_5shot + type: downstream + + - label: mmlu_humanities_mc_5shot + type: downstream + + - label: mmlu_social_sciences_mc_5shot + type: downstream + + - label: mmlu_other_mc_5shot + type: downstream + + - label: mmlu_stem_mc_5shot_test + type: downstream + + - label: mmlu_humanities_mc_5shot_test + type: downstream + + - label: mmlu_social_sciences_mc_5shot_test + type: downstream + + - label: mmlu_other_mc_5shot_test + type: downstream + +data: + pad_direction: right + num_workers: 16 + drop_last: true + pin_memory: true + prefetch_factor: 8 + persistent_workers: true + timeout: 0 + paths: + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy + - 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/weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-122-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-062-00002.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-122-00004.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-125-00005.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-129-00001.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-083-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-075-00002.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-107-00002.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-080-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-086-00001.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-085-00004.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-098-00003.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-127-00004.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-181-00001.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-104-00002.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-037-00003.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-137-00004.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-000-00004.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-007-00004.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-161-00001.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-166-00004.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-008-00004.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-175-00003.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-020-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-139-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-021-00002.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-152-00002.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-025-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-042-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-141-00003.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-023-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-058-00003.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-122-00001.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-022-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-076-00002.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-095-00001.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-137-00002.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-001-00002.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-086-00004.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-149-00004.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-031-00001.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-054-00001.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-062-00001.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-151-00002.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-105-00004.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-177-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-181-00002.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-100-00003.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-173-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-172-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-098-00001.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-125-00001.npy diff --git a/olmo/model.py b/olmo/model.py index 37dcb0187..7d26ec609 100644 --- a/olmo/model.py +++ b/olmo/model.py @@ -820,10 +820,13 @@ def forward( # k, v: (batch_size, seq_len, d_model // n_heads) # - for group query attn q: (batch_size, seq_len, d_model) # k, v: (batch_size, seq_len, d_model // n_kv_heads) - if self._activation_checkpoint_fn is not None: - qkv = self.att_proj(self._activation_checkpoint_fn(self.attn_norm, x)) + if not self.config.norm_after: + if self._activation_checkpoint_fn is not None: + qkv = self.att_proj(self._activation_checkpoint_fn(self.attn_norm, x)) + else: + qkv = self.att_proj(self.attn_norm(x)) else: - qkv = self.att_proj(self.attn_norm(x)) + qkv = self.att_proj(x) if self.config.clip_qkv is not None: qkv.clamp_(min=-self.config.clip_qkv, max=self.config.clip_qkv) @@ -838,6 +841,12 @@ def forward( else: att, cache = self.attention(q, k, v, attention_bias, layer_past=layer_past, use_cache=use_cache) + if self.config.norm_after: + if self._activation_checkpoint_fn is not None: + att = self._activation_checkpoint_fn(self.attn_norm, att) + else: + att = self.attn_norm(att) + # Add attention scores. # shape: (B, T, C) x = x + self.dropout(att) @@ -845,13 +854,21 @@ def forward( # Add feed-forward projection. # shape: (batch_size, seq_len, d_model) og_x = x - if self._activation_checkpoint_fn is not None: - x = self._activation_checkpoint_fn(self.ff_norm, x) # type: ignore - else: - x = self.ff_norm(x) - # Activation checkpointing for the MoE FFN is not supported - return og_x + self.dropout(getattr(self, "ffn", ffn)(x)), cache + if self.config.norm_after: + x = getattr(self, "ffn", ffn)(x) + if self._activation_checkpoint_fn is not None: + x = self._activation_checkpoint_fn(self.ff_norm, x) # type: ignore + else: + x = self.ff_norm(x) + return og_x + self.dropout(x), cache + else: + if self._activation_checkpoint_fn is not None: + x = self._activation_checkpoint_fn(self.ff_norm, x) # type: ignore + else: + x = self.ff_norm(x) + # Activation checkpointing for the MoE FFN is not supported + return og_x + self.dropout(getattr(self, "ffn", ffn)(x)), cache class OLMoSequentialBlock(OLMoBlock): From d6ccbf0ee14102beae083f4663fcd0b0af832b18 Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Mon, 22 Jul 2024 18:34:01 -0700 Subject: [PATCH 094/133] Add datafix --- ...moe-8x1b-newhp-newds-cx5-fine1-docmask.yml | 1611 +++++++++++++++++ ...8x1b-newhp-newds-cx5-fine1-normreorder.yml | 4 + 2 files changed, 1615 insertions(+) create mode 100644 configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-fine1-docmask.yml diff --git a/configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-fine1-docmask.yml b/configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-fine1-docmask.yml new file mode 100644 index 000000000..1c62feb1a --- /dev/null +++ b/configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-fine1-docmask.yml @@ -0,0 +1,1611 @@ +run_name: ${oc.env:SLURM_JOB_ID} +seed: 6198 +dry_run: false +no_pre_train_checkpoint: true + +wandb: + name: ${run_name} + project: olmoe + group: null + +model: + d_model: 2048 + n_heads: 16 + n_layers: 16 + mlp_ratio: 1 + weight_tying: false + alibi: false + rope: true + flash_attention: true + attention_dropout: 0.0 + attention_layer_norm: false + include_bias: false + block_type: moe + layer_norm_type: rms + layer_norm_with_affine: true + bias_for_layer_norm: false + attention_layer_norm_with_affine: false + activation_type: swiglu + residual_dropout: 0.0 + embedding_dropout: 0.0 + max_sequence_length: 4096 + vocab_size: 50280 + embedding_size: 50304 + eos_token_id: 0 + pad_token_id: 1 + init_device: meta + init_fn: normal + init_std: 0.02 + init_cutoff_factor: 3 + moe_top_k: 8 + moe_num_experts: 64 + moe_dropless: true + moe_mlp_impl: sparse + moe_zloss_weight: 0.001 + moe_loss_weight: 0.01 + +compile: null + +optimizer: + name: adamw + learning_rate: 4.0e-4 + eps: 1.0e-8 + weight_decay: 0.1 + decay_norm_and_bias: true + decay_embeddings: true + betas: + - 0.9 + - 0.95 + metrics_log_interval: 10 + +scheduler: + name: cosine_with_warmup + units: tokens + t_warmup: 8388608000 + t_max: 130e9 + alpha_f: 0.1 + +tokenizer: + identifier: tokenizers/allenai_gpt-neox-olmo-dolma-v1_5.json + truncate_direction: right + +save_folder: runs/${run_name} +remote_save_folder: s3://ai2-llm/checkpoints/OLMoE/${run_name} +save_overwrite: false + +save_interval: 5000 +save_interval_ephemeral: null +save_num_checkpoints_to_keep: -1 +sharded_checkpointer: olmo_core + +save_interval_unsharded: null +save_num_unsharded_checkpoints_to_keep: -1 + +load_path: null + +max_duration: 130e9T +stop_at: 30993 +global_train_batch_size: 1024 +device_train_microbatch_size: 8 + +precision: amp_bf16 +distributed_strategy: fsdp + +fsdp: + wrapping_strategy: by_block + precision: mixed + sharding_strategy: FULL_SHARD + +max_grad_norm: 1.0 +max_grad_norm_ratio: null + +speed_monitor: + window_size: 1 + +eval_interval: 1000 +eval_subset_num_batches: -1 +device_eval_batch_size: ${device_train_microbatch_size} +evaluators: + - label: all-small-ppl-validation + data: + num_workers: 0 + drop_last: true + datasets: + c4_en-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy + dolma_books-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy + dolma_common-crawl-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy + dolma_pes2o-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy + dolma_reddit-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy + dolma_stack-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy + dolma_wiki-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy + ice-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy + m2d2_s2orc-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy + pile-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy + wikitext_103-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy + + ########################## + # Downstream evaluations # + ########################## + - label: piqa + type: downstream + + - label: hellaswag + type: downstream + + - label: winogrande + type: downstream + + - label: openbook_qa + type: downstream + + - label: boolq + type: downstream + + - label: sciq + type: downstream + + - label: arc_easy + type: downstream + + - label: arc_challenge + type: downstream + + - label: copa + type: downstream + + - label: commonsense_qa + type: downstream + + - label: social_iqa + type: downstream + + - label: mmlu_stem_var + type: downstream + + - label: mmlu_humanities_var + type: downstream + + - label: mmlu_social_sciences_var + type: downstream + + - label: mmlu_other_var + type: downstream + + - label: mmlu_stem_mc_5shot + type: downstream + + - label: mmlu_humanities_mc_5shot + type: downstream + + - label: mmlu_social_sciences_mc_5shot + type: downstream + + - label: mmlu_other_mc_5shot + type: downstream + + - label: mmlu_stem_mc_5shot_test + type: downstream + + - label: mmlu_humanities_mc_5shot_test + type: downstream + + - label: 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/weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-037-00003.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-137-00004.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-000-00004.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-007-00004.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-161-00001.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-166-00004.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-008-00004.npy + - 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/weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-141-00003.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-023-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-058-00003.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-122-00001.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-022-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-076-00002.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-095-00001.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-137-00002.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-001-00002.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-086-00004.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-149-00004.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-031-00001.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-054-00001.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-062-00001.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-151-00002.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-105-00004.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-177-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-181-00002.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-100-00003.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-173-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-172-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-098-00001.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-125-00001.npy diff --git a/configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-fine1-normreorder.yml b/configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-fine1-normreorder.yml index 9a5ddd486..be6448679 100644 --- a/configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-fine1-normreorder.yml +++ b/configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-fine1-normreorder.yml @@ -215,6 +215,10 @@ data: prefetch_factor: 8 persistent_workers: true timeout: 0 + instance_filter: + repetition_max_period: 13 + repetition_min_period: 1 + repetition_max_count: 32 paths: - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy From 6a2c17e20479bf707bd7f61ece69ab493c641a81 Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Mon, 22 Jul 2024 19:20:00 -0700 Subject: [PATCH 095/133] Max doc len MoE --- olmo/model.py | 23 +++++++++++++++++++++-- 1 file changed, 21 insertions(+), 2 deletions(-) diff --git a/olmo/model.py b/olmo/model.py index 7d26ec609..66a2199a7 100644 --- a/olmo/model.py +++ b/olmo/model.py @@ -811,6 +811,8 @@ def forward( attention_bias: Optional[torch.Tensor] = None, layer_past: Optional[Tuple[torch.Tensor, torch.Tensor]] = None, use_cache: bool = False, + max_doc_len: Optional[int] = None, + cu_doc_lens: Optional[torch.Tensor] = None, ffn: Optional[torch.nn.Module] = None, ) -> Tuple[torch.Tensor, Optional[Tuple[torch.Tensor, torch.Tensor]]]: # Get query, key, value projections. @@ -836,10 +838,27 @@ def forward( # Get attention scores. if self._activation_checkpoint_fn is not None: att, cache = self._activation_checkpoint_fn( # type: ignore - self.attention, q, k, v, attention_bias, layer_past=layer_past, use_cache=use_cache + self.attention, + q, + k, + v, + attention_bias, + layer_past=layer_past, + use_cache=use_cache, + max_doc_len=max_doc_len, + cu_doc_lens=cu_doc_lens, ) else: - att, cache = self.attention(q, k, v, attention_bias, layer_past=layer_past, use_cache=use_cache) + att, cache = self.attention( + q, + k, + v, + attention_bias, + layer_past=layer_past, + use_cache=use_cache, + max_doc_len=max_doc_len, + cu_doc_lens=cu_doc_lens, + ) if self.config.norm_after: if self._activation_checkpoint_fn is not None: From 9ccb2f11468bb5f6f2d8f7c41551532249a8a27e Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Mon, 22 Jul 2024 20:04:16 -0700 Subject: [PATCH 096/133] add fa varlen --- olmo/model.py | 7 ++++++- 1 file changed, 6 insertions(+), 1 deletion(-) diff --git a/olmo/model.py b/olmo/model.py index 66a2199a7..155aec432 100644 --- a/olmo/model.py +++ b/olmo/model.py @@ -750,11 +750,16 @@ def __init__(self, layer_id: int, config: ModelConfig, cache: BufferCache): self.rotary_emb = RotaryEmbedding(config, self.__cache) self.flash_attn_func = None + self.flash_attn_varlen_func = None if config.flash_attention: try: - from flash_attn import flash_attn_func # type: ignore + from flash_attn import ( # type: ignore + flash_attn_func, + flash_attn_varlen_func, + ) self.flash_attn_func = flash_attn_func + self.flash_attn_varlen_func = flash_attn_varlen_func except ModuleNotFoundError: pass From f5291ec1f4b8c5f6c14228e25ba93ebf8d109cb0 Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Tue, 23 Jul 2024 08:41:21 -0700 Subject: [PATCH 097/133] Add conf --- ...moe-8x1b-newhp-newds-cx5-fine1-datafix.yml | 1610 +++++++++++++++++ 1 file changed, 1610 insertions(+) create mode 100644 configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-fine1-datafix.yml diff --git a/configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-fine1-datafix.yml b/configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-fine1-datafix.yml new file mode 100644 index 000000000..56a0803c7 --- /dev/null +++ b/configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-fine1-datafix.yml @@ -0,0 +1,1610 @@ +run_name: ${oc.env:SLURM_JOB_ID} +seed: 6198 +dry_run: false +no_pre_train_checkpoint: true + +wandb: + name: ${run_name} + project: olmoe + group: null + +model: + d_model: 2048 + n_heads: 16 + n_layers: 16 + mlp_ratio: 1 + weight_tying: false + alibi: false + rope: true + flash_attention: true + attention_dropout: 0.0 + attention_layer_norm: false + include_bias: false + block_type: moe + layer_norm_type: rms + layer_norm_with_affine: true + bias_for_layer_norm: false + attention_layer_norm_with_affine: false + activation_type: swiglu + residual_dropout: 0.0 + embedding_dropout: 0.0 + max_sequence_length: 4096 + vocab_size: 50280 + embedding_size: 50304 + eos_token_id: 0 + pad_token_id: 1 + init_device: meta + init_fn: normal + init_std: 0.02 + init_cutoff_factor: 3 + moe_top_k: 8 + moe_num_experts: 64 + moe_dropless: true + moe_mlp_impl: sparse + moe_zloss_weight: 0.001 + moe_loss_weight: 0.01 + +compile: null + +optimizer: + name: adamw + learning_rate: 4.0e-4 + eps: 1.0e-8 + weight_decay: 0.1 + decay_norm_and_bias: true + decay_embeddings: true + betas: + - 0.9 + - 0.95 + metrics_log_interval: 10 + +scheduler: + name: cosine_with_warmup + units: tokens + t_warmup: 8388608000 + t_max: 130e9 + alpha_f: 0.1 + +tokenizer: + identifier: tokenizers/allenai_gpt-neox-olmo-dolma-v1_5.json + truncate_direction: right + +save_folder: runs/${run_name} +remote_save_folder: s3://ai2-llm/checkpoints/OLMoE/${run_name} +save_overwrite: false + +save_interval: 5000 +save_interval_ephemeral: null +save_num_checkpoints_to_keep: -1 +sharded_checkpointer: olmo_core + +save_interval_unsharded: null +save_num_unsharded_checkpoints_to_keep: -1 + +load_path: null + +max_duration: 130e9T +stop_at: 30993 +global_train_batch_size: 1024 +device_train_microbatch_size: 8 + +precision: amp_bf16 +distributed_strategy: fsdp + +fsdp: + wrapping_strategy: by_block + precision: mixed + sharding_strategy: FULL_SHARD + +max_grad_norm: 1.0 +max_grad_norm_ratio: null + +speed_monitor: + window_size: 1 + +eval_interval: 1000 +eval_subset_num_batches: -1 +device_eval_batch_size: ${device_train_microbatch_size} +evaluators: + - label: all-small-ppl-validation + data: + num_workers: 0 + drop_last: true + datasets: + c4_en-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy + dolma_books-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy + dolma_common-crawl-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy + dolma_pes2o-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy + dolma_reddit-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy + dolma_stack-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy + dolma_wiki-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy + ice-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy + m2d2_s2orc-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy + pile-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy + wikitext_103-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy + + ########################## + # Downstream evaluations # + ########################## + - label: piqa + type: downstream + + - label: hellaswag + type: downstream + + - label: winogrande + type: downstream + + - label: openbook_qa + type: downstream + + - label: boolq + type: downstream + + - label: sciq + type: downstream + + - label: arc_easy + type: downstream + + - label: arc_challenge + type: downstream + + - label: copa + type: downstream + + - label: commonsense_qa + type: downstream + + - label: social_iqa + type: downstream + + - label: mmlu_stem_var + type: downstream + + - label: mmlu_humanities_var + type: downstream + + - label: mmlu_social_sciences_var + type: downstream + + - label: mmlu_other_var + type: downstream + + - label: mmlu_stem_mc_5shot + type: downstream + + - label: mmlu_humanities_mc_5shot + type: downstream + + - label: mmlu_social_sciences_mc_5shot + type: downstream + + - label: mmlu_other_mc_5shot + type: downstream + + - label: mmlu_stem_mc_5shot_test + type: downstream + + - label: mmlu_humanities_mc_5shot_test + type: downstream + + - label: mmlu_social_sciences_mc_5shot_test + type: downstream + + - label: mmlu_other_mc_5shot_test + type: downstream + +data: + pad_direction: right + num_workers: 16 + drop_last: true + pin_memory: true + prefetch_factor: 8 + persistent_workers: true + timeout: 0 + instance_filter: + repetition_max_period: 13 + repetition_min_period: 1 + repetition_max_count: 32 + paths: + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy + - 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/weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-125-00001.npy From ed571a8b93b460980645c23a0985d84d10cd2c83 Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Tue, 23 Jul 2024 22:11:28 -0700 Subject: [PATCH 098/133] add conf --- ...lmoe-8x1b-newhp-newds-cx5-fine1-newtok.yml | 1343 +++++++++++++++++ 1 file changed, 1343 insertions(+) create mode 100644 configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-fine1-newtok.yml diff --git a/configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-fine1-newtok.yml b/configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-fine1-newtok.yml new file mode 100644 index 000000000..27b274b15 --- /dev/null +++ b/configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-fine1-newtok.yml @@ -0,0 +1,1343 @@ +run_name: ${oc.env:SLURM_JOB_ID} +seed: 6198 +dry_run: false +no_pre_train_checkpoint: true + +wandb: + name: ${run_name} + project: olmoe + group: null + +model: + d_model: 2048 + n_heads: 16 + n_layers: 16 + mlp_ratio: 1 + weight_tying: false + alibi: false + rope: true + flash_attention: true + attention_dropout: 0.0 + attention_layer_norm: false + include_bias: false + block_type: moe + layer_norm_type: rms + layer_norm_with_affine: true + bias_for_layer_norm: false + attention_layer_norm_with_affine: false + activation_type: swiglu + residual_dropout: 0.0 + embedding_dropout: 0.0 + max_sequence_length: 4096 + vocab_size: 50280 + embedding_size: 50304 + eos_token_id: 0 + pad_token_id: 1 + init_device: meta + init_fn: normal + init_std: 0.02 + init_cutoff_factor: 3 + moe_top_k: 8 + moe_num_experts: 64 + moe_dropless: true + moe_mlp_impl: sparse + moe_zloss_weight: 0.001 + moe_loss_weight: 0.01 + +compile: null + +optimizer: + name: adamw + learning_rate: 4.0e-4 + eps: 1.0e-8 + weight_decay: 0.1 + decay_norm_and_bias: true + decay_embeddings: true + betas: + - 0.9 + - 0.95 + metrics_log_interval: 10 + +scheduler: + name: cosine_with_warmup + units: tokens + t_warmup: 8388608000 + t_max: 130e9 + alpha_f: 0.1 + +tokenizer: + identifier: tokenizers/allenai_gpt-neox-olmo-dolma-v1_5.json + truncate_direction: right + +save_folder: runs/${run_name} +remote_save_folder: s3://ai2-llm/checkpoints/OLMoE/${run_name} +save_overwrite: false + +save_interval: 5000 +save_interval_ephemeral: null +save_num_checkpoints_to_keep: -1 +sharded_checkpointer: olmo_core + +save_interval_unsharded: null +save_num_unsharded_checkpoints_to_keep: -1 + +load_path: null + +max_duration: 130e9T +stop_at: 30993 +global_train_batch_size: 1024 +device_train_microbatch_size: 8 + +precision: amp_bf16 +distributed_strategy: fsdp + +fsdp: + wrapping_strategy: by_block + precision: mixed + sharding_strategy: FULL_SHARD + +max_grad_norm: 1.0 +max_grad_norm_ratio: null + +speed_monitor: + window_size: 1 + +eval_interval: 1000 +eval_subset_num_batches: -1 +device_eval_batch_size: ${device_train_microbatch_size} +evaluators: + - label: all-small-ppl-validation + data: + num_workers: 0 + drop_last: true + datasets: + c4_en-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy + dolma_books-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy + dolma_common-crawl-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy + dolma_pes2o-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy + dolma_reddit-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy + dolma_stack-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy + dolma_wiki-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy + ice-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy + m2d2_s2orc-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy + pile-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy + wikitext_103-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy + + ########################## + # Downstream evaluations # + ########################## + - label: piqa + type: downstream + + - label: hellaswag + type: downstream + + - label: winogrande + type: downstream + + - label: openbook_qa + type: downstream + + - label: boolq + type: downstream + + - label: sciq + type: downstream + + - label: arc_easy + type: downstream + + - label: arc_challenge + type: downstream + + - label: copa + type: downstream + + - label: commonsense_qa + type: downstream + + - label: social_iqa + type: downstream + + - label: mmlu_stem_var + type: downstream + + - label: mmlu_humanities_var + type: downstream + + - label: mmlu_social_sciences_var + type: downstream + + - label: mmlu_other_var + type: downstream + + - label: mmlu_stem_mc_5shot + type: downstream + + - label: mmlu_humanities_mc_5shot + type: downstream + + - label: mmlu_social_sciences_mc_5shot + type: downstream + + - label: mmlu_other_mc_5shot + type: downstream + + - label: mmlu_stem_mc_5shot_test + type: downstream + + - label: mmlu_humanities_mc_5shot_test + type: downstream + + - label: mmlu_social_sciences_mc_5shot_test + type: downstream + + - label: mmlu_other_mc_5shot_test + type: downstream + +data: + pad_direction: right + num_workers: 16 + drop_last: true + pin_memory: true + prefetch_factor: 8 + persistent_workers: true + timeout: 0 + instance_filter: + repetition_max_period: 13 + repetition_min_period: 1 + repetition_max_count: 32 + paths: + - /weka/oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/allenai/dolma2-tokenizer/part-00-00000.npy + - 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/weka/oe-training-default/ai2-llm/preprocessed/dclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/dolma2-tokenizer/part-185-00002.npy + - /weka/oe-training-default/ai2-llm/preprocessed/dclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/dolma2-tokenizer/part-185-00003.npy + - /weka/oe-training-default/ai2-llm/preprocessed/dclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/dolma2-tokenizer/part-185-00004.npy + - /weka/oe-training-default/ai2-llm/preprocessed/dclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/dolma2-tokenizer/part-186-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/dclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/dolma2-tokenizer/part-186-00001.npy + - /weka/oe-training-default/ai2-llm/preprocessed/dclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/dolma2-tokenizer/part-186-00002.npy + - /weka/oe-training-default/ai2-llm/preprocessed/dclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/dolma2-tokenizer/part-186-00003.npy + - /weka/oe-training-default/ai2-llm/preprocessed/dclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/dolma2-tokenizer/part-186-00004.npy + - /weka/oe-training-default/ai2-llm/preprocessed/dclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/dolma2-tokenizer/part-187-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/dclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/dolma2-tokenizer/part-187-00001.npy + - /weka/oe-training-default/ai2-llm/preprocessed/dclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/dolma2-tokenizer/part-187-00002.npy + - /weka/oe-training-default/ai2-llm/preprocessed/dclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/dolma2-tokenizer/part-187-00003.npy + - /weka/oe-training-default/ai2-llm/preprocessed/dclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/dolma2-tokenizer/part-187-00004.npy + - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/documents/wiki/allenai/dolma2-tokenizer/part-0-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/documents/wiki/allenai/dolma2-tokenizer/part-1-00000.npy From 71d2d2ae30491a13777c4f7b0b512a494bad9110 Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Tue, 23 Jul 2024 22:19:05 -0700 Subject: [PATCH 099/133] fix conf --- configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-fine1-newtok.yml | 5 +++-- 1 file changed, 3 insertions(+), 2 deletions(-) diff --git a/configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-fine1-newtok.yml b/configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-fine1-newtok.yml index 27b274b15..f3f12422f 100644 --- a/configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-fine1-newtok.yml +++ b/configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-fine1-newtok.yml @@ -29,8 +29,8 @@ model: residual_dropout: 0.0 embedding_dropout: 0.0 max_sequence_length: 4096 - vocab_size: 50280 - embedding_size: 50304 + vocab_size: 100277 + embedding_size: 100352 eos_token_id: 0 pad_token_id: 1 init_device: meta @@ -207,6 +207,7 @@ evaluators: type: downstream data: + memmap_dtype: uint32 pad_direction: right num_workers: 16 drop_last: true From 8b7252139f2f798ca33236bbed6e55ff41bbd7d1 Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Tue, 23 Jul 2024 22:22:23 -0700 Subject: [PATCH 100/133] fixconf --- configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-fine1-newtok.yml | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-fine1-newtok.yml b/configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-fine1-newtok.yml index f3f12422f..bb9688752 100644 --- a/configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-fine1-newtok.yml +++ b/configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-fine1-newtok.yml @@ -29,10 +29,10 @@ model: residual_dropout: 0.0 embedding_dropout: 0.0 max_sequence_length: 4096 - vocab_size: 100277 + vocab_size: 100278 embedding_size: 100352 - eos_token_id: 0 - pad_token_id: 1 + eos_token_id: 100257 + pad_token_id: 100277 init_device: meta init_fn: normal init_std: 0.02 From fc822a065a2ca53849720f6bb5ff81f095373ecd Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Tue, 23 Jul 2024 22:52:54 -0700 Subject: [PATCH 101/133] fixonf --- ...lmoe-8x1b-newhp-newds-cx5-fine1-newtok.yml | 24 +++++++++---------- 1 file changed, 12 insertions(+), 12 deletions(-) diff --git a/configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-fine1-newtok.yml b/configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-fine1-newtok.yml index bb9688752..c2ff18544 100644 --- a/configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-fine1-newtok.yml +++ b/configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-fine1-newtok.yml @@ -66,7 +66,7 @@ scheduler: alpha_f: 0.1 tokenizer: - identifier: tokenizers/allenai_gpt-neox-olmo-dolma-v1_5.json + identifier: tokenizers/dolma2-test-tokenizer.json truncate_direction: right save_folder: runs/${run_name} @@ -112,27 +112,27 @@ evaluators: drop_last: true datasets: c4_en-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy + - s3://ai2-llm/eval-data/perplexity/v3_small_dolma2-tokenizer/c4_en/val/part-0-00000.npy dolma_books-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy + - s3://ai2-llm/eval-data/perplexity/v3_small_dolma2-tokenizer/dolma_books/val/part-0-00000.npy dolma_common-crawl-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy + - s3://ai2-llm/eval-data/perplexity/v3_small_dolma2-tokenizer/dolma_common-crawl/val/part-0-00000.npy dolma_pes2o-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy + - s3://ai2-llm/eval-data/perplexity/v3_small_dolma2-tokenizer/dolma_pes2o/val/part-0-00000.npy dolma_reddit-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy + - s3://ai2-llm/eval-data/perplexity/v3_small_dolma2-tokenizer/dolma_reddit/val/part-0-00000.npy dolma_stack-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy + - s3://ai2-llm/eval-data/perplexity/v3_small_dolma2-tokenizer/dolma_stack/val/part-0-00000.npy dolma_wiki-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy + - s3://ai2-llm/eval-data/perplexity/v3_small_dolma2-tokenizer/dolma_wiki/val/part-0-00000.npy ice-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy + - s3://ai2-llm/eval-data/perplexity/v3_small_dolma2-tokenizer/ice/val/part-0-00000.npy m2d2_s2orc-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy + - s3://ai2-llm/eval-data/perplexity/v3_small_dolma2-tokenizer/m2d2_s2orc/val/part-0-00000.npy pile-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy + - s3://ai2-llm/eval-data/perplexity/v3_small_dolma2-tokenizer/pile/val/part-0-00000.npy wikitext_103-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy + - s3://ai2-llm/eval-data/perplexity/v3_small_dolma2-tokenizer/wikitext_103/val/part-0-00000.npy ########################## # Downstream evaluations # From 1ccaf9ac203b09030bb88fccf5bff15bc35ebd18 Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Wed, 24 Jul 2024 07:08:13 -0700 Subject: [PATCH 102/133] fix --- configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-fine1-newtok.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-fine1-newtok.yml b/configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-fine1-newtok.yml index c2ff18544..f75044134 100644 --- a/configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-fine1-newtok.yml +++ b/configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-fine1-newtok.yml @@ -66,7 +66,7 @@ scheduler: alpha_f: 0.1 tokenizer: - identifier: tokenizers/dolma2-test-tokenizer.json + identifier: allenai/dolma2-tokenizer truncate_direction: right save_folder: runs/${run_name} From c157441bbc252aa1c3d13cf2cd47983aad794b2d Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Wed, 24 Jul 2024 17:05:52 -0700 Subject: [PATCH 103/133] Add 8k --- ...-8x1b-newhp-newds-cx5-fine1-docmask-8k.yml | 1611 +++++++++++++++++ 1 file changed, 1611 insertions(+) create mode 100644 configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-fine1-docmask-8k.yml diff --git a/configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-fine1-docmask-8k.yml b/configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-fine1-docmask-8k.yml new file mode 100644 index 000000000..fcc13ada4 --- /dev/null +++ b/configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-fine1-docmask-8k.yml @@ -0,0 +1,1611 @@ +run_name: ${oc.env:SLURM_JOB_ID} +seed: 6198 +dry_run: false +no_pre_train_checkpoint: true + +wandb: + name: ${run_name} + project: olmoe + group: null + +model: + d_model: 2048 + n_heads: 16 + n_layers: 16 + mlp_ratio: 1 + weight_tying: false + alibi: false + rope: true + flash_attention: true + attention_dropout: 0.0 + attention_layer_norm: false + include_bias: false + block_type: moe + layer_norm_type: rms + layer_norm_with_affine: true + bias_for_layer_norm: false + attention_layer_norm_with_affine: false + activation_type: swiglu + residual_dropout: 0.0 + embedding_dropout: 0.0 + max_sequence_length: 8192 + vocab_size: 50280 + embedding_size: 50304 + eos_token_id: 0 + pad_token_id: 1 + init_device: meta + init_fn: normal + init_std: 0.02 + init_cutoff_factor: 3 + moe_top_k: 8 + moe_num_experts: 64 + moe_dropless: true + moe_mlp_impl: sparse + moe_zloss_weight: 0.001 + moe_loss_weight: 0.01 + +compile: null + +optimizer: + name: adamw + learning_rate: 4.0e-4 + eps: 1.0e-8 + weight_decay: 0.1 + decay_norm_and_bias: true + decay_embeddings: true + betas: + - 0.9 + - 0.95 + metrics_log_interval: 10 + +scheduler: + name: cosine_with_warmup + units: tokens + t_warmup: 8388608000 + t_max: 130e9 + alpha_f: 0.1 + +tokenizer: + identifier: tokenizers/allenai_gpt-neox-olmo-dolma-v1_5.json + truncate_direction: right + +save_folder: runs/${run_name} +remote_save_folder: s3://ai2-llm/checkpoints/OLMoE/${run_name} +save_overwrite: false + +save_interval: 5000 +save_interval_ephemeral: null +save_num_checkpoints_to_keep: -1 +sharded_checkpointer: olmo_core + +save_interval_unsharded: null +save_num_unsharded_checkpoints_to_keep: -1 + +load_path: null + +max_duration: 130e9T +stop_at: 30993 +global_train_batch_size: 512 +device_train_microbatch_size: 8 + +precision: amp_bf16 +distributed_strategy: fsdp + +fsdp: + wrapping_strategy: by_block + precision: mixed + sharding_strategy: FULL_SHARD + +max_grad_norm: 1.0 +max_grad_norm_ratio: null + +speed_monitor: + window_size: 1 + +eval_interval: 1000 +eval_subset_num_batches: -1 +device_eval_batch_size: ${device_train_microbatch_size} +evaluators: + - label: all-small-ppl-validation + data: + num_workers: 0 + drop_last: true + datasets: + c4_en-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy + dolma_books-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy + dolma_common-crawl-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy + dolma_pes2o-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy + dolma_reddit-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy + dolma_stack-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy + dolma_wiki-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy + ice-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy + m2d2_s2orc-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy + pile-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy + wikitext_103-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy + + ########################## + # Downstream evaluations # + ########################## + - label: piqa + type: downstream + + - label: hellaswag + type: downstream + + - label: winogrande + type: downstream + + - label: openbook_qa + type: downstream + + - label: boolq + type: downstream + + - label: sciq + type: downstream + + - label: arc_easy + type: downstream + + - label: arc_challenge + type: downstream + + - label: copa + type: downstream + + - label: commonsense_qa + type: downstream + + - label: social_iqa + type: downstream + + - label: mmlu_stem_var + type: downstream + + - label: mmlu_humanities_var + type: downstream + + - label: mmlu_social_sciences_var + type: downstream + + - label: mmlu_other_var + type: downstream + + - label: mmlu_stem_mc_5shot + type: downstream + + - label: mmlu_humanities_mc_5shot + type: downstream + + - label: mmlu_social_sciences_mc_5shot + type: downstream + + - label: mmlu_other_mc_5shot + type: downstream + + - label: mmlu_stem_mc_5shot_test + type: downstream + + - label: mmlu_humanities_mc_5shot_test + type: downstream + + - label: mmlu_social_sciences_mc_5shot_test + type: downstream + + - label: mmlu_other_mc_5shot_test + type: downstream + +data: + pad_direction: right + num_workers: 16 + drop_last: true + pin_memory: true + prefetch_factor: 8 + persistent_workers: true + timeout: 0 + generate_doc_lengths: true + instance_filter: + repetition_max_period: 13 + repetition_min_period: 1 + repetition_max_count: 32 + paths: + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy + - 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add conf --- configs/olmoe17/olmoe-8x1b-newhp-newds-v2.yml | 1340 +++++++++++++++++ 1 file changed, 1340 insertions(+) create mode 100644 configs/olmoe17/olmoe-8x1b-newhp-newds-v2.yml diff --git a/configs/olmoe17/olmoe-8x1b-newhp-newds-v2.yml b/configs/olmoe17/olmoe-8x1b-newhp-newds-v2.yml new file mode 100644 index 000000000..bb20018ed --- /dev/null +++ b/configs/olmoe17/olmoe-8x1b-newhp-newds-v2.yml @@ -0,0 +1,1340 @@ +run_name: ${oc.env:SLURM_JOB_ID} +seed: 6198 +dry_run: false +no_pre_train_checkpoint: true +canceled_check_interval: 99999999999 + +wandb: + name: ${run_name} + project: olmoe + group: null + +model: + d_model: 2048 + n_heads: 16 + n_layers: 16 + mlp_ratio: 1 + weight_tying: false + alibi: false + rope: true + flash_attention: true + attention_dropout: 0.0 + attention_layer_norm: true + include_bias: false + block_type: moe + layer_norm_type: rms + layer_norm_with_affine: true + bias_for_layer_norm: false + attention_layer_norm_with_affine: true + activation_type: swiglu + residual_dropout: 0.0 + embedding_dropout: 0.0 + max_sequence_length: 4096 + vocab_size: 100278 + embedding_size: 100352 + eos_token_id: 100257 + pad_token_id: 100277 + init_device: meta + init_fn: normal + init_std: 0.02 + init_cutoff_factor: 3 + moe_top_k: 8 + moe_num_experts: 64 + moe_dropless: true + moe_mlp_impl: sparse + moe_zloss_weight: 0.001 + moe_loss_weight: 0.01 + +compile: null + +optimizer: + name: adamw + learning_rate: 4.0e-4 + eps: 1.0e-8 + weight_decay: 0.1 + decay_norm_and_bias: true + decay_embeddings: true + betas: + - 0.9 + - 0.95 + metrics_log_interval: 10 + +scheduler: + name: cosine_with_warmup + units: tokens + t_warmup: 10485760000 + t_max: 15e12 + alpha_f: 0.1 + +tokenizer: + identifier: allenai/dolma2-tokenizer + truncate_direction: right + +save_folder: runs/${run_name} +remote_save_folder: s3://ai2-llm/checkpoints/OLMoE/${run_name} +save_overwrite: false + +save_interval: 5000 +save_interval_ephemeral: null +save_num_checkpoints_to_keep: -1 +sharded_checkpointer: olmo_core + +save_interval_unsharded: null +save_num_unsharded_checkpoints_to_keep: -1 + +load_path: null + +max_duration: 4ep +global_train_batch_size: 1024 +device_train_microbatch_size: 4 + +precision: amp_bf16 +distributed_strategy: fsdp + +fsdp: + wrapping_strategy: by_block_and_size + precision: mixed + sharding_strategy: FULL_SHARD + +max_grad_norm: 1.0 +max_grad_norm_ratio: null + +speed_monitor: + window_size: 1 + +eval_interval: 5000 +eval_subset_num_batches: -1 +device_eval_batch_size: ${device_train_microbatch_size} +evaluators: + - label: all-small-ppl-validation + data: + num_workers: 0 + drop_last: true + datasets: + c4_en-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_dolma2-tokenizer/c4_en/val/part-0-00000.npy + dolma_books-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_dolma2-tokenizer/dolma_books/val/part-0-00000.npy + dolma_common-crawl-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_dolma2-tokenizer/dolma_common-crawl/val/part-0-00000.npy + dolma_pes2o-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_dolma2-tokenizer/dolma_pes2o/val/part-0-00000.npy + dolma_reddit-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_dolma2-tokenizer/dolma_reddit/val/part-0-00000.npy + dolma_stack-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_dolma2-tokenizer/dolma_stack/val/part-0-00000.npy + dolma_wiki-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_dolma2-tokenizer/dolma_wiki/val/part-0-00000.npy + ice-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_dolma2-tokenizer/ice/val/part-0-00000.npy + m2d2_s2orc-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_dolma2-tokenizer/m2d2_s2orc/val/part-0-00000.npy + pile-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_dolma2-tokenizer/pile/val/part-0-00000.npy + wikitext_103-validation: + - s3://ai2-llm/eval-data/perplexity/v3_small_dolma2-tokenizer/wikitext_103/val/part-0-00000.npy + + ########################## + # Downstream evaluations # + ########################## + - label: piqa + type: downstream + + - label: hellaswag + type: downstream + + - label: winogrande + type: downstream + + - label: openbook_qa + type: downstream + + - label: boolq + type: downstream + + - label: sciq + type: downstream + + - label: arc_easy + type: downstream + + - label: arc_challenge + type: downstream + + - label: copa + type: downstream + + - label: commonsense_qa + type: downstream + + - label: social_iqa + type: downstream + + - label: mmlu_stem_var + type: downstream + + - label: mmlu_humanities_var + type: downstream + + - label: mmlu_social_sciences_var + type: downstream + + - label: mmlu_other_var + type: downstream + + - label: mmlu_stem_mc_5shot + type: downstream + + - label: mmlu_humanities_mc_5shot + type: downstream + + - label: mmlu_social_sciences_mc_5shot + type: downstream + + - label: mmlu_other_mc_5shot + type: downstream + + - label: mmlu_stem_mc_5shot_test + type: downstream + + - label: mmlu_humanities_mc_5shot_test + type: downstream + + - label: mmlu_social_sciences_mc_5shot_test + type: downstream + + - label: mmlu_other_mc_5shot_test + type: downstream + +data: + memmap_dtype: uint32 + pad_direction: right + num_workers: 32 + drop_last: true + pin_memory: true + prefetch_factor: 8 + persistent_workers: true + timeout: 0 + paths: + - /weka/oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/allenai/dolma2-tokenizer/part-00-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/allenai/dolma2-tokenizer/part-01-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/allenai/dolma2-tokenizer/part-02-00000.npy + - 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/weka/oe-training-default/ai2-llm/preprocessed/dclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/dolma2-tokenizer/part-185-00003.npy + - /weka/oe-training-default/ai2-llm/preprocessed/dclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/dolma2-tokenizer/part-185-00004.npy + - /weka/oe-training-default/ai2-llm/preprocessed/dclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/dolma2-tokenizer/part-186-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/dclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/dolma2-tokenizer/part-186-00001.npy + - /weka/oe-training-default/ai2-llm/preprocessed/dclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/dolma2-tokenizer/part-186-00002.npy + - /weka/oe-training-default/ai2-llm/preprocessed/dclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/dolma2-tokenizer/part-186-00003.npy + - /weka/oe-training-default/ai2-llm/preprocessed/dclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/dolma2-tokenizer/part-186-00004.npy + - /weka/oe-training-default/ai2-llm/preprocessed/dclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/dolma2-tokenizer/part-187-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/dclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/dolma2-tokenizer/part-187-00001.npy + - /weka/oe-training-default/ai2-llm/preprocessed/dclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/dolma2-tokenizer/part-187-00002.npy + - /weka/oe-training-default/ai2-llm/preprocessed/dclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/dolma2-tokenizer/part-187-00003.npy + - /weka/oe-training-default/ai2-llm/preprocessed/dclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/dolma2-tokenizer/part-187-00004.npy + - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/documents/wiki/allenai/dolma2-tokenizer/part-0-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/documents/wiki/allenai/dolma2-tokenizer/part-1-00000.npy From cf31e53c82d80f88ecac1053839102aa41d7d3f9 Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Thu, 25 Jul 2024 18:51:53 -0700 Subject: [PATCH 105/133] conf --- ...x1b-newhp-newds-v2.yml => olmoe-8x1b-newhp-newds-final-v2.yml} | 0 1 file changed, 0 insertions(+), 0 deletions(-) rename configs/olmoe17/{olmoe-8x1b-newhp-newds-v2.yml => olmoe-8x1b-newhp-newds-final-v2.yml} (100%) diff --git a/configs/olmoe17/olmoe-8x1b-newhp-newds-v2.yml b/configs/olmoe17/olmoe-8x1b-newhp-newds-final-v2.yml similarity index 100% rename from configs/olmoe17/olmoe-8x1b-newhp-newds-v2.yml rename to configs/olmoe17/olmoe-8x1b-newhp-newds-final-v2.yml From a750fde79897575ac949aa44bb8dbad47ef1f793 Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Wed, 31 Jul 2024 15:01:12 -0700 Subject: [PATCH 106/133] Adapt --- scripts/olmoe/olmoe-gantry-moe.sh | 39 +++++++++++++++++++++++++++++-- 1 file changed, 37 insertions(+), 2 deletions(-) diff --git a/scripts/olmoe/olmoe-gantry-moe.sh b/scripts/olmoe/olmoe-gantry-moe.sh index f3cfa1f77..f87cfbb49 100644 --- a/scripts/olmoe/olmoe-gantry-moe.sh +++ b/scripts/olmoe/olmoe-gantry-moe.sh @@ -169,6 +169,33 @@ ARGS='--run_name=olmoe-8x1b-newhp-newds-final-double --save_overwrite --device_t CONFIG_PATH=configs/olmoe17/olmoe-8x1b-newhp-newds-final-double-alt.yml ARGS='--run_name=olmoe-8x1b-newhp-newds-final-double-alt --save_overwrite --device_train_microbatch_size=2' +CONFIG_PATH=configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-fine1-datafix.yml +ARGS='--run_name=olmoe-8x1b-newhp-newds-cx5-fine1-datafix --save_overwrite --device_train_microbatch_size=4' + +CONFIG_PATH=configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-fine1-newtok.yml +ARGS='--run_name=olmoe-8x1b-newhp-newds-cx5-fine1-newtok --save_overwrite --device_train_microbatch_size=2' + +CONFIG_PATH=configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-fine1-newtok.yml +ARGS='--run_name=olmoe-8x1b-newhp-newds-cx5-fine1-newtok --save_overwrite --device_train_microbatch_size=4 --fsdp.wrapping_strategy=by_block_and_size' + +CONFIG_PATH=configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-fine1-newtok.yml +ARGS='--run_name=olmoe-8x1b-newhp-newds-cx5-fine1-newtok --save_overwrite --device_train_microbatch_size=4 --fsdp.wrapping_strategy=by_block_and_size' + +CONFIG_PATH=configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-fine1-newtok.yml +ARGS='--run_name=olmoe-8x1b-newhp-newds-cx5-fine1-newtok --save_overwrite --device_train_microbatch_size=4 --activation_checkpointing=fine_grained --fused_loss=true' + +CONFIG_PATH=configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-fine1-newtok.yml +ARGS='--run_name=olmoe-8x1b-newhp-newds-cx5-fine1-newtok --save_overwrite --device_train_microbatch_size=4 --activation_checkpointing=fine_grained --fused_loss=true --fsdp.wrapping_strategy=by_block_and_size' + + +#CONFIG_PATH=configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-fine1-normreorder.yml +#ARGS='--run_name=olmoe-8x1b-newhp-newds-cx5-fine1-normreorder --save_overwrite --device_train_microbatch_size=4' + +#CONFIG_PATH=configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-fine1-docmask.yml +#ARGS='--run_name=olmoe-8x1b-newhp-newds-cx5-fine1-docmask --save_overwrite --device_train_microbatch_size=4' + +CONFIG_PATH=configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-fine1-docmask-8k.yml +ARGS='--run_name=olmoe-8x1b-newhp-newds-cx5-fine1-docmask-8k --save_overwrite --device_train_microbatch_size=2' # --activation_checkpointing=fine_grained --fused_loss=true' @@ -193,8 +220,13 @@ ARGS='--run_name=olmoe-8x1b-newhp-newds-final-double-alt --save_overwrite --devi #CONFIG_PATH=configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-fine1.yml #ARGS='--run_name=olmoe-8x1b-newhp-newds-cx5-fine1 --save_overwrite --fsdp.sharding_strategy=HYBRID_SHARD --device_train_microbatch_size=4 --fused_loss=true --activation_checkpointing=fine_grained --load_path=s3://ai2-llm/checkpoints/OLMoE/olmoe-8x1b-newhp-newds-cx5-fine1/step5000/' - +CONFIG_PATH=configs/olmoe17/olmoe-8x1b-newhp-newds-final-v2.yml +ARGS='--run_name=olmoe-8x1b-newhp-newds-final-v2 --fused_loss=true --activation_checkpointing=fine_grained --fsdp.wrapping_strategy=by_block_and_size --load_path=s3://ai2-llm/checkpoints/OLMoE/olmoe-8x1b-newhp-newds-final-v2/step300000/' +#--activation_checkpointing=fine_grained +#NUM_NODES=1 +#NUM_NODES=16 NUM_NODES=32 +#NUM_NODES=8 BEAKER_REPLICA_RANK=0 #ARGS='--load_path=s3://ai2-llm/checkpoints/OLMoE/8x1b-954000-unsharded/ --reset_optimizer_state=True --reset_trainer_state=True --run_name=olmoe17-8x1b-fullshard-swiglu-wrapb-s1k1' @@ -284,9 +316,12 @@ gantry run \ --shared-memory 10GiB \ --venv base \ --yes \ - --synchronized-start-timeout 30m \ + --synchronized-start-timeout 60m \ -- /bin/bash -c "pip install --upgrade torch==2.3.0; pip install --upgrade flash-attn --no-build-isolation; pip install git+https://github.com/Muennighoff/megablocks.git@zloss; mkdir -p /root/.cache; pushd /root/.cache; curl "https://storage.googleapis.com/dirkgr-public/huggingface_cache_v3.tar.gz" | tar --keep-newer-files -xzf -; popd; export HF_DATASETS_OFFLINE=1; export NCCL_IB_HCA=^=mlx5_bond_0; SLURM_JOB_ID=${BEAKER_JOB_ID} torchrun --nnodes ${NUM_NODES}:${NUM_NODES} --node_rank ${BEAKER_REPLICA_RANK} --nproc-per-node 8 --rdzv_id=12347 --rdzv_backend=c10d --rdzv_conf='read_timeout=420' --rdzv_endpoint=\$BEAKER_LEADER_REPLICA_HOSTNAME:29400 scripts/train.py ${CONFIG_PATH} ${ARGS}" +#sleep 60000; +# --synchronized-start-timeout 60m \ + #export NCCL_DEBUG=INFO #pip install --upgrade flash-attn --no-build-isolation #conda install -y pytorch torchvision torchaudio pytorch-cuda=12.1 -c pytorch -c nvidia; From bea80ec6a0417fcb3a26ef8e6908522e705b8ed1 Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Wed, 31 Jul 2024 15:04:42 -0700 Subject: [PATCH 107/133] Sort --- .../official/{OLMo-1B.yaml => OLMo-1B.yml} | 0 .../official/{OLMo-7B.yaml => OLMo-7B.yml} | 0 configs/official/OLMoE-7B-A1B.yml | 1494 +++++++++++++++++ olmo/model.py | 2 +- olmo/train.py | 6 +- 5 files changed, 1500 insertions(+), 2 deletions(-) rename configs/official/{OLMo-1B.yaml => OLMo-1B.yml} (100%) rename configs/official/{OLMo-7B.yaml => OLMo-7B.yml} (100%) create mode 100644 configs/official/OLMoE-7B-A1B.yml diff --git a/configs/official/OLMo-1B.yaml b/configs/official/OLMo-1B.yml similarity index 100% rename from configs/official/OLMo-1B.yaml rename to configs/official/OLMo-1B.yml diff --git a/configs/official/OLMo-7B.yaml b/configs/official/OLMo-7B.yml similarity index 100% rename from configs/official/OLMo-7B.yaml rename to configs/official/OLMo-7B.yml diff --git a/configs/official/OLMoE-7B-A1B.yml b/configs/official/OLMoE-7B-A1B.yml new file mode 100644 index 000000000..d9204f3b0 --- /dev/null +++ b/configs/official/OLMoE-7B-A1B.yml @@ -0,0 +1,1494 @@ +run_name: ${oc.env:SLURM_JOB_ID} +seed: 6198 +dry_run: false +no_pre_train_checkpoint: true + +wandb: + name: ${run_name} + project: olmoe + group: null + +model: + d_model: 2048 + n_heads: 16 + n_layers: 16 + mlp_ratio: 1 + weight_tying: false + alibi: false + rope: true + flash_attention: true + attention_dropout: 0.0 + attention_layer_norm: true + include_bias: false + block_type: moe + layer_norm_type: rms + layer_norm_with_affine: true + bias_for_layer_norm: false + attention_layer_norm_with_affine: true + activation_type: swiglu + residual_dropout: 0.0 + embedding_dropout: 0.0 + max_sequence_length: 4096 + vocab_size: 50280 + embedding_size: 50304 + eos_token_id: 0 + pad_token_id: 1 + init_device: meta + init_fn: normal + init_std: 0.02 + init_cutoff_factor: 3 + moe_top_k: 8 + moe_num_experts: 64 + moe_dropless: true + moe_mlp_impl: sparse + moe_zloss_weight: 0.001 + moe_loss_weight: 0.01 + +compile: null + +optimizer: + name: adamw + learning_rate: 4.0e-4 + eps: 1.0e-8 + weight_decay: 0.1 + decay_norm_and_bias: true + decay_embeddings: true + betas: + - 0.9 + - 0.95 + metrics_log_interval: 10 + +scheduler: + name: cosine_with_warmup + units: tokens + t_warmup: 10485760000 + t_max: 5e12 + alpha_f: 0.1 + +tokenizer: + identifier: tokenizers/allenai_gpt-neox-olmo-dolma-v1_5.json + truncate_direction: right + +save_folder: runs/${run_name} +remote_save_folder: s3://ai2-llm/checkpoints/OLMoE/${run_name} +save_overwrite: false + +save_interval: 5000 +save_interval_ephemeral: null +save_num_checkpoints_to_keep: -1 +sharded_checkpointer: olmo_core + +save_interval_unsharded: null +save_num_unsharded_checkpoints_to_keep: -1 + +load_path: null + +max_duration: 2ep +global_train_batch_size: 1024 +device_train_microbatch_size: 4 + +precision: amp_bf16 +distributed_strategy: fsdp + +fsdp: + wrapping_strategy: by_block + precision: mixed + sharding_strategy: FULL_SHARD + +max_grad_norm: 1.0 +max_grad_norm_ratio: null + +speed_monitor: + window_size: 1 + +eval_interval: 5000 +eval_subset_num_batches: -1 +device_eval_batch_size: ${device_train_microbatch_size} +evaluators: + - label: all-small-ppl-validation + data: + num_workers: 0 + drop_last: true + datasets: + c4_en-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy + dolma_books-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy + dolma_common-crawl-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy + dolma_pes2o-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy + dolma_reddit-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy + dolma_stack-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy + dolma_wiki-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy + ice-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy + m2d2_s2orc-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy + pile-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy + wikitext_103-validation: + - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy + + ########################## + # Downstream evaluations # + ########################## + - label: piqa + type: downstream + + - label: hellaswag + type: downstream + + - label: winogrande + type: downstream + + - label: openbook_qa + type: downstream + + - label: boolq + type: downstream + + - label: sciq + type: downstream + + - label: arc_easy + type: downstream + + - label: arc_challenge + type: downstream + + - label: copa + type: downstream + + - label: commonsense_qa + type: downstream + + - label: social_iqa + type: downstream + + - label: mmlu_stem_var + type: downstream + + - label: mmlu_humanities_var + type: downstream + + - label: mmlu_social_sciences_var + type: downstream + + - label: mmlu_other_var + type: downstream + + - label: mmlu_stem_mc_5shot + type: downstream + + - label: mmlu_humanities_mc_5shot + type: downstream + + - label: mmlu_social_sciences_mc_5shot + type: downstream + + - label: mmlu_other_mc_5shot + type: downstream + + - label: mmlu_stem_mc_5shot_test + type: downstream + + - label: mmlu_humanities_mc_5shot_test + type: downstream + + - label: mmlu_social_sciences_mc_5shot_test + type: downstream + + - label: mmlu_other_mc_5shot_test + type: downstream + +data: + pad_direction: right + num_workers: 32 + drop_last: true + pin_memory: true + prefetch_factor: 8 + persistent_workers: true + timeout: 0 + instance_filter: + repetition_max_period: 13 + repetition_min_period: 1 + repetition_max_count: 32 + paths: + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/arxiv/allenai/gpt-neox-olmo-dolma-v1_5/part-000-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/arxiv/allenai/gpt-neox-olmo-dolma-v1_5/part-001-00000.npy + - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/arxiv/allenai/gpt-neox-olmo-dolma-v1_5/part-002-00000.npy + - 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/weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-098-00001.npy + - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-125-00001.npy diff --git a/olmo/model.py b/olmo/model.py index ed2981fa7..5c93868c6 100644 --- a/olmo/model.py +++ b/olmo/model.py @@ -672,9 +672,9 @@ class OLMoEBlock(OLMoBlock): """ def __init__(self, layer_id: int, config: ModelConfig, cache: BufferCache): try: + from megablocks.layers.arguments import Arguments as MoEArgs from megablocks.layers.dmoe import dMoE from megablocks.layers.moe import MoE - from megablocks.layers.arguments import Arguments as MoEArgs except ImportError: raise ImportError("To train MoEs, you need to install the 'megablocks' package.") diff --git a/olmo/train.py b/olmo/train.py index 6cb0c9ad2..24642291f 100644 --- a/olmo/train.py +++ b/olmo/train.py @@ -61,8 +61,12 @@ log = logging.getLogger(__name__) try: - from megablocks.layers.moe import batched_load_balancing_loss, clear_load_balancing_loss, get_load_balancing_loss from megablocks.layers.arguments import Arguments as MoEArgs + from megablocks.layers.moe import ( + batched_load_balancing_loss, + clear_load_balancing_loss, + get_load_balancing_loss, + ) except ImportError: log.warning(f"Megablocks not installed. If you want to train MoEs, install with `pip install megablocks`.") From dfdcfc57c145d0c6ea4e1f066fae9a342bfe76a1 Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Wed, 31 Jul 2024 15:06:51 -0700 Subject: [PATCH 108/133] Simplify configs for merge --- .../official/{OLMo-1B.yml => OLMo-1B.yaml} | 0 .../official/{OLMo-7B.yml => OLMo-7B.yaml} | 0 .../{OLMoE-7B-A1B.yml => OLMoE-7B-A1B.yaml} | 0 .../olmo-1b-newhp-newds-cx5-datafix.yml | 1492 ------------- .../olmoe17/olmo-1b-newhp-newds-cx5-flan.yml | 1669 --------------- .../olmo-1b-newhp-newds-cx5-reddit.yml | 1681 --------------- configs/olmoe17/olmo-1b-newhp-newds-cx5.yml | 1603 -------------- configs/olmoe17/olmo-1b-newhp-newds-s3.yml | 1602 -------------- configs/olmoe17/olmo-1b-newhp-newds.yml | 1603 -------------- configs/olmoe17/olmo-1b-newhp-oldds-cx5.yml | 1858 ---------------- configs/olmoe17/olmo-1b-newhp-oldds-s3.yml | 1857 ---------------- configs/olmoe17/olmo-1b-newhp-oldds.yml | 1857 ---------------- ...oe-8x1b-newhp-newds-cx5-fine-shared-s3.yml | 1607 -------------- 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b/configs/official/OLMoE-7B-A1B.yaml similarity index 100% rename from configs/official/OLMoE-7B-A1B.yml rename to configs/official/OLMoE-7B-A1B.yaml diff --git a/configs/olmoe17/olmo-1b-newhp-newds-cx5-datafix.yml b/configs/olmoe17/olmo-1b-newhp-newds-cx5-datafix.yml deleted file mode 100644 index e7c0e113e..000000000 --- a/configs/olmoe17/olmo-1b-newhp-newds-cx5-datafix.yml +++ /dev/null @@ -1,1492 +0,0 @@ -run_name: ${oc.env:SLURM_JOB_ID} -seed: 6198 -dry_run: false -no_pre_train_checkpoint: true - -wandb: - name: ${run_name} - project: olmoe - group: null - -model: - d_model: 2048 - n_heads: 16 - n_layers: 16 - mlp_ratio: 8 - weight_tying: false - alibi: false - rope: true - flash_attention: true - attention_dropout: 0.0 - attention_layer_norm: false - include_bias: false - block_type: sequential - layer_norm_type: rms - layer_norm_with_affine: true - bias_for_layer_norm: false - attention_layer_norm_with_affine: false - activation_type: swiglu - residual_dropout: 0.0 - embedding_dropout: 0.0 - max_sequence_length: 4096 - vocab_size: 50280 - embedding_size: 50304 - eos_token_id: 0 - pad_token_id: 1 - init_device: meta - init_fn: normal - init_std: 0.02 - init_cutoff_factor: 3 - -compile: null - -optimizer: - name: adamw - learning_rate: 4.0e-4 - eps: 1.0e-8 - weight_decay: 0.1 - decay_norm_and_bias: true - decay_embeddings: false - betas: - - 0.9 - - 0.95 - metrics_log_interval: 10 - -# Cx1: t_max = 1.3B params * 20 = 26e9 -# Cx2: t_max = 1.3B params * 40 = 52e9 -# Cx3: t_max = 1.3B params * 60 = 78e9 -scheduler: - name: cosine_with_warmup - units: tokens - t_warmup: 8388608000 - t_max: 130e9 - alpha_f: 0.1 - -tokenizer: - identifier: tokenizers/allenai_gpt-neox-olmo-dolma-v1_5.json - truncate_direction: right - -save_folder: runs/${run_name} -remote_save_folder: s3://ai2-llm/checkpoints/OLMoE/${run_name} -save_overwrite: false - -save_interval: 5000 -save_interval_ephemeral: null -save_num_checkpoints_to_keep: -1 -sharded_checkpointer: olmo_core - -save_interval_unsharded: null -save_num_unsharded_checkpoints_to_keep: -1 - -load_path: null - -max_duration: 130e9T -stop_at: 30993 -global_train_batch_size: 1024 -device_train_microbatch_size: 8 - -precision: amp_bf16 -distributed_strategy: fsdp - -fsdp: - wrapping_strategy: by_block - precision: mixed - sharding_strategy: FULL_SHARD - -max_grad_norm: 1.0 -max_grad_norm_ratio: null - -speed_monitor: - window_size: 1 - -eval_interval: 1000 -eval_subset_num_batches: -1 -device_eval_batch_size: ${device_train_microbatch_size} -evaluators: - - label: all-small-ppl-validation - data: - num_workers: 0 - drop_last: true - datasets: - c4_en-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy - dolma_books-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy - dolma_common-crawl-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy - dolma_pes2o-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy - dolma_reddit-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy - dolma_stack-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy - dolma_wiki-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy - ice-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy - m2d2_s2orc-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy - pile-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy - wikitext_103-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy - - ########################## - # Downstream evaluations # - ########################## - - label: piqa - type: downstream - - - label: hellaswag - type: downstream - - - label: winogrande - type: downstream - - - label: openbook_qa - type: downstream - - - label: boolq - type: downstream - - - label: sciq - type: downstream - - - label: arc_easy - type: downstream - - - label: arc_challenge - type: downstream - - - label: copa - type: downstream - - - label: commonsense_qa - type: downstream - - - label: social_iqa - type: downstream - - - label: mmlu_stem_var - type: downstream - - - label: mmlu_humanities_var - type: downstream - - - label: mmlu_social_sciences_var - type: downstream - - - label: mmlu_other_var - type: downstream - - - label: mmlu_stem_mc_5shot - type: downstream - - - label: mmlu_humanities_mc_5shot - type: downstream - - - label: mmlu_social_sciences_mc_5shot - type: downstream - - - label: mmlu_other_mc_5shot - type: downstream - - - label: mmlu_stem_mc_5shot_test - type: downstream - - - label: mmlu_humanities_mc_5shot_test - type: downstream - - - label: mmlu_social_sciences_mc_5shot_test - type: downstream - - - label: mmlu_other_mc_5shot_test - type: downstream - -data: - pad_direction: right - num_workers: 16 - drop_last: true - pin_memory: true - prefetch_factor: 8 - persistent_workers: true - timeout: 0 - instance_filter: - repetition_max_period: 13 - repetition_min_period: 1 - repetition_max_count: 32 - paths: - - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy - - 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/weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-034-00003.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-035-00001.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-116-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-042-00001.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-001-00004.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-018-00003.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-006-00002.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-030-00003.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-169-00002.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-068-00004.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-034-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-143-00001.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-003-00003.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-033-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-157-00004.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-108-00002.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-072-00004.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-039-00004.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-053-00003.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-059-00002.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-121-00002.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-073-00003.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-152-00003.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-122-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-062-00002.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-122-00004.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-125-00005.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-129-00001.npy - - 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/weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-127-00004.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-181-00001.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-104-00002.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-037-00003.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-137-00004.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-000-00004.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-007-00004.npy - - 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/weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-152-00002.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-025-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-042-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-141-00003.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-023-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-058-00003.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-122-00001.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-022-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-076-00002.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-095-00001.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-137-00002.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-001-00002.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-086-00004.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-149-00004.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-031-00001.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-054-00001.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-062-00001.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-151-00002.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-105-00004.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-177-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-181-00002.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-100-00003.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-173-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-172-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-098-00001.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-125-00001.npy diff --git a/configs/olmoe17/olmo-1b-newhp-newds-cx5-flan.yml b/configs/olmoe17/olmo-1b-newhp-newds-cx5-flan.yml deleted file mode 100644 index 4292322f0..000000000 --- a/configs/olmoe17/olmo-1b-newhp-newds-cx5-flan.yml +++ /dev/null @@ -1,1669 +0,0 @@ -run_name: ${oc.env:SLURM_JOB_ID} -seed: 6198 -dry_run: false -no_pre_train_checkpoint: true - -wandb: - name: ${run_name} - project: olmoe - group: null - -model: - d_model: 2048 - n_heads: 16 - n_layers: 16 - mlp_ratio: 8 - weight_tying: false - alibi: false - rope: true - flash_attention: true - attention_dropout: 0.0 - attention_layer_norm: false - include_bias: false - block_type: sequential - layer_norm_type: rms - layer_norm_with_affine: true - bias_for_layer_norm: false - attention_layer_norm_with_affine: false - activation_type: swiglu - residual_dropout: 0.0 - embedding_dropout: 0.0 - max_sequence_length: 4096 - vocab_size: 50280 - embedding_size: 50304 - eos_token_id: 0 - pad_token_id: 1 - init_device: meta - init_fn: normal - init_std: 0.02 - init_cutoff_factor: 3 - -compile: null - -optimizer: - name: adamw - learning_rate: 4.0e-4 - eps: 1.0e-8 - weight_decay: 0.1 - decay_norm_and_bias: true - decay_embeddings: false - betas: - - 0.9 - - 0.95 - metrics_log_interval: 10 - -# Cx1: t_max = 1.3B params * 20 = 26e9 -# Cx2: t_max = 1.3B params * 40 = 52e9 -# Cx3: t_max = 1.3B params * 60 = 78e9 -scheduler: - name: cosine_with_warmup - units: tokens - t_warmup: 8388608000 - t_max: 130e9 - alpha_f: 0.1 - -tokenizer: - identifier: tokenizers/allenai_gpt-neox-olmo-dolma-v1_5.json - truncate_direction: right - -save_folder: runs/${run_name} -remote_save_folder: s3://ai2-llm/checkpoints/OLMoE/${run_name} -save_overwrite: false - -save_interval: 5000 -save_interval_ephemeral: null -save_num_checkpoints_to_keep: -1 -sharded_checkpointer: olmo_core - -save_interval_unsharded: null -save_num_unsharded_checkpoints_to_keep: -1 - -load_path: null - -max_duration: 130e9T -stop_at: 30993 -global_train_batch_size: 1024 -device_train_microbatch_size: 8 - -precision: amp_bf16 -distributed_strategy: fsdp - -fsdp: - wrapping_strategy: by_block - precision: mixed - sharding_strategy: FULL_SHARD - -max_grad_norm: 1.0 -max_grad_norm_ratio: null - -speed_monitor: - window_size: 1 - -eval_interval: 1000 -eval_subset_num_batches: -1 -device_eval_batch_size: ${device_train_microbatch_size} -evaluators: - - label: all-small-ppl-validation - data: - num_workers: 0 - drop_last: true - datasets: - c4_en-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy - dolma_books-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy - dolma_common-crawl-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy - dolma_pes2o-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy - dolma_reddit-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy - dolma_stack-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy - dolma_wiki-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy - ice-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy - m2d2_s2orc-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy - pile-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy - wikitext_103-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy - - ########################## - # Downstream evaluations # - ########################## - - label: piqa - type: downstream - - - label: hellaswag - type: downstream - - - label: winogrande - type: downstream - - - label: openbook_qa - type: downstream - - - label: boolq - type: downstream - - - label: sciq - type: downstream - - - label: arc_easy - type: downstream - - - label: arc_challenge - type: downstream - - - label: copa - type: downstream - - - label: commonsense_qa - type: downstream - - - label: social_iqa - type: downstream - - - label: mmlu_stem_var - type: downstream - - - label: mmlu_humanities_var - type: downstream - - - label: mmlu_social_sciences_var - type: downstream - - - label: mmlu_other_var - type: downstream - - - label: mmlu_stem_mc_5shot - type: downstream - - - label: mmlu_humanities_mc_5shot - type: downstream - - - label: mmlu_social_sciences_mc_5shot - type: downstream - - - label: mmlu_other_mc_5shot - type: downstream - - - label: mmlu_stem_mc_5shot_test - type: downstream - - - label: mmlu_humanities_mc_5shot_test - type: downstream - - - label: mmlu_social_sciences_mc_5shot_test - type: downstream - - - label: mmlu_other_mc_5shot_test - type: downstream - -data: - pad_direction: 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/weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/tulu_flan/allenai/gpt-neox-olmo-dolma-v1_5/part-43-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/tulu_flan/allenai/gpt-neox-olmo-dolma-v1_5/part-44-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/tulu_flan/allenai/gpt-neox-olmo-dolma-v1_5/part-45-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/tulu_flan/allenai/gpt-neox-olmo-dolma-v1_5/part-46-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/tulu_flan/allenai/gpt-neox-olmo-dolma-v1_5/part-47-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/tulu_flan/allenai/gpt-neox-olmo-dolma-v1_5/part-48-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/tulu_flan/allenai/gpt-neox-olmo-dolma-v1_5/part-49-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/tulu_flan/allenai/gpt-neox-olmo-dolma-v1_5/part-50-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/tulu_flan/allenai/gpt-neox-olmo-dolma-v1_5/part-51-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/tulu_flan/allenai/gpt-neox-olmo-dolma-v1_5/part-52-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/tulu_flan/allenai/gpt-neox-olmo-dolma-v1_5/part-53-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/tulu_flan/allenai/gpt-neox-olmo-dolma-v1_5/part-54-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/tulu_flan/allenai/gpt-neox-olmo-dolma-v1_5/part-55-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/tulu_flan/allenai/gpt-neox-olmo-dolma-v1_5/part-56-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/tulu_flan/allenai/gpt-neox-olmo-dolma-v1_5/part-57-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/tulu_flan/allenai/gpt-neox-olmo-dolma-v1_5/part-58-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/tulu_flan/allenai/gpt-neox-olmo-dolma-v1_5/part-59-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/tulu_flan/allenai/gpt-neox-olmo-dolma-v1_5/part-60-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/tulu_flan/allenai/gpt-neox-olmo-dolma-v1_5/part-61-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/tulu_flan/allenai/gpt-neox-olmo-dolma-v1_5/part-62-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/tulu_flan/allenai/gpt-neox-olmo-dolma-v1_5/part-63-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/tulu_flan/allenai/gpt-neox-olmo-dolma-v1_5/part-64-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/tulu_flan/allenai/gpt-neox-olmo-dolma-v1_5/part-65-00000.npy \ No newline at end of file diff --git a/configs/olmoe17/olmo-1b-newhp-newds-cx5-reddit.yml b/configs/olmoe17/olmo-1b-newhp-newds-cx5-reddit.yml deleted file mode 100644 index 8a459a47e..000000000 --- a/configs/olmoe17/olmo-1b-newhp-newds-cx5-reddit.yml +++ /dev/null @@ -1,1681 +0,0 @@ -run_name: ${oc.env:SLURM_JOB_ID} -seed: 6198 -dry_run: false -no_pre_train_checkpoint: true - -wandb: - name: ${run_name} - project: olmoe - group: null - -model: - d_model: 2048 - n_heads: 16 - n_layers: 16 - mlp_ratio: 8 - weight_tying: false - alibi: false - rope: true - flash_attention: true - attention_dropout: 0.0 - attention_layer_norm: false - include_bias: false - block_type: sequential - layer_norm_type: rms - layer_norm_with_affine: true - bias_for_layer_norm: false - attention_layer_norm_with_affine: false - activation_type: swiglu - residual_dropout: 0.0 - embedding_dropout: 0.0 - max_sequence_length: 4096 - vocab_size: 50280 - embedding_size: 50304 - eos_token_id: 0 - pad_token_id: 1 - init_device: meta - init_fn: normal - init_std: 0.02 - init_cutoff_factor: 3 - -compile: null - -optimizer: - name: adamw - learning_rate: 4.0e-4 - eps: 1.0e-8 - weight_decay: 0.1 - decay_norm_and_bias: true - decay_embeddings: false - betas: - - 0.9 - - 0.95 - metrics_log_interval: 10 - -# Cx1: t_max = 1.3B params * 20 = 26e9 -# Cx2: t_max = 1.3B params * 40 = 52e9 -# Cx3: t_max = 1.3B params * 60 = 78e9 -scheduler: - name: cosine_with_warmup - units: tokens - t_warmup: 8388608000 - t_max: 130e9 - alpha_f: 0.1 - -tokenizer: - identifier: tokenizers/allenai_gpt-neox-olmo-dolma-v1_5.json - truncate_direction: right - -save_folder: runs/${run_name} -remote_save_folder: s3://ai2-llm/checkpoints/OLMoE/${run_name} -save_overwrite: false - -save_interval: 5000 -save_interval_ephemeral: null -save_num_checkpoints_to_keep: -1 -sharded_checkpointer: olmo_core - -save_interval_unsharded: null -save_num_unsharded_checkpoints_to_keep: -1 - -load_path: null - -max_duration: 130e9T -stop_at: 30993 -global_train_batch_size: 1024 -device_train_microbatch_size: 8 - -precision: amp_bf16 -distributed_strategy: fsdp - -fsdp: - wrapping_strategy: by_block - precision: mixed - sharding_strategy: FULL_SHARD - -max_grad_norm: 1.0 -max_grad_norm_ratio: null - -speed_monitor: - window_size: 1 - -eval_interval: 1000 -eval_subset_num_batches: -1 -device_eval_batch_size: ${device_train_microbatch_size} -evaluators: - - label: all-small-ppl-validation - data: - num_workers: 0 - drop_last: true - datasets: - c4_en-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy - dolma_books-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy - dolma_common-crawl-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy - dolma_pes2o-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy - dolma_reddit-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy - dolma_stack-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy - dolma_wiki-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy - ice-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy - m2d2_s2orc-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy - pile-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy - wikitext_103-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy - - ########################## - # Downstream evaluations # - ########################## - - label: piqa - type: downstream - - - label: hellaswag - type: downstream - - - label: winogrande - type: downstream - - - label: openbook_qa - type: downstream - - - label: boolq - type: downstream - - - label: sciq - type: downstream - - - label: arc_easy - type: downstream - - - label: arc_challenge - type: downstream - - - label: copa - type: downstream - - - label: commonsense_qa - type: downstream - - - label: social_iqa - type: downstream - - - label: mmlu_stem_var - type: downstream - - - label: mmlu_humanities_var - type: downstream - - - label: mmlu_social_sciences_var - type: downstream - - - label: mmlu_other_var - type: downstream - - - label: mmlu_stem_mc_5shot - type: downstream - - - label: mmlu_humanities_mc_5shot - type: downstream - - - label: mmlu_social_sciences_mc_5shot - type: downstream - - - label: mmlu_other_mc_5shot - type: downstream - - - label: mmlu_stem_mc_5shot_test - type: downstream - - - label: mmlu_humanities_mc_5shot_test - type: downstream - - - label: mmlu_social_sciences_mc_5shot_test - type: downstream - - - label: mmlu_other_mc_5shot_test - type: downstream - -data: - pad_direction: right - num_workers: 16 - drop_last: true - pin_memory: true - prefetch_factor: 8 - persistent_workers: true - timeout: 0 - paths: - - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy - - 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/weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy - - 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${run_name} - project: olmoe - group: null - -model: - d_model: 2048 - n_heads: 16 - n_layers: 16 - mlp_ratio: 8 - weight_tying: false - alibi: false - rope: true - flash_attention: true - attention_dropout: 0.0 - attention_layer_norm: false - include_bias: false - block_type: sequential - layer_norm_type: rms - layer_norm_with_affine: true - bias_for_layer_norm: false - attention_layer_norm_with_affine: false - activation_type: swiglu - residual_dropout: 0.0 - embedding_dropout: 0.0 - max_sequence_length: 4096 - vocab_size: 50280 - embedding_size: 50304 - eos_token_id: 0 - pad_token_id: 1 - init_device: meta - init_fn: normal - init_std: 0.02 - init_cutoff_factor: 3 - -compile: null - -optimizer: - name: adamw - learning_rate: 4.0e-4 - eps: 1.0e-8 - weight_decay: 0.1 - decay_norm_and_bias: true - decay_embeddings: false - betas: - - 0.9 - - 0.95 - metrics_log_interval: 10 - -# Cx1: t_max = 1.3B params * 20 = 26e9 -# Cx2: t_max = 1.3B params * 40 = 52e9 -# Cx3: t_max = 1.3B params * 60 = 78e9 -scheduler: - name: cosine_with_warmup - units: tokens - t_warmup: 8388608000 - t_max: 130e9 - alpha_f: 0.1 - -tokenizer: - identifier: tokenizers/allenai_gpt-neox-olmo-dolma-v1_5.json - truncate_direction: right - -save_folder: runs/${run_name} -remote_save_folder: s3://ai2-llm/checkpoints/OLMoE/${run_name} -save_overwrite: false - -save_interval: 5000 -save_interval_ephemeral: null -save_num_checkpoints_to_keep: -1 -sharded_checkpointer: olmo_core - -save_interval_unsharded: null -save_num_unsharded_checkpoints_to_keep: -1 - -load_path: null - -max_duration: 130e9T -stop_at: 30993 -global_train_batch_size: 1024 -device_train_microbatch_size: 8 - -precision: amp_bf16 -distributed_strategy: fsdp - -fsdp: - wrapping_strategy: by_block - precision: mixed - sharding_strategy: FULL_SHARD - -max_grad_norm: 1.0 -max_grad_norm_ratio: null - -speed_monitor: - window_size: 1 - -eval_interval: 1000 -eval_subset_num_batches: -1 -device_eval_batch_size: ${device_train_microbatch_size} -evaluators: - - label: all-small-ppl-validation - data: - num_workers: 0 - drop_last: true - datasets: - c4_en-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy - dolma_books-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy - dolma_common-crawl-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy - dolma_pes2o-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy - dolma_reddit-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy - dolma_stack-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy - dolma_wiki-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy - ice-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy - m2d2_s2orc-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy - pile-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy - wikitext_103-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy - - ########################## - # Downstream evaluations # - ########################## - - label: piqa - type: downstream - - - label: hellaswag - type: downstream - - - label: winogrande - type: downstream - - - label: openbook_qa - type: downstream - - - label: boolq - type: downstream - - - label: sciq - type: downstream - - - label: arc_easy - type: downstream - - - label: arc_challenge - type: downstream - - - label: copa - type: downstream - - - label: commonsense_qa - type: downstream - - - label: social_iqa - type: downstream - - - label: mmlu_stem_var - type: downstream - - - label: mmlu_humanities_var - type: downstream - - - label: mmlu_social_sciences_var - type: downstream - - - label: mmlu_other_var - type: downstream - - - label: mmlu_stem_mc_5shot - type: downstream - - - label: mmlu_humanities_mc_5shot - type: downstream - - - label: mmlu_social_sciences_mc_5shot - type: downstream - - - label: mmlu_other_mc_5shot - type: downstream - - - label: mmlu_stem_mc_5shot_test - type: downstream - - - label: mmlu_humanities_mc_5shot_test - type: downstream - - - label: mmlu_social_sciences_mc_5shot_test - type: downstream - - - label: mmlu_other_mc_5shot_test - type: downstream - -data: - pad_direction: right - num_workers: 16 - drop_last: true - pin_memory: true - prefetch_factor: 8 - persistent_workers: true - timeout: 0 - paths: - - 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/weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-100-00003.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-173-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-172-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-098-00001.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-125-00001.npy diff --git a/configs/olmoe17/olmo-1b-newhp-newds-s3.yml b/configs/olmoe17/olmo-1b-newhp-newds-s3.yml deleted file mode 100644 index fe4025c4c..000000000 --- a/configs/olmoe17/olmo-1b-newhp-newds-s3.yml +++ /dev/null @@ -1,1602 +0,0 @@ -run_name: ${oc.env:SLURM_JOB_ID} -seed: 6198 -dry_run: false -no_pre_train_checkpoint: true - -wandb: - name: ${run_name} - project: olmoe - group: null - -model: - d_model: 2048 - n_heads: 16 - n_layers: 16 - mlp_ratio: 8 - weight_tying: false - alibi: false - rope: true - flash_attention: true - attention_dropout: 0.0 - attention_layer_norm: false - include_bias: false - block_type: sequential - layer_norm_type: rms - layer_norm_with_affine: true - bias_for_layer_norm: false - attention_layer_norm_with_affine: false - activation_type: swiglu - residual_dropout: 0.0 - embedding_dropout: 0.0 - max_sequence_length: 4096 - vocab_size: 50280 - embedding_size: 50304 - eos_token_id: 0 - pad_token_id: 1 - init_device: meta - init_fn: normal - init_std: 0.02 - init_cutoff_factor: 3 - -compile: null - -optimizer: - name: adamw - learning_rate: 4.0e-4 - eps: 1.0e-8 - weight_decay: 0.1 - decay_norm_and_bias: true - decay_embeddings: true - betas: - - 0.9 - - 0.95 - metrics_log_interval: 10 - -# Cx1: t_max = 1.3B params * 20 = 26e9 -# Cx2: t_max = 1.3B params * 40 = 52e9 -# Cx3: t_max = 1.3B params * 60 = 78e9 -scheduler: - name: cosine_with_warmup - units: tokens - t_warmup: 8388608000 - t_max: 52e9 - alpha_f: 0.1 - -tokenizer: - identifier: tokenizers/allenai_gpt-neox-olmo-dolma-v1_5.json - truncate_direction: right - -save_folder: runs/${run_name} -remote_save_folder: s3://ai2-llm/checkpoints/OLMoE/${run_name} -save_overwrite: false - -save_interval: 5000 -save_interval_ephemeral: null -save_num_checkpoints_to_keep: -1 -sharded_checkpointer: olmo_core - -save_interval_unsharded: null -save_num_unsharded_checkpoints_to_keep: -1 - -load_path: null - -max_duration: 52e9T -global_train_batch_size: 1024 -device_train_microbatch_size: 4 - -precision: amp_bf16 -distributed_strategy: fsdp - -fsdp: - wrapping_strategy: by_block - precision: mixed - sharding_strategy: FULL_SHARD - -max_grad_norm: 1.0 -max_grad_norm_ratio: null - -speed_monitor: - window_size: 1 - -eval_interval: 1000 -eval_subset_num_batches: -1 -device_eval_batch_size: ${device_train_microbatch_size} -evaluators: - - label: all-small-ppl-validation - data: - num_workers: 0 - drop_last: true - datasets: - c4_en-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy - dolma_books-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy - dolma_common-crawl-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy - dolma_pes2o-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy - dolma_reddit-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy - dolma_stack-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy - dolma_wiki-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy - ice-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy - m2d2_s2orc-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy - pile-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy - wikitext_103-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy - - ########################## - # Downstream evaluations # - ########################## - - label: piqa - type: downstream - - - label: hellaswag - type: downstream - - - label: winogrande - type: downstream - - - label: openbook_qa - type: downstream - - - label: boolq - type: downstream - - - label: sciq - type: downstream - - - label: arc_easy - type: downstream - - - label: arc_challenge - type: downstream - - - label: copa - type: downstream - - - label: commonsense_qa - type: downstream - - - label: social_iqa - type: downstream - - - label: mmlu_stem_var - type: downstream - - - label: mmlu_humanities_var - type: downstream - - - label: mmlu_social_sciences_var - type: downstream - - - label: mmlu_other_var - type: downstream - - - label: mmlu_stem_mc_5shot - type: downstream - - - label: mmlu_humanities_mc_5shot - type: downstream - - - label: mmlu_social_sciences_mc_5shot - type: downstream - - - label: mmlu_other_mc_5shot - type: downstream - - - label: mmlu_stem_mc_5shot_test - type: downstream - - - label: mmlu_humanities_mc_5shot_test - type: downstream - - - label: mmlu_social_sciences_mc_5shot_test - type: downstream - - - label: mmlu_other_mc_5shot_test - type: downstream - -data: - pad_direction: right - num_workers: 16 - drop_last: true - pin_memory: true - prefetch_factor: 8 - persistent_workers: true - timeout: 0 - paths: - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy - - 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true - attention_dropout: 0.0 - attention_layer_norm: false - include_bias: false - block_type: sequential - layer_norm_type: rms - layer_norm_with_affine: true - bias_for_layer_norm: false - attention_layer_norm_with_affine: false - activation_type: swiglu - residual_dropout: 0.0 - embedding_dropout: 0.0 - max_sequence_length: 4096 - vocab_size: 50280 - embedding_size: 50304 - eos_token_id: 0 - pad_token_id: 1 - init_device: meta - init_fn: normal - init_std: 0.02 - init_cutoff_factor: 3 - -compile: null - -optimizer: - name: adamw - learning_rate: 4.0e-4 - eps: 1.0e-8 - weight_decay: 0.1 - decay_norm_and_bias: true - decay_embeddings: false - betas: - - 0.9 - - 0.95 - metrics_log_interval: 10 - -# Cx1: t_max = 1.3B params * 20 = 26e9 -# Cx2: t_max = 1.3B params * 40 = 52e9 -# Cx3: t_max = 1.3B params * 60 = 78e9 -scheduler: - name: cosine_with_warmup - units: tokens - t_warmup: 8388608000 - t_max: 52e9 - alpha_f: 0.1 - -tokenizer: - identifier: tokenizers/allenai_gpt-neox-olmo-dolma-v1_5.json - truncate_direction: right - -save_folder: runs/${run_name} -remote_save_folder: s3://ai2-llm/checkpoints/OLMoE/${run_name} -save_overwrite: false - -save_interval: 5000 -save_interval_ephemeral: null -save_num_checkpoints_to_keep: -1 -sharded_checkpointer: olmo_core - -save_interval_unsharded: null -save_num_unsharded_checkpoints_to_keep: -1 - -load_path: null - -max_duration: 52e9T -stop_at: 12398 -global_train_batch_size: 1024 -device_train_microbatch_size: 4 - -precision: amp_bf16 -distributed_strategy: fsdp - -fsdp: - wrapping_strategy: by_block - precision: mixed - sharding_strategy: FULL_SHARD - -max_grad_norm: 1.0 -max_grad_norm_ratio: null - -speed_monitor: - window_size: 1 - -eval_interval: 1000 -eval_subset_num_batches: -1 -device_eval_batch_size: ${device_train_microbatch_size} -evaluators: - - label: all-small-ppl-validation - data: - num_workers: 0 - drop_last: true - datasets: - c4_en-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy - dolma_books-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy - dolma_common-crawl-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy - dolma_pes2o-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy - dolma_reddit-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy - dolma_stack-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy - dolma_wiki-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy - ice-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy - m2d2_s2orc-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy - pile-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy - wikitext_103-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy - - ########################## - # Downstream evaluations # - ########################## - - label: piqa - type: downstream - - - label: hellaswag - type: downstream - - - label: winogrande - type: downstream - - - label: openbook_qa - type: downstream - - - label: boolq - type: downstream - - - label: sciq - type: downstream - - - label: arc_easy - type: downstream - - - label: arc_challenge - type: downstream - - - label: copa - type: downstream - - - label: commonsense_qa - type: downstream - - - label: social_iqa - type: downstream - - - label: mmlu_stem_var - type: downstream - - - label: mmlu_humanities_var - type: downstream - - - label: mmlu_social_sciences_var - type: downstream - - - label: mmlu_other_var - type: downstream - - - label: mmlu_stem_mc_5shot - type: downstream - - - label: mmlu_humanities_mc_5shot - type: downstream - - - label: mmlu_social_sciences_mc_5shot - type: downstream - - - label: mmlu_other_mc_5shot - type: downstream - - - label: mmlu_stem_mc_5shot_test - type: downstream - - - label: mmlu_humanities_mc_5shot_test - type: downstream - - - label: mmlu_social_sciences_mc_5shot_test - type: downstream - - - label: mmlu_other_mc_5shot_test - type: downstream - -data: - pad_direction: right - num_workers: 16 - drop_last: true - pin_memory: true - prefetch_factor: 8 - persistent_workers: true - timeout: 0 - paths: - - 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/weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-100-00003.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-173-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-172-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-098-00001.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-125-00001.npy diff --git a/configs/olmoe17/olmo-1b-newhp-oldds-cx5.yml b/configs/olmoe17/olmo-1b-newhp-oldds-cx5.yml deleted file mode 100644 index 3804b8b8d..000000000 --- a/configs/olmoe17/olmo-1b-newhp-oldds-cx5.yml +++ /dev/null @@ -1,1858 +0,0 @@ -run_name: ${oc.env:SLURM_JOB_ID} -seed: 6198 -dry_run: false -no_pre_train_checkpoint: true - -wandb: - name: ${run_name} - project: olmoe - group: null - -model: - d_model: 2048 - n_heads: 16 - n_layers: 16 - mlp_ratio: 8 - weight_tying: false - alibi: false - rope: true - flash_attention: true - attention_dropout: 0.0 - attention_layer_norm: false - include_bias: false - block_type: sequential - layer_norm_type: rms - layer_norm_with_affine: true - bias_for_layer_norm: false - attention_layer_norm_with_affine: false - activation_type: swiglu - residual_dropout: 0.0 - embedding_dropout: 0.0 - max_sequence_length: 4096 - vocab_size: 50280 - embedding_size: 50304 - eos_token_id: 0 - pad_token_id: 1 - init_device: meta - init_fn: normal - init_std: 0.02 - init_cutoff_factor: 3 - -compile: null - -optimizer: - name: adamw - learning_rate: 4.0e-4 - eps: 1.0e-8 - weight_decay: 0.1 - decay_norm_and_bias: true - decay_embeddings: false - betas: - - 0.9 - - 0.95 - metrics_log_interval: 10 - -# Cx1: t_max = 1.3B params * 20 = 26e9 -# Cx2: t_max = 1.3B params * 40 = 52e9 -# Cx3: t_max = 1.3B params * 60 = 78e9 -scheduler: - name: cosine_with_warmup - units: tokens - t_warmup: 8388608000 - t_max: 130e9 - alpha_f: 0.1 - -tokenizer: - identifier: tokenizers/allenai_gpt-neox-olmo-dolma-v1_5.json - truncate_direction: right - -save_folder: runs/${run_name} -remote_save_folder: s3://ai2-llm/checkpoints/OLMoE/${run_name} -save_overwrite: false - -save_interval: 5000 -save_interval_ephemeral: null -save_num_checkpoints_to_keep: -1 -sharded_checkpointer: olmo_core - -save_interval_unsharded: null -save_num_unsharded_checkpoints_to_keep: -1 - -load_path: null - -max_duration: 130e9T -stop_at: 30993 -global_train_batch_size: 1024 -device_train_microbatch_size: 8 - -precision: amp_bf16 -distributed_strategy: fsdp - -fsdp: - wrapping_strategy: by_block - precision: mixed - sharding_strategy: FULL_SHARD - -max_grad_norm: 1.0 -max_grad_norm_ratio: null - -speed_monitor: - window_size: 1 - -eval_interval: 1000 -eval_subset_num_batches: -1 -device_eval_batch_size: ${device_train_microbatch_size} -evaluators: - - label: all-small-ppl-validation - data: - num_workers: 0 - drop_last: true - datasets: - c4_en-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy - dolma_books-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy - dolma_common-crawl-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy - dolma_pes2o-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy - dolma_reddit-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy - dolma_stack-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy - dolma_wiki-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy - ice-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy - m2d2_s2orc-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy - pile-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy - wikitext_103-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy - - ########################## - # Downstream evaluations # - ########################## - - label: piqa - type: downstream - - - label: hellaswag - type: downstream - - - label: winogrande - type: downstream - - - label: openbook_qa - type: downstream - - - label: boolq - type: downstream - - - label: sciq - type: downstream - - - label: arc_easy - type: downstream - - - label: arc_challenge - type: downstream - - - label: copa - type: downstream - - - label: commonsense_qa - type: downstream - - - label: social_iqa - type: downstream - - - label: mmlu_stem_var - type: downstream - - - label: mmlu_humanities_var - type: downstream - - - label: mmlu_social_sciences_var - type: downstream - - - label: mmlu_other_var - type: downstream - - - label: mmlu_stem_mc_5shot - type: downstream - - - label: mmlu_humanities_mc_5shot - type: downstream - - - label: mmlu_social_sciences_mc_5shot - type: downstream - - - label: mmlu_other_mc_5shot - type: downstream - - - label: mmlu_stem_mc_5shot_test - type: downstream - - - label: mmlu_humanities_mc_5shot_test - type: downstream - - - label: mmlu_social_sciences_mc_5shot_test - type: downstream - - - label: mmlu_other_mc_5shot_test - type: downstream - -data: - pad_direction: right - num_workers: 16 - drop_last: true - pin_memory: true - prefetch_factor: 8 - persistent_workers: true - timeout: 0 - instance_filter: - repetition_max_period: 13 - repetition_min_period: 1 - repetition_max_count: 32 - paths: - - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy - - 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/weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/arxiv/allenai/gpt-neox-olmo-dolma-v1_5/part-000-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/arxiv/allenai/gpt-neox-olmo-dolma-v1_5/part-001-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/arxiv/allenai/gpt-neox-olmo-dolma-v1_5/part-002-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/arxiv/allenai/gpt-neox-olmo-dolma-v1_5/part-003-00000.npy - - 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/weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/wiki/allenai/gpt-neox-olmo-dolma-v1_5/part-0-00001.npy - - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/wiki/allenai/gpt-neox-olmo-dolma-v1_5/part-1-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/wiki/allenai/gpt-neox-olmo-dolma-v1_5/part-1-00000.npy \ No newline at end of file diff --git a/configs/olmoe17/olmo-1b-newhp-oldds-s3.yml b/configs/olmoe17/olmo-1b-newhp-oldds-s3.yml deleted file mode 100644 index b221df775..000000000 --- a/configs/olmoe17/olmo-1b-newhp-oldds-s3.yml +++ /dev/null @@ -1,1857 +0,0 @@ -run_name: ${oc.env:SLURM_JOB_ID} -seed: 6198 -dry_run: false -no_pre_train_checkpoint: true - -wandb: - name: ${run_name} - project: olmoe - group: null - -model: - d_model: 2048 - n_heads: 16 - n_layers: 16 - mlp_ratio: 8 - weight_tying: false - alibi: false - rope: true - flash_attention: true - attention_dropout: 0.0 - attention_layer_norm: false - include_bias: false - block_type: sequential - layer_norm_type: rms - layer_norm_with_affine: true - bias_for_layer_norm: false - attention_layer_norm_with_affine: false - activation_type: swiglu - residual_dropout: 0.0 - embedding_dropout: 0.0 - max_sequence_length: 4096 - vocab_size: 50280 - embedding_size: 50304 - eos_token_id: 0 - pad_token_id: 1 - init_device: meta - init_fn: normal - init_std: 0.02 - init_cutoff_factor: 3 - -compile: null - -optimizer: - name: adamw - learning_rate: 4.0e-4 - eps: 1.0e-8 - weight_decay: 0.1 - decay_norm_and_bias: true - decay_embeddings: true - betas: - - 0.9 - - 0.95 - metrics_log_interval: 10 - -# Cx1: t_max = 1.3B params * 20 = 26e9 -# Cx2: t_max = 1.3B params * 40 = 52e9 -# Cx3: t_max = 1.3B params * 60 = 78e9 -scheduler: - name: cosine_with_warmup - units: tokens - t_warmup: 8388608000 - t_max: 52e9 - alpha_f: 0.1 - -tokenizer: - identifier: tokenizers/allenai_gpt-neox-olmo-dolma-v1_5.json - truncate_direction: right - -save_folder: runs/${run_name} -remote_save_folder: s3://ai2-llm/checkpoints/OLMoE/${run_name} -save_overwrite: false - -save_interval: 5000 -save_interval_ephemeral: null -save_num_checkpoints_to_keep: -1 -sharded_checkpointer: olmo_core - -save_interval_unsharded: null -save_num_unsharded_checkpoints_to_keep: -1 - -load_path: null - -max_duration: 52e9T -global_train_batch_size: 1024 -device_train_microbatch_size: 4 - -precision: amp_bf16 -distributed_strategy: fsdp - -fsdp: - wrapping_strategy: by_block - precision: mixed - sharding_strategy: FULL_SHARD - -max_grad_norm: 1.0 -max_grad_norm_ratio: null - -speed_monitor: - window_size: 1 - -eval_interval: 1000 -eval_subset_num_batches: -1 -device_eval_batch_size: ${device_train_microbatch_size} -evaluators: - - label: all-small-ppl-validation - data: - num_workers: 0 - drop_last: true - datasets: - c4_en-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy - dolma_books-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy - dolma_common-crawl-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy - dolma_pes2o-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy - dolma_reddit-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy - dolma_stack-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy - dolma_wiki-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy - ice-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy - m2d2_s2orc-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy - pile-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy - wikitext_103-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy - - ########################## - # Downstream evaluations # - ########################## - - label: piqa - type: downstream - - - label: hellaswag - type: downstream - - - label: winogrande - type: downstream - - - label: openbook_qa - type: downstream - - - label: boolq - type: downstream - - - label: sciq - type: downstream - - - label: arc_easy - type: downstream - - - label: arc_challenge - type: downstream - - - label: copa - type: downstream - - - label: commonsense_qa - type: downstream - - - label: social_iqa - type: downstream - - - label: mmlu_stem_var - type: downstream - - - label: mmlu_humanities_var - type: downstream - - - label: mmlu_social_sciences_var - type: downstream - - - label: mmlu_other_var - type: downstream - - - label: mmlu_stem_mc_5shot - type: downstream - - - label: mmlu_humanities_mc_5shot - type: downstream - - - label: mmlu_social_sciences_mc_5shot - type: downstream - - - label: mmlu_other_mc_5shot - type: downstream - - - label: mmlu_stem_mc_5shot_test - type: downstream - - - label: mmlu_humanities_mc_5shot_test - type: downstream - - - label: mmlu_social_sciences_mc_5shot_test - type: downstream - - - label: mmlu_other_mc_5shot_test - type: downstream - -data: - pad_direction: right - num_workers: 16 - drop_last: true - pin_memory: true - prefetch_factor: 8 - persistent_workers: true - timeout: 0 - instance_filter: - repetition_max_period: 13 - repetition_min_period: 1 - repetition_max_count: 32 - paths: - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy - - 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true - attention_dropout: 0.0 - attention_layer_norm: false - include_bias: false - block_type: sequential - layer_norm_type: rms - layer_norm_with_affine: true - bias_for_layer_norm: false - attention_layer_norm_with_affine: false - activation_type: swiglu - residual_dropout: 0.0 - embedding_dropout: 0.0 - max_sequence_length: 4096 - vocab_size: 50280 - embedding_size: 50304 - eos_token_id: 0 - pad_token_id: 1 - init_device: meta - init_fn: normal - init_std: 0.02 - init_cutoff_factor: 3 - -compile: null - -optimizer: - name: adamw - learning_rate: 4.0e-4 - eps: 1.0e-8 - weight_decay: 0.1 - decay_norm_and_bias: true - decay_embeddings: false - betas: - - 0.9 - - 0.95 - metrics_log_interval: 10 - -# Cx1: t_max = 1.3B params * 20 = 26e9 -# Cx2: t_max = 1.3B params * 40 = 52e9 -# Cx3: t_max = 1.3B params * 60 = 78e9 -scheduler: - name: cosine_with_warmup - units: tokens - t_warmup: 8388608000 - t_max: 52e9 - alpha_f: 0.1 - -tokenizer: - identifier: tokenizers/allenai_gpt-neox-olmo-dolma-v1_5.json - truncate_direction: right - -save_folder: runs/${run_name} -remote_save_folder: s3://ai2-llm/checkpoints/OLMoE/${run_name} -save_overwrite: false - -save_interval: 5000 -save_interval_ephemeral: null -save_num_checkpoints_to_keep: -1 -sharded_checkpointer: olmo_core - -save_interval_unsharded: null -save_num_unsharded_checkpoints_to_keep: -1 - -load_path: null - -max_duration: 52e9T -global_train_batch_size: 1024 -device_train_microbatch_size: 4 - -precision: amp_bf16 -distributed_strategy: fsdp - -fsdp: - wrapping_strategy: by_block - precision: mixed - sharding_strategy: FULL_SHARD - -max_grad_norm: 1.0 -max_grad_norm_ratio: null - -speed_monitor: - window_size: 1 - -eval_interval: 1000 -eval_subset_num_batches: -1 -device_eval_batch_size: ${device_train_microbatch_size} -evaluators: - - label: all-small-ppl-validation - data: - num_workers: 0 - drop_last: true - datasets: - c4_en-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy - dolma_books-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy - dolma_common-crawl-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy - dolma_pes2o-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy - dolma_reddit-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy - dolma_stack-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy - dolma_wiki-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy - ice-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy - m2d2_s2orc-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy - pile-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy - wikitext_103-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy - - ########################## - # Downstream evaluations # - ########################## - - label: piqa - type: downstream - - - label: hellaswag - type: downstream - - - label: winogrande - type: downstream - - - label: openbook_qa - type: downstream - - - label: boolq - type: downstream - - - label: sciq - type: downstream - - - label: arc_easy - type: downstream - - - label: arc_challenge - type: downstream - - - label: copa - type: downstream - - - label: commonsense_qa - type: downstream - - - label: social_iqa - type: downstream - - - label: mmlu_stem_var - type: downstream - - - label: mmlu_humanities_var - type: downstream - - - label: mmlu_social_sciences_var - type: downstream - - - label: mmlu_other_var - type: downstream - - - label: mmlu_stem_mc_5shot - type: downstream - - - label: mmlu_humanities_mc_5shot - type: downstream - - - label: mmlu_social_sciences_mc_5shot - type: downstream - - - label: mmlu_other_mc_5shot - type: downstream - - - label: mmlu_stem_mc_5shot_test - type: downstream - - - label: mmlu_humanities_mc_5shot_test - type: downstream - - - label: mmlu_social_sciences_mc_5shot_test - type: downstream - - - label: mmlu_other_mc_5shot_test - type: downstream - -data: - pad_direction: right - num_workers: 16 - drop_last: true - pin_memory: true - prefetch_factor: 8 - persistent_workers: true - timeout: 0 - instance_filter: - repetition_max_period: 13 - repetition_min_period: 1 - repetition_max_count: 32 - paths: - - 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/weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/wiki/allenai/gpt-neox-olmo-dolma-v1_5/part-1-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/wiki/allenai/gpt-neox-olmo-dolma-v1_5/part-1-00000.npy \ No newline at end of file diff --git a/configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-fine-shared-s3.yml b/configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-fine-shared-s3.yml deleted file mode 100644 index 3756ed517..000000000 --- a/configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-fine-shared-s3.yml +++ /dev/null @@ -1,1607 +0,0 @@ -run_name: ${oc.env:SLURM_JOB_ID} -seed: 6198 -dry_run: false -no_pre_train_checkpoint: true - -wandb: - name: ${run_name} - project: olmoe - group: null - -model: - d_model: 2048 - n_heads: 16 - n_layers: 16 - mlp_ratio: 2 - weight_tying: false - alibi: false - rope: true - flash_attention: true - attention_dropout: 0.0 - attention_layer_norm: false - include_bias: false - block_type: moe - layer_norm_type: rms - layer_norm_with_affine: true - bias_for_layer_norm: false - attention_layer_norm_with_affine: false - activation_type: swiglu - residual_dropout: 0.0 - embedding_dropout: 0.0 - max_sequence_length: 4096 - vocab_size: 50280 - embedding_size: 50304 - eos_token_id: 0 - pad_token_id: 1 - init_device: meta - init_fn: normal - init_std: 0.02 - init_cutoff_factor: 3 - moe_top_k: 3 - moe_shared_expert: true - moe_num_experts: 32 - moe_dropless: true - moe_mlp_impl: sparse - moe_zloss_weight: 0.001 - moe_loss_weight: 0.01 - -compile: null - -optimizer: - name: adamw - learning_rate: 4.0e-4 - eps: 1.0e-8 - weight_decay: 0.1 - decay_norm_and_bias: true - decay_embeddings: true - betas: - - 0.9 - - 0.95 - metrics_log_interval: 10 - -scheduler: - name: cosine_with_warmup - units: tokens - t_warmup: 8388608000 - t_max: 130e9 - alpha_f: 0.1 - -tokenizer: - identifier: tokenizers/allenai_gpt-neox-olmo-dolma-v1_5.json - truncate_direction: right - -save_folder: runs/${run_name} -remote_save_folder: s3://ai2-llm/checkpoints/OLMoE/${run_name} -save_overwrite: false - -save_interval: 5000 -save_interval_ephemeral: null -save_num_checkpoints_to_keep: -1 -sharded_checkpointer: olmo_core - -save_interval_unsharded: null -save_num_unsharded_checkpoints_to_keep: -1 - -load_path: null - -max_duration: 130e9T -stop_at: 30993 -global_train_batch_size: 1024 -device_train_microbatch_size: 8 - -precision: amp_bf16 -distributed_strategy: fsdp - -fsdp: - wrapping_strategy: by_block - precision: mixed - sharding_strategy: FULL_SHARD - -max_grad_norm: 1.0 -max_grad_norm_ratio: null - -speed_monitor: - window_size: 1 - -eval_interval: 1000 -eval_subset_num_batches: -1 -device_eval_batch_size: ${device_train_microbatch_size} -evaluators: - - label: all-small-ppl-validation - data: - num_workers: 0 - drop_last: true - datasets: - c4_en-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy - dolma_books-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy - dolma_common-crawl-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy - dolma_pes2o-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy - dolma_reddit-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy - dolma_stack-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy - dolma_wiki-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy - ice-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy - m2d2_s2orc-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy - pile-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy - wikitext_103-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy - - ########################## - # Downstream evaluations # - ########################## - - label: piqa - type: downstream - - - label: hellaswag - type: downstream - - - label: winogrande - type: downstream - - - label: openbook_qa - type: downstream - - - label: boolq - type: downstream - - - label: sciq - type: downstream - - - label: arc_easy - type: downstream - - - label: arc_challenge - type: downstream - - - label: copa - type: downstream - - - label: commonsense_qa - type: downstream - - - label: social_iqa - type: downstream - - - label: mmlu_stem_var - type: downstream - - - label: mmlu_humanities_var - type: downstream - - - label: mmlu_social_sciences_var - type: downstream - - - label: mmlu_other_var - type: downstream - - - label: mmlu_stem_mc_5shot - type: downstream - - - label: mmlu_humanities_mc_5shot - type: downstream - - - label: mmlu_social_sciences_mc_5shot - type: downstream - - - label: mmlu_other_mc_5shot - type: downstream - - - label: mmlu_stem_mc_5shot_test - type: downstream - - - label: mmlu_humanities_mc_5shot_test - type: downstream - - - label: mmlu_social_sciences_mc_5shot_test - type: downstream - - - label: mmlu_other_mc_5shot_test - type: downstream - -data: - pad_direction: right - num_workers: 16 - drop_last: true - pin_memory: true - prefetch_factor: 8 - persistent_workers: true - timeout: 0 - paths: - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy - - 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s3://ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-098-00001.npy - - s3://ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-125-00001.npy diff --git a/configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-fine-shared.yml b/configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-fine-shared.yml deleted file mode 100644 index 3c26030ad..000000000 --- a/configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-fine-shared.yml +++ /dev/null @@ -1,1607 +0,0 @@ -run_name: ${oc.env:SLURM_JOB_ID} -seed: 6198 -dry_run: false -no_pre_train_checkpoint: true - -wandb: - name: ${run_name} - project: olmoe - group: null - -model: - d_model: 2048 - n_heads: 16 - n_layers: 16 - mlp_ratio: 2 - weight_tying: false - alibi: false - rope: true - flash_attention: true - attention_dropout: 0.0 - attention_layer_norm: false - include_bias: false - block_type: moe - layer_norm_type: rms - layer_norm_with_affine: true - bias_for_layer_norm: false - attention_layer_norm_with_affine: false - activation_type: swiglu - residual_dropout: 0.0 - embedding_dropout: 0.0 - max_sequence_length: 4096 - vocab_size: 50280 - embedding_size: 50304 - eos_token_id: 0 - pad_token_id: 1 - init_device: meta - init_fn: normal - init_std: 0.02 - init_cutoff_factor: 3 - moe_top_k: 3 - moe_shared_expert: true - moe_num_experts: 32 - moe_dropless: true - moe_mlp_impl: sparse - moe_zloss_weight: 0.001 - moe_loss_weight: 0.01 - -compile: null - -optimizer: - name: adamw - learning_rate: 4.0e-4 - eps: 1.0e-8 - weight_decay: 0.1 - decay_norm_and_bias: true - decay_embeddings: true - betas: - - 0.9 - - 0.95 - metrics_log_interval: 10 - -scheduler: - name: cosine_with_warmup - units: tokens - t_warmup: 8388608000 - t_max: 130e9 - alpha_f: 0.1 - -tokenizer: - identifier: tokenizers/allenai_gpt-neox-olmo-dolma-v1_5.json - truncate_direction: right - -save_folder: runs/${run_name} -remote_save_folder: s3://ai2-llm/checkpoints/OLMoE/${run_name} -save_overwrite: false - -save_interval: 5000 -save_interval_ephemeral: null -save_num_checkpoints_to_keep: -1 -sharded_checkpointer: olmo_core - -save_interval_unsharded: null -save_num_unsharded_checkpoints_to_keep: -1 - -load_path: null - -max_duration: 130e9T -stop_at: 30993 -global_train_batch_size: 1024 -device_train_microbatch_size: 8 - -precision: amp_bf16 -distributed_strategy: fsdp - -fsdp: - wrapping_strategy: by_block - precision: mixed - sharding_strategy: FULL_SHARD - -max_grad_norm: 1.0 -max_grad_norm_ratio: null - -speed_monitor: - window_size: 1 - -eval_interval: 1000 -eval_subset_num_batches: -1 -device_eval_batch_size: ${device_train_microbatch_size} -evaluators: - - label: all-small-ppl-validation - data: - num_workers: 0 - drop_last: true - datasets: - c4_en-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy - dolma_books-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy - dolma_common-crawl-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy - dolma_pes2o-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy - dolma_reddit-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy - dolma_stack-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy - dolma_wiki-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy - ice-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy - m2d2_s2orc-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy - pile-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy - wikitext_103-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy - - ########################## - # Downstream evaluations # - ########################## - - label: piqa - type: downstream - - - label: hellaswag - type: downstream - - - label: winogrande - type: downstream - - - label: openbook_qa - type: downstream - - - label: boolq - type: downstream - - - label: sciq - type: downstream - - - label: arc_easy - type: downstream - - - label: arc_challenge - type: downstream - - - label: copa - type: downstream - - - label: commonsense_qa - type: downstream - - - label: social_iqa - type: downstream - - - label: mmlu_stem_var - type: downstream - - - label: mmlu_humanities_var - type: downstream - - - label: mmlu_social_sciences_var - type: downstream - - - label: mmlu_other_var - type: downstream - - - label: mmlu_stem_mc_5shot - type: downstream - - - label: mmlu_humanities_mc_5shot - type: downstream - - - label: mmlu_social_sciences_mc_5shot - type: 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/weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-172-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-098-00001.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-125-00001.npy diff --git a/configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-fine.yml b/configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-fine.yml deleted file mode 100644 index 4f2b445b1..000000000 --- a/configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-fine.yml +++ /dev/null @@ -1,1606 +0,0 @@ -run_name: ${oc.env:SLURM_JOB_ID} -seed: 6198 -dry_run: false -no_pre_train_checkpoint: true - -wandb: - name: ${run_name} - project: olmoe - group: null - -model: - d_model: 2048 - n_heads: 16 - n_layers: 16 - mlp_ratio: 2 - weight_tying: false - alibi: false - rope: true - flash_attention: true - attention_dropout: 0.0 - attention_layer_norm: false - include_bias: false - block_type: moe - layer_norm_type: rms - layer_norm_with_affine: true - bias_for_layer_norm: false - attention_layer_norm_with_affine: false - activation_type: swiglu - residual_dropout: 0.0 - embedding_dropout: 0.0 - max_sequence_length: 4096 - vocab_size: 50280 - embedding_size: 50304 - eos_token_id: 0 - pad_token_id: 1 - init_device: meta - init_fn: normal - init_std: 0.02 - init_cutoff_factor: 3 - moe_top_k: 4 - moe_num_experts: 32 - moe_dropless: true - moe_mlp_impl: sparse - moe_zloss_weight: 0.001 - moe_loss_weight: 0.01 - -compile: null - -optimizer: - name: adamw - learning_rate: 4.0e-4 - eps: 1.0e-8 - weight_decay: 0.1 - decay_norm_and_bias: true - decay_embeddings: true - betas: - - 0.9 - - 0.95 - metrics_log_interval: 10 - -scheduler: - name: cosine_with_warmup - units: tokens - t_warmup: 8388608000 - t_max: 130e9 - alpha_f: 0.1 - -tokenizer: - identifier: tokenizers/allenai_gpt-neox-olmo-dolma-v1_5.json - truncate_direction: right - -save_folder: runs/${run_name} -remote_save_folder: s3://ai2-llm/checkpoints/OLMoE/${run_name} -save_overwrite: false - -save_interval: 5000 -save_interval_ephemeral: null -save_num_checkpoints_to_keep: -1 -sharded_checkpointer: olmo_core - -save_interval_unsharded: null -save_num_unsharded_checkpoints_to_keep: -1 - -load_path: null - -max_duration: 130e9T -stop_at: 30993 -global_train_batch_size: 1024 -device_train_microbatch_size: 8 - -precision: amp_bf16 -distributed_strategy: fsdp - -fsdp: - wrapping_strategy: by_block - precision: mixed - sharding_strategy: FULL_SHARD - -max_grad_norm: 1.0 -max_grad_norm_ratio: null - -speed_monitor: - window_size: 1 - -eval_interval: 1000 -eval_subset_num_batches: -1 -device_eval_batch_size: ${device_train_microbatch_size} -evaluators: - - label: all-small-ppl-validation - data: - num_workers: 0 - drop_last: true - datasets: - c4_en-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy - dolma_books-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy - dolma_common-crawl-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy - dolma_pes2o-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy - dolma_reddit-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy - dolma_stack-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy - dolma_wiki-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy - ice-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy - m2d2_s2orc-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy - pile-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy - wikitext_103-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy - - ########################## - # Downstream evaluations # - ########################## - - label: piqa - type: downstream - - - label: hellaswag - type: downstream - - - label: winogrande - type: downstream - - - label: openbook_qa - type: downstream - - - label: boolq - type: downstream - - - label: sciq - type: downstream - - - label: arc_easy - type: downstream - - - label: arc_challenge - type: downstream - - - label: copa - type: downstream - - - label: commonsense_qa - type: downstream - - - label: social_iqa - type: downstream - - - label: mmlu_stem_var - type: downstream - - - label: mmlu_humanities_var - type: downstream - - - label: mmlu_social_sciences_var - type: downstream - - - label: mmlu_other_var - type: downstream - - - label: mmlu_stem_mc_5shot - type: downstream - - - label: mmlu_humanities_mc_5shot - type: downstream - - - label: mmlu_social_sciences_mc_5shot - type: downstream - - - label: mmlu_other_mc_5shot - type: downstream - - - label: mmlu_stem_mc_5shot_test - type: downstream - - - label: mmlu_humanities_mc_5shot_test - type: downstream - - - label: mmlu_social_sciences_mc_5shot_test - type: downstream - - - label: mmlu_other_mc_5shot_test - type: downstream - -data: - pad_direction: right - num_workers: 16 - drop_last: true - pin_memory: true - prefetch_factor: 8 - persistent_workers: true - timeout: 0 - paths: - - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy - - 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d_model: 2048 - n_heads: 16 - n_layers: 16 - mlp_hidden_size: 1024 - weight_tying: false - alibi: false - rope: true - flash_attention: true - attention_dropout: 0.0 - attention_layer_norm: false - include_bias: false - block_type: moe - layer_norm_type: rms - layer_norm_with_affine: true - bias_for_layer_norm: false - attention_layer_norm_with_affine: false - activation_type: swiglu - residual_dropout: 0.0 - embedding_dropout: 0.0 - max_sequence_length: 4096 - vocab_size: 50280 - embedding_size: 50304 - eos_token_id: 0 - pad_token_id: 1 - init_device: meta - init_fn: normal - init_std: 0.02 - init_cutoff_factor: 3 - moe_top_k: 16 - moe_num_experts: 128 - moe_dropless: true - moe_mlp_impl: sparse - moe_zloss_weight: 0.001 - moe_loss_weight: 0.01 - -compile: null - -optimizer: - name: adamw - learning_rate: 4.0e-4 - eps: 1.0e-8 - weight_decay: 0.1 - decay_norm_and_bias: true - decay_embeddings: true - betas: - - 0.9 - - 0.95 - metrics_log_interval: 10 - -scheduler: - name: cosine_with_warmup - units: tokens - t_warmup: 8388608000 - t_max: 130e9 - alpha_f: 0.1 - -tokenizer: - identifier: tokenizers/allenai_gpt-neox-olmo-dolma-v1_5.json - truncate_direction: right - -save_folder: runs/${run_name} -remote_save_folder: s3://ai2-llm/checkpoints/OLMoE/${run_name} -save_overwrite: false - -save_interval: 5000 -save_interval_ephemeral: null -save_num_checkpoints_to_keep: -1 -sharded_checkpointer: olmo_core - -save_interval_unsharded: null -save_num_unsharded_checkpoints_to_keep: -1 - -load_path: null - -max_duration: 130e9T -stop_at: 30993 -global_train_batch_size: 1024 -device_train_microbatch_size: 8 - -precision: amp_bf16 -distributed_strategy: fsdp - -fsdp: - wrapping_strategy: by_block - precision: mixed - sharding_strategy: FULL_SHARD - -max_grad_norm: 1.0 -max_grad_norm_ratio: null - -speed_monitor: - window_size: 1 - -eval_interval: 1000 -eval_subset_num_batches: -1 -device_eval_batch_size: ${device_train_microbatch_size} -evaluators: - - label: all-small-ppl-validation - data: - num_workers: 0 - drop_last: true - datasets: - c4_en-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy - dolma_books-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy - dolma_common-crawl-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy - dolma_pes2o-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy - dolma_reddit-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy - dolma_stack-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy - dolma_wiki-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy - ice-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy - m2d2_s2orc-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy - pile-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy - wikitext_103-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy - - ########################## - # Downstream evaluations # - ########################## - - label: piqa - type: downstream - - - label: hellaswag - type: downstream - - - label: winogrande - type: downstream - - - label: openbook_qa - type: downstream - - - label: boolq - type: downstream - - - label: sciq - type: downstream - - - label: arc_easy - type: downstream - - - label: arc_challenge - type: downstream - - - label: copa - type: downstream - - - label: commonsense_qa - type: downstream - - - label: social_iqa - type: downstream - - - label: mmlu_stem_var - type: downstream - - - label: mmlu_humanities_var - type: downstream - - - label: mmlu_social_sciences_var - type: downstream - - - label: mmlu_other_var - type: downstream - - - label: mmlu_stem_mc_5shot - type: downstream - - - label: mmlu_humanities_mc_5shot - type: downstream - - - label: mmlu_social_sciences_mc_5shot - type: downstream - - - label: mmlu_other_mc_5shot - type: downstream - - - label: mmlu_stem_mc_5shot_test - type: downstream - - - label: mmlu_humanities_mc_5shot_test - type: downstream - - - label: mmlu_social_sciences_mc_5shot_test - type: downstream - - - label: mmlu_other_mc_5shot_test - type: downstream - -data: - pad_direction: right - num_workers: 16 - drop_last: true - pin_memory: true - prefetch_factor: 8 - persistent_workers: true - timeout: 0 - paths: - - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy - - 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group: null - -model: - d_model: 2048 - n_heads: 16 - n_layers: 16 - mlp_ratio: 1 - weight_tying: false - alibi: false - rope: true - flash_attention: true - attention_dropout: 0.0 - attention_layer_norm: false - include_bias: false - block_type: moe - layer_norm_type: rms - layer_norm_with_affine: true - bias_for_layer_norm: false - attention_layer_norm_with_affine: false - activation_type: swiglu - residual_dropout: 0.0 - embedding_dropout: 0.0 - max_sequence_length: 4096 - vocab_size: 50280 - embedding_size: 50304 - eos_token_id: 0 - pad_token_id: 1 - init_device: meta - init_fn: normal - init_std: 0.02 - init_cutoff_factor: 3 - moe_top_k: 8 - moe_num_experts: 64 - moe_dropless: true - moe_mlp_impl: sparse - moe_zloss_weight: 0.001 - moe_loss_weight: 0.01 - -compile: null - -optimizer: - name: adamw - learning_rate: 4.0e-4 - eps: 1.0e-8 - weight_decay: 0.1 - decay_norm_and_bias: true - decay_embeddings: true - betas: - - 0.9 - - 0.95 - metrics_log_interval: 10 - -scheduler: - name: cosine_with_warmup - units: tokens - t_warmup: 8388608000 - t_max: 130e9 - alpha_f: 0.1 - -tokenizer: - identifier: tokenizers/allenai_gpt-neox-olmo-dolma-v1_5.json - truncate_direction: right - -save_folder: runs/${run_name} -remote_save_folder: s3://ai2-llm/checkpoints/OLMoE/${run_name} -save_overwrite: false - -save_interval: 5000 -save_interval_ephemeral: null -save_num_checkpoints_to_keep: -1 -sharded_checkpointer: olmo_core - -save_interval_unsharded: null -save_num_unsharded_checkpoints_to_keep: -1 - -load_path: null - -max_duration: 130e9T -stop_at: 30993 -global_train_batch_size: 1024 -device_train_microbatch_size: 8 - -precision: amp_bf16 -distributed_strategy: fsdp - -fsdp: - wrapping_strategy: by_block - precision: mixed - sharding_strategy: FULL_SHARD - -max_grad_norm: 1.0 -max_grad_norm_ratio: null - -speed_monitor: - window_size: 1 - -eval_interval: 1000 -eval_subset_num_batches: -1 -device_eval_batch_size: ${device_train_microbatch_size} -evaluators: - - label: all-small-ppl-validation - data: - num_workers: 0 - drop_last: true - datasets: - c4_en-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy - dolma_books-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy - dolma_common-crawl-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy - dolma_pes2o-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy - dolma_reddit-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy - dolma_stack-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy - dolma_wiki-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy - ice-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy - m2d2_s2orc-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy - pile-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy - wikitext_103-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy - - ########################## - # Downstream evaluations # - ########################## - - label: piqa - type: downstream - - - label: hellaswag - type: downstream - - - label: winogrande - type: downstream - - - label: openbook_qa - type: downstream - - - label: boolq - type: downstream - - - label: sciq - type: downstream - - - label: arc_easy - type: downstream - - - label: arc_challenge - type: downstream - - - label: copa - type: downstream - - - label: commonsense_qa - type: downstream - - - label: social_iqa - type: downstream - - - label: mmlu_stem_var - type: downstream - - - label: mmlu_humanities_var - type: downstream - - - label: mmlu_social_sciences_var - type: downstream - - - label: mmlu_other_var - type: downstream - - - label: mmlu_stem_mc_5shot - type: downstream - - - label: mmlu_humanities_mc_5shot - type: downstream - - - label: mmlu_social_sciences_mc_5shot - type: downstream - - - label: mmlu_other_mc_5shot - type: downstream - - - label: mmlu_stem_mc_5shot_test - type: downstream - - - label: mmlu_humanities_mc_5shot_test - type: downstream - - - label: mmlu_social_sciences_mc_5shot_test - type: downstream - - - label: mmlu_other_mc_5shot_test - type: downstream - -data: - pad_direction: right - num_workers: 16 - drop_last: true - pin_memory: true - prefetch_factor: 8 - persistent_workers: true - timeout: 0 - instance_filter: - repetition_max_period: 13 - repetition_min_period: 1 - repetition_max_count: 32 - paths: - - 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@@ -run_name: ${oc.env:SLURM_JOB_ID} -seed: 6198 -dry_run: false -no_pre_train_checkpoint: true - -wandb: - name: ${run_name} - project: olmoe - group: null - -model: - d_model: 2048 - n_heads: 16 - n_layers: 16 - mlp_ratio: 1 - weight_tying: false - alibi: false - rope: true - flash_attention: true - attention_dropout: 0.0 - attention_layer_norm: false - include_bias: false - block_type: moe - layer_norm_type: rms - layer_norm_with_affine: true - bias_for_layer_norm: false - attention_layer_norm_with_affine: false - activation_type: swiglu - residual_dropout: 0.0 - embedding_dropout: 0.0 - max_sequence_length: 8192 - vocab_size: 50280 - embedding_size: 50304 - eos_token_id: 0 - pad_token_id: 1 - init_device: meta - init_fn: normal - init_std: 0.02 - init_cutoff_factor: 3 - moe_top_k: 8 - moe_num_experts: 64 - moe_dropless: true - moe_mlp_impl: sparse - moe_zloss_weight: 0.001 - moe_loss_weight: 0.01 - -compile: null - -optimizer: - name: adamw - learning_rate: 4.0e-4 - eps: 1.0e-8 - weight_decay: 0.1 - decay_norm_and_bias: true - decay_embeddings: true - betas: - - 0.9 - - 0.95 - metrics_log_interval: 10 - -scheduler: - name: cosine_with_warmup - units: tokens - t_warmup: 8388608000 - t_max: 130e9 - alpha_f: 0.1 - -tokenizer: - identifier: tokenizers/allenai_gpt-neox-olmo-dolma-v1_5.json - truncate_direction: right - -save_folder: runs/${run_name} -remote_save_folder: s3://ai2-llm/checkpoints/OLMoE/${run_name} -save_overwrite: false - -save_interval: 5000 -save_interval_ephemeral: null -save_num_checkpoints_to_keep: -1 -sharded_checkpointer: olmo_core - -save_interval_unsharded: null -save_num_unsharded_checkpoints_to_keep: -1 - -load_path: null - -max_duration: 130e9T -stop_at: 30993 -global_train_batch_size: 512 -device_train_microbatch_size: 8 - -precision: amp_bf16 -distributed_strategy: fsdp - -fsdp: - wrapping_strategy: by_block - precision: mixed - sharding_strategy: FULL_SHARD - -max_grad_norm: 1.0 -max_grad_norm_ratio: null - -speed_monitor: - window_size: 1 - -eval_interval: 1000 -eval_subset_num_batches: -1 -device_eval_batch_size: ${device_train_microbatch_size} -evaluators: - - label: all-small-ppl-validation - data: - num_workers: 0 - drop_last: true - datasets: - c4_en-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy - dolma_books-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy - dolma_common-crawl-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy - dolma_pes2o-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy - dolma_reddit-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy - dolma_stack-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy - dolma_wiki-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy - ice-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy - m2d2_s2orc-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy - pile-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy - wikitext_103-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy - - ########################## - # Downstream evaluations # - ########################## - - label: piqa - type: downstream - - - label: hellaswag - type: downstream - - - label: winogrande - type: downstream - - - label: openbook_qa - type: downstream - - - label: boolq - type: downstream - - - label: sciq - type: downstream - - - label: arc_easy - type: downstream - - - label: arc_challenge - type: downstream - - - label: copa - type: downstream - - - label: commonsense_qa - type: downstream - - - label: social_iqa - type: downstream - - - label: mmlu_stem_var - type: downstream - - - label: mmlu_humanities_var - type: downstream - - - label: mmlu_social_sciences_var - type: downstream - - - label: mmlu_other_var - type: downstream - - - label: mmlu_stem_mc_5shot - type: downstream - - - label: mmlu_humanities_mc_5shot - type: downstream - - - label: mmlu_social_sciences_mc_5shot - type: downstream - - - label: mmlu_other_mc_5shot - type: downstream - - - label: mmlu_stem_mc_5shot_test - type: downstream - - - label: mmlu_humanities_mc_5shot_test - type: downstream - - - label: mmlu_social_sciences_mc_5shot_test - type: downstream - - - label: mmlu_other_mc_5shot_test - type: downstream - -data: - pad_direction: right - num_workers: 16 - drop_last: true - pin_memory: true - prefetch_factor: 8 - persistent_workers: true - timeout: 0 - generate_doc_lengths: true - instance_filter: - repetition_max_period: 13 - repetition_min_period: 1 - 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-run_name: ${oc.env:SLURM_JOB_ID} -seed: 6198 -dry_run: false -no_pre_train_checkpoint: true - -wandb: - name: ${run_name} - project: olmoe - group: null - -model: - d_model: 2048 - n_heads: 16 - n_layers: 16 - mlp_ratio: 1 - weight_tying: false - alibi: false - rope: true - flash_attention: true - attention_dropout: 0.0 - attention_layer_norm: false - include_bias: false - block_type: moe - layer_norm_type: rms - layer_norm_with_affine: true - bias_for_layer_norm: false - attention_layer_norm_with_affine: false - activation_type: swiglu - residual_dropout: 0.0 - embedding_dropout: 0.0 - max_sequence_length: 4096 - vocab_size: 50280 - embedding_size: 50304 - eos_token_id: 0 - pad_token_id: 1 - init_device: meta - init_fn: normal - init_std: 0.02 - init_cutoff_factor: 3 - moe_top_k: 8 - moe_num_experts: 64 - moe_dropless: true - moe_mlp_impl: sparse - moe_zloss_weight: 0.001 - moe_loss_weight: 0.01 - -compile: null - -optimizer: - name: adamw - learning_rate: 4.0e-4 - eps: 1.0e-8 - weight_decay: 0.1 - decay_norm_and_bias: true - decay_embeddings: true - betas: - - 0.9 - - 0.95 - metrics_log_interval: 10 - -scheduler: - name: cosine_with_warmup - units: tokens - t_warmup: 8388608000 - t_max: 130e9 - alpha_f: 0.1 - -tokenizer: - identifier: tokenizers/allenai_gpt-neox-olmo-dolma-v1_5.json - truncate_direction: right - -save_folder: runs/${run_name} -remote_save_folder: s3://ai2-llm/checkpoints/OLMoE/${run_name} -save_overwrite: false - -save_interval: 5000 -save_interval_ephemeral: null -save_num_checkpoints_to_keep: -1 -sharded_checkpointer: olmo_core - -save_interval_unsharded: null -save_num_unsharded_checkpoints_to_keep: -1 - -load_path: null - -max_duration: 130e9T -stop_at: 30993 -global_train_batch_size: 1024 -device_train_microbatch_size: 8 - -precision: amp_bf16 -distributed_strategy: fsdp - -fsdp: - wrapping_strategy: by_block - precision: mixed - sharding_strategy: FULL_SHARD - -max_grad_norm: 1.0 -max_grad_norm_ratio: null - -speed_monitor: - window_size: 1 - -eval_interval: 1000 -eval_subset_num_batches: -1 -device_eval_batch_size: ${device_train_microbatch_size} -evaluators: - - label: all-small-ppl-validation - data: - num_workers: 0 - drop_last: true - datasets: - c4_en-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy - dolma_books-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy - dolma_common-crawl-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy - dolma_pes2o-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy - dolma_reddit-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy - dolma_stack-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy - dolma_wiki-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy - ice-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy - m2d2_s2orc-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy - pile-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy - wikitext_103-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy - - ########################## - # Downstream evaluations # - ########################## - - label: piqa - type: downstream - - - label: hellaswag - type: downstream - - - label: winogrande - type: downstream - - - label: openbook_qa - type: downstream - - - label: boolq - type: downstream - - - label: sciq - type: downstream - - - label: arc_easy - type: downstream - - - label: arc_challenge - type: downstream - - - label: copa - type: downstream - - - label: commonsense_qa - type: downstream - - - label: social_iqa - type: downstream - - - label: mmlu_stem_var - type: downstream - - - label: mmlu_humanities_var - type: downstream - - - label: mmlu_social_sciences_var - type: downstream - - - label: mmlu_other_var - type: downstream - - - label: mmlu_stem_mc_5shot - type: downstream - - - label: mmlu_humanities_mc_5shot - type: downstream - - - label: mmlu_social_sciences_mc_5shot - type: downstream - - - label: mmlu_other_mc_5shot - type: downstream - - - label: mmlu_stem_mc_5shot_test - type: downstream - - - label: mmlu_humanities_mc_5shot_test - type: downstream - - - label: mmlu_social_sciences_mc_5shot_test - type: downstream - - - label: mmlu_other_mc_5shot_test - type: downstream - -data: - pad_direction: right - num_workers: 16 - drop_last: true - pin_memory: true - prefetch_factor: 8 - persistent_workers: true - timeout: 0 - generate_doc_lengths: true - instance_filter: - repetition_max_period: 13 - repetition_min_period: 1 - 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-run_name: ${oc.env:SLURM_JOB_ID} -seed: 6198 -dry_run: false -no_pre_train_checkpoint: true - -wandb: - name: ${run_name} - project: olmoe - group: null - -model: - d_model: 2048 - n_heads: 16 - n_layers: 16 - mlp_ratio: 1 - weight_tying: false - alibi: false - rope: true - flash_attention: true - attention_dropout: 0.0 - attention_layer_norm: false - include_bias: false - block_type: moe - layer_norm_type: rms - layer_norm_with_affine: true - bias_for_layer_norm: false - attention_layer_norm_with_affine: false - activation_type: swiglu - residual_dropout: 0.0 - embedding_dropout: 0.0 - max_sequence_length: 4096 - vocab_size: 100278 - embedding_size: 100352 - eos_token_id: 100257 - pad_token_id: 100277 - init_device: meta - init_fn: normal - init_std: 0.02 - init_cutoff_factor: 3 - moe_top_k: 8 - moe_num_experts: 64 - moe_dropless: true - moe_mlp_impl: sparse - moe_zloss_weight: 0.001 - moe_loss_weight: 0.01 - -compile: null - -optimizer: - name: adamw - learning_rate: 4.0e-4 - eps: 1.0e-8 - weight_decay: 0.1 - decay_norm_and_bias: true - decay_embeddings: true - betas: - - 0.9 - - 0.95 - metrics_log_interval: 10 - -scheduler: - name: cosine_with_warmup - units: tokens - t_warmup: 8388608000 - t_max: 130e9 - alpha_f: 0.1 - -tokenizer: - identifier: allenai/dolma2-tokenizer - truncate_direction: right - -save_folder: runs/${run_name} -remote_save_folder: s3://ai2-llm/checkpoints/OLMoE/${run_name} -save_overwrite: false - -save_interval: 5000 -save_interval_ephemeral: null -save_num_checkpoints_to_keep: -1 -sharded_checkpointer: olmo_core - -save_interval_unsharded: null -save_num_unsharded_checkpoints_to_keep: -1 - -load_path: null - -max_duration: 130e9T -stop_at: 30993 -global_train_batch_size: 1024 -device_train_microbatch_size: 8 - -precision: amp_bf16 -distributed_strategy: fsdp - -fsdp: - wrapping_strategy: by_block - precision: mixed - sharding_strategy: FULL_SHARD - -max_grad_norm: 1.0 -max_grad_norm_ratio: null - -speed_monitor: - window_size: 1 - -eval_interval: 1000 -eval_subset_num_batches: -1 -device_eval_batch_size: ${device_train_microbatch_size} -evaluators: - - label: all-small-ppl-validation - data: - num_workers: 0 - drop_last: true - datasets: - c4_en-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_dolma2-tokenizer/c4_en/val/part-0-00000.npy - dolma_books-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_dolma2-tokenizer/dolma_books/val/part-0-00000.npy - dolma_common-crawl-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_dolma2-tokenizer/dolma_common-crawl/val/part-0-00000.npy - dolma_pes2o-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_dolma2-tokenizer/dolma_pes2o/val/part-0-00000.npy - dolma_reddit-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_dolma2-tokenizer/dolma_reddit/val/part-0-00000.npy - dolma_stack-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_dolma2-tokenizer/dolma_stack/val/part-0-00000.npy - dolma_wiki-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_dolma2-tokenizer/dolma_wiki/val/part-0-00000.npy - ice-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_dolma2-tokenizer/ice/val/part-0-00000.npy - m2d2_s2orc-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_dolma2-tokenizer/m2d2_s2orc/val/part-0-00000.npy - pile-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_dolma2-tokenizer/pile/val/part-0-00000.npy - wikitext_103-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_dolma2-tokenizer/wikitext_103/val/part-0-00000.npy - - ########################## - # Downstream evaluations # - ########################## - - label: piqa - type: downstream - - - label: hellaswag - type: downstream - - - label: winogrande - type: downstream - - - label: openbook_qa - type: downstream - - - label: boolq - type: downstream - - - label: sciq - type: downstream - - - label: arc_easy - type: downstream - - - label: arc_challenge - type: downstream - - - label: copa - type: downstream - - - label: commonsense_qa - type: downstream - - - label: social_iqa - type: downstream - - - label: mmlu_stem_var - type: downstream - - - label: mmlu_humanities_var - type: downstream - - - label: mmlu_social_sciences_var - type: downstream - - - label: mmlu_other_var - type: downstream - - - label: mmlu_stem_mc_5shot - type: downstream - - - label: mmlu_humanities_mc_5shot - type: downstream - - - label: mmlu_social_sciences_mc_5shot - type: downstream - - - label: mmlu_other_mc_5shot - type: downstream - - - label: mmlu_stem_mc_5shot_test - type: downstream - - - label: mmlu_humanities_mc_5shot_test - type: downstream - - - label: mmlu_social_sciences_mc_5shot_test - type: downstream - - - label: mmlu_other_mc_5shot_test - type: downstream - -data: - memmap_dtype: uint32 - pad_direction: right - num_workers: 16 - drop_last: true - pin_memory: true - prefetch_factor: 8 - persistent_workers: true - timeout: 0 - instance_filter: - repetition_max_period: 13 - 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/weka/oe-training-default/ai2-llm/preprocessed/dclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/dolma2-tokenizer/part-187-00004.npy - - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/documents/wiki/allenai/dolma2-tokenizer/part-0-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/documents/wiki/allenai/dolma2-tokenizer/part-1-00000.npy diff --git a/configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-fine1-normreorder.yml b/configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-fine1-normreorder.yml deleted file mode 100644 index be6448679..000000000 --- a/configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-fine1-normreorder.yml +++ /dev/null @@ -1,1611 +0,0 @@ -run_name: ${oc.env:SLURM_JOB_ID} -seed: 6198 -dry_run: false -no_pre_train_checkpoint: true - -wandb: - name: ${run_name} - project: olmoe - group: null - -model: - d_model: 2048 - n_heads: 16 - n_layers: 16 - mlp_ratio: 1 - weight_tying: false - alibi: false - rope: true - flash_attention: true - attention_dropout: 0.0 - attention_layer_norm: false - include_bias: false - block_type: moe - layer_norm_type: rms - layer_norm_with_affine: true - bias_for_layer_norm: false - attention_layer_norm_with_affine: false - activation_type: swiglu - residual_dropout: 0.0 - embedding_dropout: 0.0 - max_sequence_length: 4096 - vocab_size: 50280 - embedding_size: 50304 - eos_token_id: 0 - pad_token_id: 1 - init_device: meta - init_fn: normal - init_std: 0.02 - init_cutoff_factor: 3 - moe_top_k: 8 - moe_num_experts: 64 - moe_dropless: true - moe_mlp_impl: sparse - moe_zloss_weight: 0.001 - moe_loss_weight: 0.01 - norm_after: true - -compile: null - -optimizer: - name: adamw - learning_rate: 4.0e-4 - eps: 1.0e-8 - weight_decay: 0.1 - decay_norm_and_bias: true - decay_embeddings: true - betas: - - 0.9 - - 0.95 - metrics_log_interval: 10 - -scheduler: - name: cosine_with_warmup - units: tokens - t_warmup: 8388608000 - t_max: 130e9 - alpha_f: 0.1 - -tokenizer: - identifier: tokenizers/allenai_gpt-neox-olmo-dolma-v1_5.json - truncate_direction: right - -save_folder: runs/${run_name} -remote_save_folder: s3://ai2-llm/checkpoints/OLMoE/${run_name} -save_overwrite: false - -save_interval: 5000 -save_interval_ephemeral: null -save_num_checkpoints_to_keep: -1 -sharded_checkpointer: olmo_core - -save_interval_unsharded: null -save_num_unsharded_checkpoints_to_keep: -1 - -load_path: null - -max_duration: 130e9T -stop_at: 30993 -global_train_batch_size: 1024 -device_train_microbatch_size: 8 - -precision: amp_bf16 -distributed_strategy: fsdp - -fsdp: - wrapping_strategy: by_block - precision: mixed - sharding_strategy: FULL_SHARD - -max_grad_norm: 1.0 -max_grad_norm_ratio: null - -speed_monitor: - window_size: 1 - -eval_interval: 1000 -eval_subset_num_batches: -1 -device_eval_batch_size: ${device_train_microbatch_size} -evaluators: - - label: all-small-ppl-validation - data: - num_workers: 0 - drop_last: true - datasets: - c4_en-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy - dolma_books-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy - dolma_common-crawl-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy - dolma_pes2o-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy - dolma_reddit-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy - dolma_stack-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy - dolma_wiki-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy - ice-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy - m2d2_s2orc-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy - pile-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy - wikitext_103-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy - - ########################## - # Downstream evaluations # - ########################## - - label: piqa - type: downstream - - - label: hellaswag - type: downstream - - - label: winogrande - type: downstream - - - label: openbook_qa - type: downstream - - - label: boolq - type: downstream - - - label: sciq - type: downstream - - - label: arc_easy - type: downstream - - - label: arc_challenge - type: downstream - - - label: copa - type: downstream - - - label: commonsense_qa - type: downstream - - - label: social_iqa - type: downstream - - - label: mmlu_stem_var - type: downstream - - - label: mmlu_humanities_var - type: downstream - - - label: mmlu_social_sciences_var - type: downstream - - - label: mmlu_other_var - type: downstream - - - label: mmlu_stem_mc_5shot - type: downstream - - - label: mmlu_humanities_mc_5shot - type: downstream - - - label: mmlu_social_sciences_mc_5shot - type: downstream - - - label: mmlu_other_mc_5shot - type: downstream - - - label: mmlu_stem_mc_5shot_test - type: downstream - - - label: mmlu_humanities_mc_5shot_test - type: downstream - - - label: mmlu_social_sciences_mc_5shot_test - type: downstream - - - label: mmlu_other_mc_5shot_test - type: downstream - -data: - pad_direction: right - num_workers: 16 - drop_last: true - pin_memory: true - prefetch_factor: 8 - persistent_workers: true - timeout: 0 - instance_filter: - repetition_max_period: 13 - repetition_min_period: 1 - repetition_max_count: 32 - paths: - - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy - - 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/weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-173-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-172-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-098-00001.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-125-00001.npy diff --git a/configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-fine1.yml b/configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-fine1.yml deleted file mode 100644 index f4f1e7752..000000000 --- a/configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-fine1.yml +++ /dev/null @@ -1,1606 +0,0 @@ -run_name: ${oc.env:SLURM_JOB_ID} -seed: 6198 -dry_run: false -no_pre_train_checkpoint: true - -wandb: - name: ${run_name} - project: olmoe - group: null - -model: - d_model: 2048 - n_heads: 16 - n_layers: 16 - mlp_ratio: 1 - weight_tying: false - alibi: false - rope: true - flash_attention: true - attention_dropout: 0.0 - attention_layer_norm: false - include_bias: false - block_type: moe - layer_norm_type: rms - layer_norm_with_affine: true - bias_for_layer_norm: false - attention_layer_norm_with_affine: false - activation_type: swiglu - residual_dropout: 0.0 - embedding_dropout: 0.0 - max_sequence_length: 4096 - vocab_size: 50280 - embedding_size: 50304 - eos_token_id: 0 - pad_token_id: 1 - init_device: meta - init_fn: normal - init_std: 0.02 - init_cutoff_factor: 3 - moe_top_k: 8 - moe_num_experts: 64 - moe_dropless: true - moe_mlp_impl: sparse - moe_zloss_weight: 0.001 - moe_loss_weight: 0.01 - -compile: null - -optimizer: - name: adamw - learning_rate: 4.0e-4 - eps: 1.0e-8 - weight_decay: 0.1 - decay_norm_and_bias: true - decay_embeddings: true - betas: - - 0.9 - - 0.95 - metrics_log_interval: 10 - -scheduler: - name: cosine_with_warmup - units: tokens - t_warmup: 8388608000 - t_max: 130e9 - alpha_f: 0.1 - -tokenizer: - identifier: tokenizers/allenai_gpt-neox-olmo-dolma-v1_5.json - truncate_direction: right - -save_folder: runs/${run_name} -remote_save_folder: s3://ai2-llm/checkpoints/OLMoE/${run_name} -save_overwrite: false - -save_interval: 5000 -save_interval_ephemeral: null -save_num_checkpoints_to_keep: -1 -sharded_checkpointer: olmo_core - -save_interval_unsharded: null -save_num_unsharded_checkpoints_to_keep: -1 - -load_path: null - -max_duration: 130e9T -stop_at: 30993 -global_train_batch_size: 1024 -device_train_microbatch_size: 8 - -precision: amp_bf16 -distributed_strategy: fsdp - -fsdp: - wrapping_strategy: by_block - precision: mixed - sharding_strategy: FULL_SHARD - -max_grad_norm: 1.0 -max_grad_norm_ratio: null - -speed_monitor: - window_size: 1 - -eval_interval: 1000 -eval_subset_num_batches: -1 -device_eval_batch_size: ${device_train_microbatch_size} -evaluators: - - label: all-small-ppl-validation - data: - num_workers: 0 - drop_last: true - datasets: - c4_en-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy - dolma_books-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy - dolma_common-crawl-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy - dolma_pes2o-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy - dolma_reddit-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy - dolma_stack-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy - dolma_wiki-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy - ice-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy - m2d2_s2orc-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy - pile-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy - wikitext_103-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy - - ########################## - # Downstream evaluations # - ########################## - - label: piqa - type: downstream - - - label: hellaswag - type: downstream - - - label: winogrande - type: downstream - - - label: openbook_qa - type: downstream - - - label: boolq - type: downstream - - - label: sciq - type: downstream - - - label: arc_easy - type: downstream - - - label: arc_challenge - type: downstream - - - label: copa - type: downstream - - - label: commonsense_qa - type: downstream - - - label: social_iqa - type: downstream - - - label: mmlu_stem_var - type: downstream - - - label: mmlu_humanities_var - type: downstream - - - label: mmlu_social_sciences_var - type: 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/weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-173-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-172-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-098-00001.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-125-00001.npy diff --git a/configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-k2-fine-s3.yml b/configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-k2-fine-s3.yml deleted file mode 100644 index 212e03977..000000000 --- a/configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-k2-fine-s3.yml +++ /dev/null @@ -1,1606 +0,0 @@ -run_name: ${oc.env:SLURM_JOB_ID} -seed: 6198 -dry_run: false -no_pre_train_checkpoint: true - -wandb: - name: ${run_name} - project: olmoe - group: null - -model: - d_model: 2048 - n_heads: 16 - n_layers: 16 - mlp_ratio: 2 - weight_tying: false - alibi: false - rope: true - flash_attention: true - attention_dropout: 0.0 - attention_layer_norm: false - include_bias: false - block_type: moe - layer_norm_type: rms - layer_norm_with_affine: true - bias_for_layer_norm: false - attention_layer_norm_with_affine: false - activation_type: swiglu - residual_dropout: 0.0 - embedding_dropout: 0.0 - max_sequence_length: 4096 - vocab_size: 50280 - embedding_size: 50304 - eos_token_id: 0 - pad_token_id: 1 - init_device: meta - init_fn: normal - init_std: 0.02 - init_cutoff_factor: 3 - moe_top_k: 8 - moe_num_experts: 32 - moe_dropless: true - moe_mlp_impl: sparse - moe_zloss_weight: 0.001 - moe_loss_weight: 0.01 - -compile: null - -optimizer: - name: adamw - learning_rate: 4.0e-4 - eps: 1.0e-8 - weight_decay: 0.1 - decay_norm_and_bias: true - decay_embeddings: true - betas: - - 0.9 - - 0.95 - metrics_log_interval: 10 - -scheduler: - name: cosine_with_warmup - units: tokens - t_warmup: 8388608000 - t_max: 130e9 - alpha_f: 0.1 - -tokenizer: - identifier: tokenizers/allenai_gpt-neox-olmo-dolma-v1_5.json - truncate_direction: right - -save_folder: runs/${run_name} -remote_save_folder: s3://ai2-llm/checkpoints/OLMoE/${run_name} -save_overwrite: false - -save_interval: 5000 -save_interval_ephemeral: null -save_num_checkpoints_to_keep: -1 -sharded_checkpointer: olmo_core - -save_interval_unsharded: null -save_num_unsharded_checkpoints_to_keep: -1 - -load_path: null - -max_duration: 130e9T -stop_at: 30993 -global_train_batch_size: 1024 -device_train_microbatch_size: 8 - -precision: amp_bf16 -distributed_strategy: fsdp - -fsdp: - wrapping_strategy: by_block - precision: mixed - sharding_strategy: FULL_SHARD - -max_grad_norm: 1.0 -max_grad_norm_ratio: null - -speed_monitor: - window_size: 1 - -eval_interval: 1000 -eval_subset_num_batches: -1 -device_eval_batch_size: ${device_train_microbatch_size} -evaluators: - - label: all-small-ppl-validation - data: - num_workers: 0 - drop_last: true - datasets: - c4_en-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy - dolma_books-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy - dolma_common-crawl-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy - dolma_pes2o-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy - dolma_reddit-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy - dolma_stack-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy - dolma_wiki-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy - ice-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy - m2d2_s2orc-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy - pile-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy - wikitext_103-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy - - ########################## - # Downstream evaluations # - ########################## - - label: piqa - type: downstream - - - label: hellaswag - type: downstream - - - label: winogrande - type: downstream - - - label: openbook_qa - type: downstream - - - label: boolq - type: downstream - - - label: sciq - type: downstream - - - label: arc_easy - type: downstream - - - label: arc_challenge - type: downstream - - - label: copa - type: downstream - - - label: commonsense_qa - type: downstream - - - label: social_iqa - type: downstream - - - label: mmlu_stem_var - type: downstream - - - label: mmlu_humanities_var - type: downstream - - - label: mmlu_social_sciences_var - type: downstream - - - label: mmlu_other_var - type: downstream - - - label: mmlu_stem_mc_5shot - type: downstream - - - label: mmlu_humanities_mc_5shot - type: downstream - - - label: mmlu_social_sciences_mc_5shot - type: downstream - - - label: mmlu_other_mc_5shot - type: downstream - - - label: mmlu_stem_mc_5shot_test - type: downstream - - - label: mmlu_humanities_mc_5shot_test - type: downstream - - - label: mmlu_social_sciences_mc_5shot_test - type: downstream - - - label: mmlu_other_mc_5shot_test - type: downstream - -data: - pad_direction: right - num_workers: 16 - drop_last: true - pin_memory: true - prefetch_factor: 8 - persistent_workers: true - timeout: 0 - paths: - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy - - 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alibi: false - rope: true - flash_attention: true - attention_dropout: 0.0 - attention_layer_norm: false - include_bias: false - block_type: moe - layer_norm_type: rms - layer_norm_with_affine: true - bias_for_layer_norm: false - attention_layer_norm_with_affine: false - activation_type: swiglu - residual_dropout: 0.0 - embedding_dropout: 0.0 - max_sequence_length: 4096 - vocab_size: 50280 - embedding_size: 50304 - eos_token_id: 0 - pad_token_id: 1 - init_device: meta - init_fn: normal - init_std: 0.02 - init_cutoff_factor: 3 - moe_top_k: 8 - moe_num_experts: 32 - moe_dropless: true - moe_mlp_impl: sparse - moe_zloss_weight: 0.001 - moe_loss_weight: 0.01 - -compile: null - -optimizer: - name: adamw - learning_rate: 4.0e-4 - eps: 1.0e-8 - weight_decay: 0.1 - decay_norm_and_bias: true - decay_embeddings: true - betas: - - 0.9 - - 0.95 - metrics_log_interval: 10 - -scheduler: - name: cosine_with_warmup - units: tokens - t_warmup: 8388608000 - t_max: 130e9 - alpha_f: 0.1 - -tokenizer: - identifier: tokenizers/allenai_gpt-neox-olmo-dolma-v1_5.json - truncate_direction: right - -save_folder: runs/${run_name} -remote_save_folder: s3://ai2-llm/checkpoints/OLMoE/${run_name} -save_overwrite: false - -save_interval: 5000 -save_interval_ephemeral: null -save_num_checkpoints_to_keep: -1 -sharded_checkpointer: olmo_core - -save_interval_unsharded: null -save_num_unsharded_checkpoints_to_keep: -1 - -load_path: null - -max_duration: 130e9T -stop_at: 30993 -global_train_batch_size: 1024 -device_train_microbatch_size: 8 - -precision: amp_bf16 -distributed_strategy: fsdp - -fsdp: - wrapping_strategy: by_block - precision: mixed - sharding_strategy: FULL_SHARD - -max_grad_norm: 1.0 -max_grad_norm_ratio: null - -speed_monitor: - window_size: 1 - -eval_interval: 1000 -eval_subset_num_batches: -1 -device_eval_batch_size: ${device_train_microbatch_size} -evaluators: - - label: all-small-ppl-validation - data: - num_workers: 0 - drop_last: true - datasets: - c4_en-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy - dolma_books-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy - dolma_common-crawl-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy - dolma_pes2o-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy - dolma_reddit-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy - dolma_stack-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy - dolma_wiki-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy - ice-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy - m2d2_s2orc-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy - pile-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy - wikitext_103-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy - - ########################## - # Downstream evaluations # - ########################## - - label: piqa - type: downstream - - - label: hellaswag - type: downstream - - - label: winogrande - type: downstream - - - label: openbook_qa - type: downstream - - - label: boolq - type: downstream - - - label: sciq - type: downstream - - - label: arc_easy - type: downstream - - - label: arc_challenge - type: downstream - - - label: copa - type: downstream - - - label: commonsense_qa - type: downstream - - - label: social_iqa - type: downstream - - - label: mmlu_stem_var - type: downstream - - - label: mmlu_humanities_var - type: downstream - - - label: mmlu_social_sciences_var - type: downstream - - - label: mmlu_other_var - type: downstream - - - label: mmlu_stem_mc_5shot - type: downstream - - - label: mmlu_humanities_mc_5shot - type: downstream - - - label: mmlu_social_sciences_mc_5shot - type: downstream - - - label: mmlu_other_mc_5shot - type: downstream - - - label: mmlu_stem_mc_5shot_test - type: downstream - - - label: mmlu_humanities_mc_5shot_test - type: downstream - - - label: mmlu_social_sciences_mc_5shot_test - type: downstream - - - label: mmlu_other_mc_5shot_test - type: downstream - -data: - pad_direction: right - num_workers: 16 - drop_last: true - pin_memory: true - prefetch_factor: 8 - persistent_workers: true - timeout: 0 - paths: - - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy - - 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- n_heads: 16 - n_layers: 16 - mlp_ratio: 8 - weight_tying: false - alibi: false - rope: true - flash_attention: true - attention_dropout: 0.0 - attention_layer_norm: false - include_bias: false - block_type: moe - layer_norm_type: rms - layer_norm_with_affine: true - bias_for_layer_norm: false - attention_layer_norm_with_affine: false - activation_type: swiglu - residual_dropout: 0.0 - embedding_dropout: 0.0 - max_sequence_length: 4096 - vocab_size: 50280 - embedding_size: 50304 - eos_token_id: 0 - pad_token_id: 1 - init_device: meta - init_fn: normal - init_std: 0.02 - init_cutoff_factor: 3 - moe_top_k: 2 - moe_num_experts: 8 - moe_dropless: true - moe_mlp_impl: sparse - moe_zloss_weight: 0.001 - moe_loss_weight: 0.01 - -compile: null - -optimizer: - name: adamw - learning_rate: 4.0e-4 - eps: 1.0e-8 - weight_decay: 0.1 - decay_norm_and_bias: true - decay_embeddings: true - betas: - - 0.9 - - 0.95 - metrics_log_interval: 10 - -scheduler: - name: cosine_with_warmup - units: tokens - t_warmup: 8388608000 - t_max: 130e9 - alpha_f: 0.1 - -tokenizer: - identifier: tokenizers/allenai_gpt-neox-olmo-dolma-v1_5.json - truncate_direction: right - -save_folder: runs/${run_name} -remote_save_folder: s3://ai2-llm/checkpoints/OLMoE/${run_name} -save_overwrite: false - -save_interval: 5000 -save_interval_ephemeral: null -save_num_checkpoints_to_keep: -1 -sharded_checkpointer: olmo_core - -save_interval_unsharded: null -save_num_unsharded_checkpoints_to_keep: -1 - -load_path: null - -max_duration: 130e9T -stop_at: 30993 -global_train_batch_size: 1024 -device_train_microbatch_size: 8 - -precision: amp_bf16 -distributed_strategy: fsdp - -fsdp: - wrapping_strategy: by_block - precision: mixed - sharding_strategy: FULL_SHARD - -max_grad_norm: 1.0 -max_grad_norm_ratio: null - -speed_monitor: - window_size: 1 - -eval_interval: 1000 -eval_subset_num_batches: -1 -device_eval_batch_size: ${device_train_microbatch_size} -evaluators: - - label: all-small-ppl-validation - data: - num_workers: 0 - drop_last: true - datasets: - c4_en-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy - dolma_books-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy - dolma_common-crawl-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy - dolma_pes2o-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy - dolma_reddit-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy - dolma_stack-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy - dolma_wiki-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy - ice-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy - m2d2_s2orc-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy - pile-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy - wikitext_103-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy - - ########################## - # Downstream evaluations # - ########################## - - label: piqa - type: downstream - - - label: hellaswag - type: downstream - - - label: winogrande - type: downstream - - - label: openbook_qa - type: downstream - - - label: boolq - type: downstream - - - label: sciq - type: downstream - - - label: arc_easy - type: downstream - - - label: arc_challenge - type: downstream - - - label: copa - type: downstream - - - label: commonsense_qa - type: downstream - - - label: social_iqa - type: downstream - - - label: mmlu_stem_var - type: downstream - - - label: mmlu_humanities_var - type: downstream - - - label: mmlu_social_sciences_var - type: downstream - - - label: mmlu_other_var - type: downstream - - - label: mmlu_stem_mc_5shot - type: downstream - - - label: mmlu_humanities_mc_5shot - type: downstream - - - label: mmlu_social_sciences_mc_5shot - type: downstream - - - label: mmlu_other_mc_5shot - type: downstream - - - label: mmlu_stem_mc_5shot_test - type: downstream - - - label: mmlu_humanities_mc_5shot_test - type: downstream - - - label: mmlu_social_sciences_mc_5shot_test - type: downstream - - - label: mmlu_other_mc_5shot_test - type: downstream - -data: - pad_direction: right - num_workers: 16 - drop_last: true - pin_memory: true - prefetch_factor: 8 - persistent_workers: true - timeout: 0 - paths: - - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy - - 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/weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-173-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-172-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-098-00001.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-125-00001.npy diff --git a/configs/olmoe17/olmoe-8x1b-newhp-newds-cx5.yml b/configs/olmoe17/olmoe-8x1b-newhp-newds-cx5.yml deleted file mode 100644 index 516721e35..000000000 --- a/configs/olmoe17/olmoe-8x1b-newhp-newds-cx5.yml +++ /dev/null @@ -1,1606 +0,0 @@ -run_name: ${oc.env:SLURM_JOB_ID} -seed: 6198 -dry_run: false -no_pre_train_checkpoint: true - -wandb: - name: ${run_name} - project: olmoe - group: null - -model: - d_model: 2048 - n_heads: 16 - n_layers: 16 - mlp_ratio: 8 - weight_tying: false - alibi: false - rope: true - flash_attention: true - attention_dropout: 0.0 - attention_layer_norm: false - include_bias: false - block_type: moe - layer_norm_type: rms - layer_norm_with_affine: true - bias_for_layer_norm: false - attention_layer_norm_with_affine: false - activation_type: swiglu - residual_dropout: 0.0 - embedding_dropout: 0.0 - max_sequence_length: 4096 - vocab_size: 50280 - embedding_size: 50304 - eos_token_id: 0 - pad_token_id: 1 - init_device: meta - init_fn: normal - init_std: 0.02 - init_cutoff_factor: 3 - moe_top_k: 1 - moe_num_experts: 8 - moe_dropless: true - moe_mlp_impl: sparse - moe_zloss_weight: 0.001 - moe_loss_weight: 0.01 - -compile: null - -optimizer: - name: adamw - learning_rate: 4.0e-4 - eps: 1.0e-8 - weight_decay: 0.1 - decay_norm_and_bias: true - decay_embeddings: true - betas: - - 0.9 - - 0.95 - metrics_log_interval: 10 - -scheduler: - name: cosine_with_warmup - units: tokens - t_warmup: 8388608000 - t_max: 130e9 - alpha_f: 0.1 - -tokenizer: - identifier: tokenizers/allenai_gpt-neox-olmo-dolma-v1_5.json - truncate_direction: right - -save_folder: runs/${run_name} -remote_save_folder: s3://ai2-llm/checkpoints/OLMoE/${run_name} -save_overwrite: false - -save_interval: 5000 -save_interval_ephemeral: null -save_num_checkpoints_to_keep: -1 -sharded_checkpointer: olmo_core - -save_interval_unsharded: null -save_num_unsharded_checkpoints_to_keep: -1 - -load_path: null - -max_duration: 130e9T -stop_at: 30993 -global_train_batch_size: 1024 -device_train_microbatch_size: 8 - -precision: amp_bf16 -distributed_strategy: fsdp - -fsdp: - wrapping_strategy: by_block - precision: mixed - sharding_strategy: FULL_SHARD - -max_grad_norm: 1.0 -max_grad_norm_ratio: null - -speed_monitor: - window_size: 1 - -eval_interval: 1000 -eval_subset_num_batches: -1 -device_eval_batch_size: ${device_train_microbatch_size} -evaluators: - - label: all-small-ppl-validation - data: - num_workers: 0 - drop_last: true - datasets: - c4_en-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy - dolma_books-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy - dolma_common-crawl-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy - dolma_pes2o-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy - dolma_reddit-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy - dolma_stack-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy - dolma_wiki-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy - ice-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy - m2d2_s2orc-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy - pile-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy - wikitext_103-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy - - ########################## - # Downstream evaluations # - ########################## - - label: piqa - type: downstream - - - label: hellaswag - type: downstream - - - label: winogrande - type: downstream - - - label: openbook_qa - type: downstream - - - label: boolq - type: downstream - - - label: sciq - type: downstream - - - label: arc_easy - type: downstream - - - label: arc_challenge - type: downstream - - - label: copa - type: downstream - - - label: commonsense_qa - type: downstream - - - label: social_iqa - type: downstream - - - label: mmlu_stem_var - type: downstream - - - label: mmlu_humanities_var - type: downstream - - - label: mmlu_social_sciences_var - type: downstream - - - label: mmlu_other_var - type: downstream - - - label: mmlu_stem_mc_5shot - type: downstream - - - label: mmlu_humanities_mc_5shot - type: downstream - - - label: mmlu_social_sciences_mc_5shot - type: downstream - - - label: mmlu_other_mc_5shot - type: downstream - - - label: mmlu_stem_mc_5shot_test - type: downstream - - - label: mmlu_humanities_mc_5shot_test - type: downstream - - - label: mmlu_social_sciences_mc_5shot_test - type: downstream - - - label: mmlu_other_mc_5shot_test - type: downstream - -data: - pad_direction: right - num_workers: 16 - drop_last: true - pin_memory: true - prefetch_factor: 8 - persistent_workers: true - timeout: 0 - paths: - - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy - - 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/weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-025-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-042-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-141-00003.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-023-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-058-00003.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-122-00001.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-022-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-076-00002.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-095-00001.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-137-00002.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-001-00002.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-086-00004.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-149-00004.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-031-00001.npy - - 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/weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-173-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-172-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-098-00001.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-125-00001.npy diff --git a/configs/olmoe17/olmoe-8x1b-newhp-newds-final-anneal.yml b/configs/olmoe17/olmoe-8x1b-newhp-newds-final-anneal.yml deleted file mode 100644 index aec45c2e9..000000000 --- a/configs/olmoe17/olmoe-8x1b-newhp-newds-final-anneal.yml +++ /dev/null @@ -1,1497 +0,0 @@ -run_name: olmoe-8x1b-newhp-newds-final -seed: 42 -dry_run: false -no_pre_train_checkpoint: true -reset_optimizer_state: false -reset_trainer_state: true -restore_dataloader: false - -wandb: - name: ${run_name} - project: olmoe - group: null - -model: - d_model: 2048 - n_heads: 16 - n_layers: 16 - mlp_ratio: 1 - weight_tying: false - alibi: false - rope: true - flash_attention: true - attention_dropout: 0.0 - attention_layer_norm: true - include_bias: false - block_type: moe - layer_norm_type: rms - layer_norm_with_affine: true - bias_for_layer_norm: false - attention_layer_norm_with_affine: true - activation_type: swiglu - residual_dropout: 0.0 - embedding_dropout: 0.0 - max_sequence_length: 4096 - vocab_size: 50280 - embedding_size: 50304 - eos_token_id: 0 - pad_token_id: 1 - init_device: meta - init_fn: normal - init_std: 0.02 - init_cutoff_factor: 3 - moe_top_k: 8 - moe_num_experts: 64 - moe_dropless: true - moe_mlp_impl: sparse - moe_zloss_weight: 0.001 - moe_loss_weight: 0.01 - -compile: null - -optimizer: - name: adamw - learning_rate: 4.0e-5 - eps: 1.0e-8 - weight_decay: 0.1 - decay_norm_and_bias: true - decay_embeddings: true - betas: - - 0.9 - - 0.95 - metrics_log_interval: 10 - -scheduler: - name: linear_with_warmup - units: steps - t_warmup: 0 - alpha_f: 0 - -tokenizer: - identifier: tokenizers/allenai_gpt-neox-olmo-dolma-v1_5.json - truncate_direction: right - -save_folder: runs/${run_name} -remote_save_folder: s3://ai2-llm/checkpoints/OLMoE/${run_name} -save_overwrite: false - -save_interval: 5000 -save_interval_ephemeral: null -save_num_checkpoints_to_keep: -1 -sharded_checkpointer: olmo_core - -save_interval_unsharded: null -save_num_unsharded_checkpoints_to_keep: -1 - -load_path: null - -max_duration: 100e9T -global_train_batch_size: 1024 -device_train_microbatch_size: 4 -stop_at: 23842 - -precision: amp_bf16 -distributed_strategy: fsdp - -fsdp: - wrapping_strategy: by_block - precision: mixed - sharding_strategy: FULL_SHARD - -max_grad_norm: 1.0 -max_grad_norm_ratio: null - -speed_monitor: - window_size: 1 - -eval_interval: 5000 -eval_subset_num_batches: -1 -device_eval_batch_size: ${device_train_microbatch_size} -evaluators: - - label: all-small-ppl-validation - data: - num_workers: 0 - drop_last: true - datasets: - c4_en-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy - dolma_books-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy - dolma_common-crawl-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy - dolma_pes2o-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy - dolma_reddit-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy - dolma_stack-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy - dolma_wiki-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy - ice-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy - m2d2_s2orc-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy - pile-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy - wikitext_103-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy - - ########################## - # Downstream evaluations # - ########################## - - label: piqa - type: downstream - - - label: hellaswag - type: downstream - - - label: winogrande - type: downstream - - - label: openbook_qa - type: downstream - - - label: boolq - type: downstream - - - label: sciq - type: downstream - - - label: arc_easy - type: downstream - 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/weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-125-00001.npy diff --git a/configs/olmoe17/olmoe-8x1b-newhp-newds-final-densecomp.yml b/configs/olmoe17/olmoe-8x1b-newhp-newds-final-densecomp.yml deleted file mode 100644 index 5b6e500b0..000000000 --- a/configs/olmoe17/olmoe-8x1b-newhp-newds-final-densecomp.yml +++ /dev/null @@ -1,1494 +0,0 @@ -run_name: ${oc.env:SLURM_JOB_ID} -seed: 6198 -dry_run: false -no_pre_train_checkpoint: true - -wandb: - name: ${run_name} - project: olmoe - group: null - -model: - d_model: 2048 - n_heads: 16 - n_layers: 16 - mlp_ratio: 1 - weight_tying: false - alibi: false - rope: true - flash_attention: true - attention_dropout: 0.0 - attention_layer_norm: true - include_bias: false - block_type: sequential - layer_norm_type: rms - layer_norm_with_affine: true - bias_for_layer_norm: false - attention_layer_norm_with_affine: true - activation_type: swiglu - residual_dropout: 0.0 - embedding_dropout: 0.0 - max_sequence_length: 4096 - vocab_size: 50280 - embedding_size: 50304 - eos_token_id: 0 - pad_token_id: 1 - init_device: meta - init_fn: normal - init_std: 0.02 - init_cutoff_factor: 3 - moe_top_k: 8 - moe_num_experts: 64 - moe_dropless: true - moe_mlp_impl: sparse - moe_zloss_weight: 0.001 - moe_loss_weight: 0.01 - -compile: null - -optimizer: - name: adamw - learning_rate: 4.0e-4 - eps: 1.0e-8 - weight_decay: 0.1 - decay_norm_and_bias: true - decay_embeddings: true - betas: - - 0.9 - - 0.95 - metrics_log_interval: 10 - -scheduler: - name: cosine_with_warmup - units: tokens - t_warmup: 10485760000 - t_max: 5e12 - alpha_f: 0.1 - -tokenizer: - identifier: tokenizers/allenai_gpt-neox-olmo-dolma-v1_5.json - truncate_direction: right - -save_folder: runs/${run_name} -remote_save_folder: s3://ai2-llm/checkpoints/OLMoE/${run_name} -save_overwrite: false - -save_interval: 5000 -save_interval_ephemeral: null -save_num_checkpoints_to_keep: -1 -sharded_checkpointer: olmo_core - -save_interval_unsharded: null -save_num_unsharded_checkpoints_to_keep: -1 - -load_path: null - -max_duration: 2ep -global_train_batch_size: 1024 -device_train_microbatch_size: 4 - -precision: amp_bf16 -distributed_strategy: fsdp - -fsdp: - wrapping_strategy: by_block - precision: mixed - sharding_strategy: FULL_SHARD - -max_grad_norm: 1.0 -max_grad_norm_ratio: null - -speed_monitor: - window_size: 1 - -eval_interval: 5000 -eval_subset_num_batches: -1 -device_eval_batch_size: ${device_train_microbatch_size} -evaluators: - - label: all-small-ppl-validation - data: - num_workers: 0 - drop_last: true - datasets: - c4_en-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy - dolma_books-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy - dolma_common-crawl-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy - dolma_pes2o-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy - dolma_reddit-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy - dolma_stack-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy - dolma_wiki-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy - ice-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy - m2d2_s2orc-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy - pile-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy - wikitext_103-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy - - ########################## - # Downstream evaluations # - ########################## - - label: piqa - type: downstream - - - label: hellaswag - type: downstream - - - label: winogrande - type: downstream - - - label: openbook_qa - type: downstream - - - label: boolq - type: downstream - - - label: sciq - type: downstream - - - label: arc_easy - type: downstream - - - label: arc_challenge - type: downstream - - - label: copa - type: downstream - - - label: commonsense_qa - type: downstream - - - label: social_iqa - type: downstream - - - label: mmlu_stem_var - type: downstream - - - label: mmlu_humanities_var - type: downstream - - - label: mmlu_social_sciences_var - type: downstream - - - label: mmlu_other_var - type: downstream - - - label: mmlu_stem_mc_5shot - type: downstream - - - label: mmlu_humanities_mc_5shot - type: downstream - - - label: mmlu_social_sciences_mc_5shot - type: downstream - - - label: mmlu_other_mc_5shot - type: downstream - - - label: mmlu_stem_mc_5shot_test - type: downstream - - - label: mmlu_humanities_mc_5shot_test - type: downstream - - - label: mmlu_social_sciences_mc_5shot_test - type: downstream - - - label: mmlu_other_mc_5shot_test - type: downstream - -data: - pad_direction: right - num_workers: 32 - drop_last: true - pin_memory: true - prefetch_factor: 8 - persistent_workers: true - timeout: 0 - instance_filter: - repetition_max_period: 13 - repetition_min_period: 1 - repetition_max_count: 32 - paths: - - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy - - 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/weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-042-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-141-00003.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-023-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-058-00003.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-122-00001.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-022-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-076-00002.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-095-00001.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-137-00002.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-001-00002.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-086-00004.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-149-00004.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-031-00001.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-054-00001.npy - - 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/weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-172-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-098-00001.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-125-00001.npy diff --git a/configs/olmoe17/olmoe-8x1b-newhp-newds-final-double-alt.yml b/configs/olmoe17/olmoe-8x1b-newhp-newds-final-double-alt.yml deleted file mode 100644 index 485fccef3..000000000 --- a/configs/olmoe17/olmoe-8x1b-newhp-newds-final-double-alt.yml +++ /dev/null @@ -1,1494 +0,0 @@ -run_name: ${oc.env:SLURM_JOB_ID} -seed: 6198 -dry_run: false -no_pre_train_checkpoint: true - -wandb: - name: ${run_name} - project: olmoe - group: null - -model: - d_model: 2560 - n_heads: 16 - n_layers: 24 - mlp_hidden_size: 2560 - weight_tying: false - alibi: false - rope: true - flash_attention: true - attention_dropout: 0.0 - attention_layer_norm: true - include_bias: false - block_type: moe - layer_norm_type: rms - layer_norm_with_affine: true - bias_for_layer_norm: false - attention_layer_norm_with_affine: true - activation_type: swiglu - residual_dropout: 0.0 - embedding_dropout: 0.0 - max_sequence_length: 4096 - vocab_size: 50280 - embedding_size: 50304 - eos_token_id: 0 - pad_token_id: 1 - init_device: meta - init_fn: normal - init_std: 0.02 - init_cutoff_factor: 3 - moe_top_k: 8 - moe_num_experts: 64 - moe_dropless: true - moe_mlp_impl: sparse - moe_zloss_weight: 0.001 - moe_loss_weight: 0.01 - -compile: null - -optimizer: - name: adamw - learning_rate: 4.0e-4 - eps: 1.0e-8 - weight_decay: 0.1 - decay_norm_and_bias: true - decay_embeddings: true - betas: - - 0.9 - - 0.95 - metrics_log_interval: 10 - -scheduler: - name: cosine_with_warmup - units: tokens - t_warmup: 10485760000 - t_max: 5e12 - alpha_f: 0.1 - -tokenizer: - identifier: tokenizers/allenai_gpt-neox-olmo-dolma-v1_5.json - truncate_direction: right - -save_folder: runs/${run_name} -remote_save_folder: s3://ai2-llm/checkpoints/OLMoE/${run_name} -save_overwrite: false - -save_interval: 5000 -save_interval_ephemeral: null -save_num_checkpoints_to_keep: -1 -sharded_checkpointer: olmo_core - -save_interval_unsharded: null -save_num_unsharded_checkpoints_to_keep: -1 - -load_path: null - -max_duration: 2ep -global_train_batch_size: 1024 -device_train_microbatch_size: 4 - -precision: amp_bf16 -distributed_strategy: fsdp - -fsdp: - wrapping_strategy: by_block - precision: mixed - sharding_strategy: FULL_SHARD - -max_grad_norm: 1.0 -max_grad_norm_ratio: null - -speed_monitor: - window_size: 1 - -eval_interval: 5000 -eval_subset_num_batches: -1 -device_eval_batch_size: ${device_train_microbatch_size} -evaluators: - - label: all-small-ppl-validation - data: - num_workers: 0 - drop_last: true - datasets: - c4_en-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy - dolma_books-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy - dolma_common-crawl-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy - dolma_pes2o-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy - dolma_reddit-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy - dolma_stack-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy - dolma_wiki-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy - ice-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy - m2d2_s2orc-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy - pile-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy - wikitext_103-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy - - ########################## - # Downstream evaluations # - ########################## - - label: piqa - type: downstream - - - label: hellaswag - type: downstream - - - label: winogrande - type: downstream - - - label: openbook_qa - type: downstream - - - label: boolq - type: downstream - - - label: sciq - type: downstream - - - label: arc_easy - type: downstream - - - label: arc_challenge - type: downstream - - - label: copa - type: downstream - - - label: commonsense_qa - type: downstream - - - label: social_iqa - type: downstream - - - label: mmlu_stem_var - type: downstream - - - label: mmlu_humanities_var - type: downstream - - - label: mmlu_social_sciences_var - type: downstream - - - label: mmlu_other_var - type: downstream - - - label: mmlu_stem_mc_5shot - type: downstream - - - label: mmlu_humanities_mc_5shot - type: downstream - - - label: mmlu_social_sciences_mc_5shot - type: downstream - - - label: mmlu_other_mc_5shot - type: downstream - - - label: mmlu_stem_mc_5shot_test - type: downstream - - - label: mmlu_humanities_mc_5shot_test - type: downstream - - - label: mmlu_social_sciences_mc_5shot_test - type: downstream - - - label: mmlu_other_mc_5shot_test - type: downstream - -data: - pad_direction: right - num_workers: 32 - drop_last: true - pin_memory: true - prefetch_factor: 8 - persistent_workers: true - timeout: 0 - instance_filter: - repetition_max_period: 13 - repetition_min_period: 1 - repetition_max_count: 32 - paths: - - 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a/configs/olmoe17/olmoe-8x1b-newhp-newds-final-double.yml b/configs/olmoe17/olmoe-8x1b-newhp-newds-final-double.yml deleted file mode 100644 index 3a6275744..000000000 --- a/configs/olmoe17/olmoe-8x1b-newhp-newds-final-double.yml +++ /dev/null @@ -1,1494 +0,0 @@ -run_name: ${oc.env:SLURM_JOB_ID} -seed: 6198 -dry_run: false -no_pre_train_checkpoint: true - -wandb: - name: ${run_name} - project: olmoe - group: null - -model: - d_model: 2048 - n_heads: 16 - n_layers: 24 - mlp_hidden_size: 3072 - weight_tying: false - alibi: false - rope: true - flash_attention: true - attention_dropout: 0.0 - attention_layer_norm: true - include_bias: false - block_type: moe - layer_norm_type: rms - layer_norm_with_affine: true - bias_for_layer_norm: false - attention_layer_norm_with_affine: true - activation_type: swiglu - residual_dropout: 0.0 - embedding_dropout: 0.0 - max_sequence_length: 4096 - vocab_size: 50280 - embedding_size: 50304 - eos_token_id: 0 - pad_token_id: 1 - init_device: meta - init_fn: normal - init_std: 0.02 - init_cutoff_factor: 3 - moe_top_k: 8 - moe_num_experts: 64 - moe_dropless: true - moe_mlp_impl: sparse - moe_zloss_weight: 0.001 - moe_loss_weight: 0.01 - -compile: null - -optimizer: - name: adamw - learning_rate: 4.0e-4 - eps: 1.0e-8 - weight_decay: 0.1 - decay_norm_and_bias: true - decay_embeddings: true - betas: - - 0.9 - - 0.95 - metrics_log_interval: 10 - -scheduler: - name: cosine_with_warmup - units: tokens - t_warmup: 10485760000 - t_max: 5e12 - alpha_f: 0.1 - -tokenizer: - identifier: tokenizers/allenai_gpt-neox-olmo-dolma-v1_5.json - truncate_direction: right - -save_folder: runs/${run_name} -remote_save_folder: s3://ai2-llm/checkpoints/OLMoE/${run_name} -save_overwrite: false - -save_interval: 5000 -save_interval_ephemeral: null -save_num_checkpoints_to_keep: -1 -sharded_checkpointer: olmo_core - -save_interval_unsharded: null -save_num_unsharded_checkpoints_to_keep: -1 - -load_path: null - -max_duration: 2ep -global_train_batch_size: 1024 -device_train_microbatch_size: 4 - -precision: amp_bf16 -distributed_strategy: fsdp - -fsdp: - wrapping_strategy: by_block - precision: mixed - sharding_strategy: FULL_SHARD - -max_grad_norm: 1.0 -max_grad_norm_ratio: null - -speed_monitor: - window_size: 1 - -eval_interval: 5000 -eval_subset_num_batches: -1 -device_eval_batch_size: ${device_train_microbatch_size} -evaluators: - - label: all-small-ppl-validation - data: - num_workers: 0 - drop_last: true - datasets: - c4_en-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy - dolma_books-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy - dolma_common-crawl-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy - dolma_pes2o-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy - dolma_reddit-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy - dolma_stack-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy - dolma_wiki-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy - ice-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy - m2d2_s2orc-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy - pile-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy - wikitext_103-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy - - ########################## - # Downstream evaluations # - ########################## - - label: piqa - type: downstream - - - label: hellaswag - type: downstream - - - label: winogrande - type: downstream - - - label: openbook_qa - type: downstream - - - label: boolq - type: downstream - - - label: sciq - type: downstream - - - label: arc_easy - type: downstream - - - label: arc_challenge - type: downstream - - - label: copa - type: downstream - - - label: commonsense_qa - type: downstream - - - label: social_iqa - type: downstream - - - label: mmlu_stem_var - type: downstream - - - label: mmlu_humanities_var - type: downstream - - - label: mmlu_social_sciences_var - type: downstream - - - label: mmlu_other_var - type: downstream - - - label: mmlu_stem_mc_5shot - type: downstream - - - label: mmlu_humanities_mc_5shot - type: downstream - - - label: mmlu_social_sciences_mc_5shot - type: downstream - - - label: mmlu_other_mc_5shot - type: downstream - - - label: mmlu_stem_mc_5shot_test - type: downstream - - - label: mmlu_humanities_mc_5shot_test - type: downstream - - - label: mmlu_social_sciences_mc_5shot_test - type: downstream - - - label: mmlu_other_mc_5shot_test - type: downstream - -data: - pad_direction: right - num_workers: 32 - drop_last: true - pin_memory: true - prefetch_factor: 8 - persistent_workers: true - timeout: 0 - instance_filter: - repetition_max_period: 13 - repetition_min_period: 1 - repetition_max_count: 32 - paths: - - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy - - 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${oc.env:SLURM_JOB_ID} -seed: 6198 -dry_run: false -no_pre_train_checkpoint: true - -wandb: - name: ${run_name} - project: olmoe - group: null - -model: - d_model: 2048 - n_heads: 16 - n_layers: 16 - mlp_ratio: 1 - weight_tying: false - alibi: false - rope: true - flash_attention: true - attention_dropout: 0.0 - attention_layer_norm: true - include_bias: false - block_type: moe - layer_norm_type: rms - layer_norm_with_affine: true - bias_for_layer_norm: false - attention_layer_norm_with_affine: true - activation_type: swiglu - residual_dropout: 0.0 - embedding_dropout: 0.0 - max_sequence_length: 4096 - vocab_size: 50280 - embedding_size: 50304 - eos_token_id: 0 - pad_token_id: 1 - init_device: meta - init_fn: normal - init_std: 0.02 - init_cutoff_factor: 3 - moe_top_k: 8 - moe_num_experts: 64 - moe_dropless: true - moe_mlp_impl: sparse - moe_zloss_weight: 0.001 - moe_loss_weight: 0.01 - -compile: null - -optimizer: - name: adamw - learning_rate: 4.0e-4 - eps: 1.0e-8 - weight_decay: 0.1 - decay_norm_and_bias: true - decay_embeddings: true - betas: - - 0.9 - - 0.95 - metrics_log_interval: 10 - -scheduler: - name: cosine_with_warmup - units: tokens - t_warmup: 10485760000 - t_max: 5e12 - alpha_f: 0.1 - -tokenizer: - identifier: tokenizers/allenai_gpt-neox-olmo-dolma-v1_5.json - truncate_direction: right - -save_folder: runs/${run_name} -remote_save_folder: s3://ai2-llm/checkpoints/OLMoE/${run_name} -save_overwrite: false - -save_interval: 5000 -save_interval_ephemeral: null -save_num_checkpoints_to_keep: -1 -sharded_checkpointer: olmo_core - -save_interval_unsharded: null -save_num_unsharded_checkpoints_to_keep: -1 - -load_path: null - -max_duration: 2ep -global_train_batch_size: 1024 -device_train_microbatch_size: 4 - -precision: amp_bf16 -distributed_strategy: fsdp - -fsdp: - wrapping_strategy: by_block - precision: mixed - sharding_strategy: FULL_SHARD - -max_grad_norm: 1.0 -max_grad_norm_ratio: null - -speed_monitor: - window_size: 1 - -eval_interval: 5000 -eval_subset_num_batches: -1 -device_eval_batch_size: ${device_train_microbatch_size} -evaluators: - - label: all-small-ppl-validation - data: - num_workers: 0 - drop_last: true - datasets: - c4_en-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy - dolma_books-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy - dolma_common-crawl-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy - dolma_pes2o-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy - dolma_reddit-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy - dolma_stack-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy - dolma_wiki-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy - ice-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy - m2d2_s2orc-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy - pile-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy - wikitext_103-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy - - ########################## - # Downstream evaluations # - ########################## - - label: piqa - type: downstream - - - label: hellaswag - type: downstream - - - label: winogrande - type: downstream - - - label: openbook_qa - type: downstream - - - label: boolq - type: downstream - - - label: sciq - type: downstream - - - label: arc_easy - type: downstream - - - label: arc_challenge - type: downstream - - - label: copa - type: downstream - - - label: commonsense_qa - type: downstream - - - label: social_iqa - type: downstream - - - label: mmlu_stem_var - type: downstream - - - label: mmlu_humanities_var - type: downstream - - - label: mmlu_social_sciences_var - type: downstream - - - label: mmlu_other_var - type: downstream - - - label: mmlu_stem_mc_5shot - type: downstream - - - label: mmlu_humanities_mc_5shot - type: downstream - - - label: mmlu_social_sciences_mc_5shot - type: downstream - - - label: mmlu_other_mc_5shot - type: downstream - - - label: mmlu_stem_mc_5shot_test - type: downstream - - - label: mmlu_humanities_mc_5shot_test - type: downstream - - - label: mmlu_social_sciences_mc_5shot_test - type: downstream - - - label: mmlu_other_mc_5shot_test - type: downstream - -data: - pad_direction: right - num_workers: 16 - drop_last: true - pin_memory: true - prefetch_factor: 8 - persistent_workers: true - timeout: 0 - instance_filter: - repetition_max_period: 13 - repetition_min_period: 1 - repetition_max_count: 32 - paths: 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mlp_ratio: 1 - weight_tying: false - alibi: false - rope: true - flash_attention: true - attention_dropout: 0.0 - attention_layer_norm: true - include_bias: false - block_type: moe - layer_norm_type: rms - layer_norm_with_affine: true - bias_for_layer_norm: false - attention_layer_norm_with_affine: true - activation_type: swiglu - residual_dropout: 0.0 - embedding_dropout: 0.0 - max_sequence_length: 4096 - vocab_size: 100278 - embedding_size: 100352 - eos_token_id: 100257 - pad_token_id: 100277 - init_device: meta - init_fn: normal - init_std: 0.02 - init_cutoff_factor: 3 - moe_top_k: 8 - moe_num_experts: 64 - moe_dropless: true - moe_mlp_impl: sparse - moe_zloss_weight: 0.001 - moe_loss_weight: 0.01 - -compile: null - -optimizer: - name: adamw - learning_rate: 4.0e-4 - eps: 1.0e-8 - weight_decay: 0.1 - decay_norm_and_bias: true - decay_embeddings: true - betas: - - 0.9 - - 0.95 - metrics_log_interval: 10 - -scheduler: - name: cosine_with_warmup - units: tokens - t_warmup: 10485760000 - t_max: 15e12 - alpha_f: 0.1 - -tokenizer: - identifier: allenai/dolma2-tokenizer - truncate_direction: right - -save_folder: runs/${run_name} -remote_save_folder: s3://ai2-llm/checkpoints/OLMoE/${run_name} -save_overwrite: false - -save_interval: 5000 -save_interval_ephemeral: null -save_num_checkpoints_to_keep: -1 -sharded_checkpointer: olmo_core - -save_interval_unsharded: null -save_num_unsharded_checkpoints_to_keep: -1 - -load_path: null - -max_duration: 4ep -global_train_batch_size: 1024 -device_train_microbatch_size: 4 - -precision: amp_bf16 -distributed_strategy: fsdp - -fsdp: - wrapping_strategy: by_block_and_size - precision: mixed - sharding_strategy: FULL_SHARD - -max_grad_norm: 1.0 -max_grad_norm_ratio: null - -speed_monitor: - window_size: 1 - -eval_interval: 5000 -eval_subset_num_batches: -1 -device_eval_batch_size: ${device_train_microbatch_size} -evaluators: - - label: all-small-ppl-validation - data: - num_workers: 0 - drop_last: true - datasets: - c4_en-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_dolma2-tokenizer/c4_en/val/part-0-00000.npy - dolma_books-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_dolma2-tokenizer/dolma_books/val/part-0-00000.npy - dolma_common-crawl-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_dolma2-tokenizer/dolma_common-crawl/val/part-0-00000.npy - dolma_pes2o-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_dolma2-tokenizer/dolma_pes2o/val/part-0-00000.npy - dolma_reddit-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_dolma2-tokenizer/dolma_reddit/val/part-0-00000.npy - dolma_stack-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_dolma2-tokenizer/dolma_stack/val/part-0-00000.npy - dolma_wiki-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_dolma2-tokenizer/dolma_wiki/val/part-0-00000.npy - ice-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_dolma2-tokenizer/ice/val/part-0-00000.npy - m2d2_s2orc-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_dolma2-tokenizer/m2d2_s2orc/val/part-0-00000.npy - pile-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_dolma2-tokenizer/pile/val/part-0-00000.npy - wikitext_103-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_dolma2-tokenizer/wikitext_103/val/part-0-00000.npy - - ########################## - # Downstream evaluations # - ########################## - - label: piqa - type: downstream - - - label: hellaswag - type: downstream - - - label: winogrande - type: downstream - - - label: openbook_qa - type: downstream - - - label: boolq - type: downstream - - - label: sciq - type: downstream - - - label: arc_easy - type: downstream - - - label: arc_challenge - type: downstream - - - label: copa - type: downstream - - - label: commonsense_qa - type: downstream - - - label: social_iqa - type: downstream - - - label: mmlu_stem_var - type: downstream - - - label: mmlu_humanities_var - type: downstream - - - label: mmlu_social_sciences_var - type: downstream - - - label: mmlu_other_var - type: downstream - - - label: mmlu_stem_mc_5shot - type: downstream - - - label: mmlu_humanities_mc_5shot - type: downstream - - - label: mmlu_social_sciences_mc_5shot - type: downstream - - - label: mmlu_other_mc_5shot - type: downstream - - - label: mmlu_stem_mc_5shot_test - type: downstream - - - label: mmlu_humanities_mc_5shot_test - type: downstream - - - label: mmlu_social_sciences_mc_5shot_test - type: downstream - - - label: mmlu_other_mc_5shot_test - type: downstream - -data: - memmap_dtype: uint32 - pad_direction: right - num_workers: 32 - drop_last: true - pin_memory: true - prefetch_factor: 8 - persistent_workers: true - timeout: 0 - paths: - - /weka/oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/allenai/dolma2-tokenizer/part-00-00000.npy - - 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/weka/oe-training-default/ai2-llm/preprocessed/dclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/dolma2-tokenizer/part-187-00004.npy - - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/documents/wiki/allenai/dolma2-tokenizer/part-0-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/documents/wiki/allenai/dolma2-tokenizer/part-1-00000.npy diff --git a/configs/olmoe17/olmoe-8x1b-newhp-newds-final.yml b/configs/olmoe17/olmoe-8x1b-newhp-newds-final.yml deleted file mode 100644 index d9204f3b0..000000000 --- a/configs/olmoe17/olmoe-8x1b-newhp-newds-final.yml +++ /dev/null @@ -1,1494 +0,0 @@ -run_name: ${oc.env:SLURM_JOB_ID} -seed: 6198 -dry_run: false -no_pre_train_checkpoint: true - -wandb: - name: ${run_name} - project: olmoe - group: null - -model: - d_model: 2048 - n_heads: 16 - n_layers: 16 - mlp_ratio: 1 - weight_tying: false - alibi: false - rope: true - flash_attention: true - attention_dropout: 0.0 - attention_layer_norm: true - include_bias: false - block_type: moe - layer_norm_type: rms - layer_norm_with_affine: true - bias_for_layer_norm: false - attention_layer_norm_with_affine: true - activation_type: swiglu - residual_dropout: 0.0 - embedding_dropout: 0.0 - max_sequence_length: 4096 - vocab_size: 50280 - embedding_size: 50304 - eos_token_id: 0 - pad_token_id: 1 - init_device: meta - init_fn: normal - init_std: 0.02 - init_cutoff_factor: 3 - moe_top_k: 8 - moe_num_experts: 64 - moe_dropless: true - moe_mlp_impl: sparse - moe_zloss_weight: 0.001 - moe_loss_weight: 0.01 - -compile: null - -optimizer: - name: adamw - learning_rate: 4.0e-4 - eps: 1.0e-8 - weight_decay: 0.1 - decay_norm_and_bias: true - decay_embeddings: true - betas: - - 0.9 - - 0.95 - metrics_log_interval: 10 - -scheduler: - name: cosine_with_warmup - units: tokens - t_warmup: 10485760000 - t_max: 5e12 - alpha_f: 0.1 - -tokenizer: - identifier: tokenizers/allenai_gpt-neox-olmo-dolma-v1_5.json - truncate_direction: right - -save_folder: runs/${run_name} -remote_save_folder: s3://ai2-llm/checkpoints/OLMoE/${run_name} -save_overwrite: false - -save_interval: 5000 -save_interval_ephemeral: null -save_num_checkpoints_to_keep: -1 -sharded_checkpointer: olmo_core - -save_interval_unsharded: null -save_num_unsharded_checkpoints_to_keep: -1 - -load_path: null - -max_duration: 2ep -global_train_batch_size: 1024 -device_train_microbatch_size: 4 - -precision: amp_bf16 -distributed_strategy: fsdp - -fsdp: - wrapping_strategy: by_block - precision: mixed - sharding_strategy: FULL_SHARD - -max_grad_norm: 1.0 -max_grad_norm_ratio: null - -speed_monitor: - window_size: 1 - -eval_interval: 5000 -eval_subset_num_batches: -1 -device_eval_batch_size: ${device_train_microbatch_size} -evaluators: - - label: all-small-ppl-validation - data: - num_workers: 0 - drop_last: true - datasets: - c4_en-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy - dolma_books-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy - dolma_common-crawl-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy - dolma_pes2o-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy - dolma_reddit-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy - dolma_stack-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy - dolma_wiki-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy - ice-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy - m2d2_s2orc-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy - pile-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy - wikitext_103-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy - - ########################## - # Downstream evaluations # - ########################## - - label: piqa - type: downstream - - - label: hellaswag - type: downstream - - - label: winogrande - type: downstream - - - label: openbook_qa - type: downstream - - - label: boolq - type: downstream - - - label: sciq - type: downstream - - - label: arc_easy - type: downstream - - - label: arc_challenge - type: downstream - - - label: copa - type: downstream - - - label: commonsense_qa - type: downstream - - - label: social_iqa - type: downstream - - - label: mmlu_stem_var - type: downstream - - - label: mmlu_humanities_var - type: downstream - - - label: mmlu_social_sciences_var - type: downstream - - - label: mmlu_other_var - type: downstream - - - label: mmlu_stem_mc_5shot - type: downstream - - - label: mmlu_humanities_mc_5shot - type: downstream - - - label: mmlu_social_sciences_mc_5shot - type: downstream - - - label: mmlu_other_mc_5shot - type: downstream - - - label: mmlu_stem_mc_5shot_test - type: downstream - - - label: mmlu_humanities_mc_5shot_test - type: downstream - - - label: mmlu_social_sciences_mc_5shot_test - type: downstream - - - label: mmlu_other_mc_5shot_test - type: downstream - -data: - pad_direction: right - num_workers: 32 - drop_last: true - pin_memory: true - prefetch_factor: 8 - persistent_workers: true - timeout: 0 - instance_filter: - repetition_max_period: 13 - repetition_min_period: 1 - repetition_max_count: 32 - paths: - - 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a/configs/olmoe17/olmoe-8x1b-newhp-newds-k2qk.yml b/configs/olmoe17/olmoe-8x1b-newhp-newds-k2qk.yml deleted file mode 100644 index 98de186b7..000000000 --- a/configs/olmoe17/olmoe-8x1b-newhp-newds-k2qk.yml +++ /dev/null @@ -1,1494 +0,0 @@ -run_name: ${oc.env:SLURM_JOB_ID} -seed: 6198 -dry_run: false -no_pre_train_checkpoint: true - -wandb: - name: ${run_name} - project: olmoe - group: null - -model: - d_model: 2048 - n_heads: 16 - n_layers: 16 - mlp_ratio: 8 - weight_tying: false - alibi: false - rope: true - flash_attention: true - attention_dropout: 0.0 - attention_layer_norm: true - include_bias: false - block_type: moe - layer_norm_type: rms - layer_norm_with_affine: true - bias_for_layer_norm: false - attention_layer_norm_with_affine: false - activation_type: swiglu - residual_dropout: 0.0 - embedding_dropout: 0.0 - max_sequence_length: 4096 - vocab_size: 50280 - embedding_size: 50304 - eos_token_id: 0 - pad_token_id: 1 - init_device: meta - init_fn: normal - init_std: 0.02 - init_cutoff_factor: 3 - moe_top_k: 2 - moe_num_experts: 8 - moe_dropless: true - moe_mlp_impl: sparse - moe_zloss_weight: 0.001 - moe_loss_weight: 0.01 - -compile: null - -optimizer: - name: adamw - learning_rate: 4.0e-4 - eps: 1.0e-8 - weight_decay: 0.1 - decay_norm_and_bias: true - decay_embeddings: true - betas: - - 0.9 - - 0.95 - metrics_log_interval: 10 - -scheduler: - name: cosine_with_warmup - units: tokens - t_warmup: 8388608000 - t_max: 52e9 - alpha_f: 0.1 - -tokenizer: - identifier: tokenizers/allenai_gpt-neox-olmo-dolma-v1_5.json - truncate_direction: right - -save_folder: runs/${run_name} -remote_save_folder: s3://ai2-llm/checkpoints/OLMoE/${run_name} -save_overwrite: false - -save_interval: 5000 -save_interval_ephemeral: null -save_num_checkpoints_to_keep: -1 -sharded_checkpointer: olmo_core - -save_interval_unsharded: null -save_num_unsharded_checkpoints_to_keep: -1 - -load_path: null - -max_duration: 5e12T -global_train_batch_size: 1024 -device_train_microbatch_size: 4 - -precision: amp_bf16 -distributed_strategy: fsdp - -fsdp: - wrapping_strategy: by_block - precision: mixed - sharding_strategy: FULL_SHARD - -max_grad_norm: 1.0 -max_grad_norm_ratio: null - -speed_monitor: - window_size: 1 - -eval_interval: 1000 -eval_subset_num_batches: -1 -device_eval_batch_size: ${device_train_microbatch_size} -evaluators: - - label: all-small-ppl-validation - data: - num_workers: 0 - drop_last: true - datasets: - c4_en-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy - dolma_books-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy - dolma_common-crawl-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy - dolma_pes2o-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy - dolma_reddit-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy - dolma_stack-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy - dolma_wiki-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy - ice-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy - m2d2_s2orc-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy - pile-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy - wikitext_103-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy - - ########################## - # Downstream evaluations # - ########################## - - label: piqa - type: downstream - - - label: hellaswag - type: downstream - - - label: winogrande - type: downstream - - - label: openbook_qa - type: downstream - - - label: boolq - type: downstream - - - label: sciq - type: downstream - - - label: arc_easy - type: downstream - - - label: arc_challenge - type: downstream - - - label: copa - type: downstream - - - label: commonsense_qa - type: downstream - - - label: social_iqa - type: downstream - - - label: mmlu_stem_var - type: downstream - - - label: mmlu_humanities_var - type: downstream - - - label: mmlu_social_sciences_var - type: downstream - - - label: mmlu_other_var - type: downstream - - - label: mmlu_stem_mc_5shot - type: downstream - - - label: mmlu_humanities_mc_5shot - type: downstream - - - label: mmlu_social_sciences_mc_5shot - type: downstream - - - label: mmlu_other_mc_5shot - type: downstream - - - label: mmlu_stem_mc_5shot_test - type: downstream - - - label: mmlu_humanities_mc_5shot_test - type: downstream - - - label: mmlu_social_sciences_mc_5shot_test - type: downstream - - - label: mmlu_other_mc_5shot_test - type: downstream - -data: - pad_direction: right - num_workers: 16 - drop_last: true - pin_memory: true - prefetch_factor: 8 - persistent_workers: true - timeout: 0 - instance_filter: - repetition_max_period: 13 - repetition_min_period: 1 - repetition_max_count: 32 - paths: - - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy - - 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/weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-098-00001.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-125-00001.npy diff --git a/configs/olmoe17/olmoe-8x1b-newhp-newds-s3-cx5.yml b/configs/olmoe17/olmoe-8x1b-newhp-newds-s3-cx5.yml deleted file mode 100644 index e149f16b2..000000000 --- a/configs/olmoe17/olmoe-8x1b-newhp-newds-s3-cx5.yml +++ /dev/null @@ -1,1606 +0,0 @@ -run_name: ${oc.env:SLURM_JOB_ID} -seed: 6198 -dry_run: false -no_pre_train_checkpoint: true - -wandb: - name: ${run_name} - project: olmoe - group: null - -model: - d_model: 2048 - n_heads: 16 - n_layers: 16 - mlp_ratio: 8 - weight_tying: false - alibi: false - rope: true - flash_attention: true - attention_dropout: 0.0 - attention_layer_norm: false - include_bias: false - block_type: moe - layer_norm_type: rms - layer_norm_with_affine: true - bias_for_layer_norm: false - attention_layer_norm_with_affine: false - activation_type: swiglu - residual_dropout: 0.0 - embedding_dropout: 0.0 - max_sequence_length: 4096 - vocab_size: 50280 - embedding_size: 50304 - eos_token_id: 0 - pad_token_id: 1 - init_device: meta - init_fn: normal - init_std: 0.02 - init_cutoff_factor: 3 - moe_top_k: 1 - moe_num_experts: 8 - moe_dropless: true - moe_mlp_impl: sparse - moe_zloss_weight: 0.001 - moe_loss_weight: 0.01 - -compile: null - -optimizer: - name: adamw - learning_rate: 4.0e-4 - eps: 1.0e-8 - weight_decay: 0.1 - decay_norm_and_bias: true - decay_embeddings: true - betas: - - 0.9 - - 0.95 - metrics_log_interval: 10 - -scheduler: - name: cosine_with_warmup - units: tokens - t_warmup: 8388608000 - t_max: 130e9 - alpha_f: 0.1 - -tokenizer: - identifier: tokenizers/allenai_gpt-neox-olmo-dolma-v1_5.json - truncate_direction: right - -save_folder: runs/${run_name} -remote_save_folder: s3://ai2-llm/checkpoints/OLMoE/${run_name} -save_overwrite: false - -save_interval: 5000 -save_interval_ephemeral: null -save_num_checkpoints_to_keep: -1 -sharded_checkpointer: olmo_core - -save_interval_unsharded: null -save_num_unsharded_checkpoints_to_keep: -1 - -load_path: null - -max_duration: 130e9T -stop_at: 30993 -global_train_batch_size: 1024 -device_train_microbatch_size: 8 - -precision: amp_bf16 -distributed_strategy: fsdp - -fsdp: - wrapping_strategy: by_block - precision: mixed - sharding_strategy: FULL_SHARD - -max_grad_norm: 1.0 -max_grad_norm_ratio: null - -speed_monitor: - window_size: 1 - -eval_interval: 1000 -eval_subset_num_batches: -1 -device_eval_batch_size: ${device_train_microbatch_size} -evaluators: - - label: all-small-ppl-validation - data: - num_workers: 0 - drop_last: true - datasets: - c4_en-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy - dolma_books-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy - dolma_common-crawl-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy - dolma_pes2o-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy - dolma_reddit-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy - dolma_stack-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy - dolma_wiki-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy - ice-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy - m2d2_s2orc-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy - pile-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy - wikitext_103-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy - - ########################## - # Downstream evaluations # - ########################## - - label: piqa - type: downstream - - - label: hellaswag - type: downstream - - - label: winogrande - type: downstream - - - label: openbook_qa - type: downstream - - - label: boolq - type: downstream - - - label: sciq - type: downstream - - - label: arc_easy - type: downstream - - - label: arc_challenge - type: downstream - - - label: copa - type: downstream - - - label: commonsense_qa - type: downstream - - - label: social_iqa - type: downstream - - - label: mmlu_stem_var - type: downstream - - - label: mmlu_humanities_var - type: downstream - - - label: mmlu_social_sciences_var - type: downstream - - - label: mmlu_other_var - type: downstream - - - label: mmlu_stem_mc_5shot - type: downstream - - - label: mmlu_humanities_mc_5shot - type: downstream - - - label: mmlu_social_sciences_mc_5shot - type: downstream - - - label: mmlu_other_mc_5shot - type: downstream - - - label: mmlu_stem_mc_5shot_test - type: downstream - - - label: mmlu_humanities_mc_5shot_test - type: downstream - - - label: mmlu_social_sciences_mc_5shot_test - type: downstream - - - label: mmlu_other_mc_5shot_test - type: downstream - -data: - pad_direction: right - num_workers: 16 - drop_last: true - pin_memory: true - prefetch_factor: 8 - persistent_workers: true - timeout: 0 - paths: - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy - - 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a/configs/olmoe17/olmoe-8x1b-newhp-newds-s3.yml b/configs/olmoe17/olmoe-8x1b-newhp-newds-s3.yml deleted file mode 100644 index f03c28c9c..000000000 --- a/configs/olmoe17/olmoe-8x1b-newhp-newds-s3.yml +++ /dev/null @@ -1,1605 +0,0 @@ -run_name: ${oc.env:SLURM_JOB_ID} -seed: 6198 -dry_run: false -no_pre_train_checkpoint: true - -wandb: - name: ${run_name} - project: olmoe - group: null - -model: - d_model: 2048 - n_heads: 16 - n_layers: 16 - mlp_ratio: 8 - weight_tying: false - alibi: false - rope: true - flash_attention: true - attention_dropout: 0.0 - attention_layer_norm: false - include_bias: false - block_type: moe - layer_norm_type: rms - layer_norm_with_affine: true - bias_for_layer_norm: false - attention_layer_norm_with_affine: false - activation_type: swiglu - residual_dropout: 0.0 - embedding_dropout: 0.0 - max_sequence_length: 4096 - vocab_size: 50280 - embedding_size: 50304 - eos_token_id: 0 - pad_token_id: 1 - init_device: meta - init_fn: normal - init_std: 0.02 - init_cutoff_factor: 3 - moe_top_k: 1 - moe_num_experts: 8 - moe_dropless: true - moe_mlp_impl: sparse - moe_zloss_weight: 0.001 - moe_loss_weight: 0.01 - -compile: null - -optimizer: - name: adamw - learning_rate: 4.0e-4 - eps: 1.0e-8 - weight_decay: 0.1 - decay_norm_and_bias: true - decay_embeddings: true - betas: - - 0.9 - - 0.95 - metrics_log_interval: 10 - -scheduler: - name: cosine_with_warmup - units: tokens - t_warmup: 8388608000 - t_max: 52e9 - alpha_f: 0.1 - -tokenizer: - identifier: tokenizers/allenai_gpt-neox-olmo-dolma-v1_5.json - truncate_direction: right - -save_folder: runs/${run_name} -remote_save_folder: s3://ai2-llm/checkpoints/OLMoE/${run_name} -save_overwrite: false - -save_interval: 5000 -save_interval_ephemeral: null -save_num_checkpoints_to_keep: -1 -sharded_checkpointer: olmo_core - -save_interval_unsharded: null -save_num_unsharded_checkpoints_to_keep: -1 - -load_path: null - -max_duration: 52e9T -global_train_batch_size: 1024 -device_train_microbatch_size: 4 - -precision: amp_bf16 -distributed_strategy: fsdp - -fsdp: - wrapping_strategy: by_block - precision: mixed - sharding_strategy: FULL_SHARD - -max_grad_norm: 1.0 -max_grad_norm_ratio: null - -speed_monitor: - window_size: 1 - -eval_interval: 1000 -eval_subset_num_batches: -1 -device_eval_batch_size: ${device_train_microbatch_size} -evaluators: - - label: all-small-ppl-validation - data: - num_workers: 0 - drop_last: true - datasets: - c4_en-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy - dolma_books-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy - dolma_common-crawl-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy - dolma_pes2o-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy - dolma_reddit-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy - dolma_stack-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy - dolma_wiki-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy - ice-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy - m2d2_s2orc-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy - pile-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy - wikitext_103-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy - - ########################## - # Downstream evaluations # - ########################## - - label: piqa - type: downstream - - - label: hellaswag - type: downstream - - - label: winogrande - type: downstream - - - label: openbook_qa - type: downstream - - - label: boolq - type: downstream - - - label: sciq - type: downstream - - - label: arc_easy - type: downstream - - - label: arc_challenge - type: downstream - - - label: copa - type: downstream - - - label: commonsense_qa - type: downstream - - - label: social_iqa - type: downstream - - - label: mmlu_stem_var - type: downstream - - - label: mmlu_humanities_var - type: downstream - - - label: mmlu_social_sciences_var - type: downstream - - - label: mmlu_other_var - type: downstream - - - label: mmlu_stem_mc_5shot - type: downstream - - - label: mmlu_humanities_mc_5shot - type: downstream - - - label: mmlu_social_sciences_mc_5shot - type: downstream - - - label: mmlu_other_mc_5shot - type: downstream - - - label: mmlu_stem_mc_5shot_test - type: downstream - - - label: mmlu_humanities_mc_5shot_test - type: downstream - - - label: mmlu_social_sciences_mc_5shot_test - type: downstream - - - label: mmlu_other_mc_5shot_test - type: downstream - -data: - pad_direction: right - 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s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy - - 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6198 -dry_run: false -no_pre_train_checkpoint: true - -wandb: - name: ${run_name} - project: olmoe - group: null - -model: - d_model: 2048 - n_heads: 16 - n_layers: 16 - mlp_ratio: 8 - weight_tying: false - alibi: false - rope: true - flash_attention: true - attention_dropout: 0.0 - attention_layer_norm: false - include_bias: false - block_type: moe - layer_norm_type: rms - layer_norm_with_affine: true - bias_for_layer_norm: false - attention_layer_norm_with_affine: false - activation_type: swiglu - residual_dropout: 0.0 - embedding_dropout: 0.0 - max_sequence_length: 4096 - vocab_size: 50280 - embedding_size: 50304 - eos_token_id: 0 - pad_token_id: 1 - init_device: meta - init_fn: normal - init_std: 0.02 - init_cutoff_factor: 3 - moe_top_k: 1 - moe_num_experts: 8 - moe_dropless: true - moe_mlp_impl: sparse - moe_zloss_weight: 0.001 - moe_loss_weight: 0.01 - -compile: null - -optimizer: - name: adamw - learning_rate: 4.0e-4 - eps: 1.0e-8 - weight_decay: 0.1 - decay_norm_and_bias: true - decay_embeddings: true - betas: - - 0.9 - - 0.95 - metrics_log_interval: 10 - -scheduler: - name: cosine_with_warmup - units: tokens - t_warmup: 8388608000 - t_max: 52e9 - alpha_f: 0.1 - -tokenizer: - identifier: tokenizers/allenai_gpt-neox-olmo-dolma-v1_5.json - truncate_direction: right - -save_folder: runs/${run_name} -remote_save_folder: s3://ai2-llm/checkpoints/OLMoE/${run_name} -save_overwrite: false - -save_interval: 5000 -save_interval_ephemeral: null -save_num_checkpoints_to_keep: -1 -sharded_checkpointer: olmo_core - -save_interval_unsharded: null -save_num_unsharded_checkpoints_to_keep: -1 - -load_path: null - -max_duration: 52e9T -global_train_batch_size: 1024 -device_train_microbatch_size: 4 - -precision: amp_bf16 -distributed_strategy: fsdp - -fsdp: - wrapping_strategy: by_block - precision: mixed - sharding_strategy: FULL_SHARD - -max_grad_norm: 1.0 -max_grad_norm_ratio: null - -speed_monitor: - window_size: 1 - -eval_interval: 1000 -eval_subset_num_batches: -1 -device_eval_batch_size: ${device_train_microbatch_size} -evaluators: - - label: all-small-ppl-validation - data: - num_workers: 0 - drop_last: true - datasets: - c4_en-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy - dolma_books-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy - dolma_common-crawl-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy - dolma_pes2o-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy - dolma_reddit-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy - dolma_stack-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy - dolma_wiki-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy - ice-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy - m2d2_s2orc-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy - pile-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy - wikitext_103-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy - - ########################## - # Downstream evaluations # - ########################## - - label: piqa - type: downstream - - - label: hellaswag - type: downstream - - - label: winogrande - type: downstream - - - label: openbook_qa - type: downstream - - - label: boolq - type: downstream - - - label: sciq - type: downstream - - - label: arc_easy - type: downstream - - - label: arc_challenge - type: downstream - - - label: copa - type: downstream - - - label: commonsense_qa - type: downstream - - - label: social_iqa - type: downstream - - - label: mmlu_stem_var - type: 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/weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-173-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-172-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-098-00001.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-125-00001.npy diff --git a/configs/olmoe17/olmoe-8x1b-newhp-oldds.yml b/configs/olmoe17/olmoe-8x1b-newhp-oldds.yml deleted file mode 100644 index 0784ad6d1..000000000 --- a/configs/olmoe17/olmoe-8x1b-newhp-oldds.yml +++ /dev/null @@ -1,1862 +0,0 @@ -run_name: ${oc.env:SLURM_JOB_ID} -seed: 6198 -dry_run: false -no_pre_train_checkpoint: true -# fused_loss: true -# activation_checkpointing: fine_grained - -wandb: - name: ${run_name} - project: olmoe - group: null - -model: - d_model: 2048 - n_heads: 16 - n_layers: 16 - mlp_ratio: 8 - weight_tying: false - alibi: false - rope: true - flash_attention: true - attention_dropout: 0.0 - attention_layer_norm: false - include_bias: false - block_type: moe - layer_norm_type: rms - layer_norm_with_affine: true - bias_for_layer_norm: false - attention_layer_norm_with_affine: false - activation_type: swiglu - residual_dropout: 0.0 - embedding_dropout: 0.0 - max_sequence_length: 4096 - vocab_size: 50280 - embedding_size: 50304 - eos_token_id: 0 - pad_token_id: 1 - init_device: meta - init_fn: normal - init_std: 0.02 - init_cutoff_factor: 3 - moe_top_k: 2 - moe_num_experts: 8 - moe_dropless: true - moe_mlp_impl: sparse - moe_zloss_weight: 0.001 - moe_loss_weight: 0.01 - -compile: null - -optimizer: - name: adamw - learning_rate: 4.0e-4 - eps: 1.0e-8 - weight_decay: 0.1 - decay_norm_and_bias: false - decay_embeddings: true - betas: - - 0.9 - - 0.95 - metrics_log_interval: 10 - -scheduler: - name: cosine_with_warmup - units: tokens - t_warmup: 10485760000 - t_max: 3e12 - alpha_f: 0.1 - -tokenizer: - identifier: tokenizers/allenai_gpt-neox-olmo-dolma-v1_5.json - truncate_direction: right - -save_folder: runs/${run_name} -remote_save_folder: s3://ai2-llm/checkpoints/OLMoE/${run_name} -save_overwrite: false - -save_interval: 5000 -save_interval_ephemeral: null -save_num_checkpoints_to_keep: -1 -sharded_checkpointer: olmo_core - -save_interval_unsharded: null -save_num_unsharded_checkpoints_to_keep: -1 - -load_path: null - -max_duration: 52e9T -global_train_batch_size: 1024 -device_train_microbatch_size: 4 - -precision: amp_bf16 -distributed_strategy: fsdp - -fsdp: - wrapping_strategy: by_block - precision: mixed - sharding_strategy: FULL_SHARD - -max_grad_norm: 1.0 -max_grad_norm_ratio: null - -speed_monitor: - window_size: 1 - -eval_interval: 5000 -eval_subset_num_batches: -1 -device_eval_batch_size: ${device_train_microbatch_size} -evaluators: - - label: all-small-ppl-validation - data: - num_workers: 0 - drop_last: true - datasets: - c4_en-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy - dolma_books-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy - dolma_common-crawl-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy - dolma_pes2o-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy - dolma_reddit-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy - dolma_stack-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy - dolma_wiki-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy - ice-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy - m2d2_s2orc-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy - pile-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy - wikitext_103-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy - - ########################## - # Downstream evaluations # - ########################## - - label: piqa - type: downstream - - - label: hellaswag - type: downstream - - - label: winogrande - type: downstream - - - label: openbook_qa - type: downstream - - - label: boolq - type: downstream - - - label: sciq - type: downstream - - - label: arc_easy - type: downstream - - - label: arc_challenge - type: downstream - - - label: copa - type: downstream - - - label: commonsense_qa - type: downstream - - - label: social_iqa - type: downstream - - - label: mmlu_stem_var - type: downstream - - - label: mmlu_humanities_var - type: downstream - - - label: mmlu_social_sciences_var - type: downstream - - - label: mmlu_other_var - type: downstream - - - label: mmlu_stem_mc_5shot - type: downstream - - - label: mmlu_humanities_mc_5shot - type: downstream - - - label: mmlu_social_sciences_mc_5shot - type: downstream - - - label: mmlu_other_mc_5shot - type: downstream - - - label: mmlu_stem_mc_5shot_test - type: downstream - - - label: mmlu_humanities_mc_5shot_test - type: downstream - - - label: mmlu_social_sciences_mc_5shot_test - type: downstream - - - label: mmlu_other_mc_5shot_test - type: downstream - -data: - pad_direction: right - num_workers: 16 - drop_last: true - pin_memory: true - prefetch_factor: 8 - persistent_workers: true - timeout: 0 - 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-dry_run: false -no_pre_train_checkpoint: true - -wandb: - name: ${run_name} - project: olmoe - group: null - -model: - d_model: 3072 - n_heads: 24 - n_layers: 24 - mlp_ratio: 1 - weight_tying: false - alibi: false - rope: true - flash_attention: true - attention_dropout: 0.0 - attention_layer_norm: true - include_bias: false - block_type: moe - layer_norm_type: rms - layer_norm_with_affine: true - bias_for_layer_norm: false - attention_layer_norm_with_affine: true - activation_type: swiglu - residual_dropout: 0.0 - embedding_dropout: 0.0 - max_sequence_length: 4096 - vocab_size: 50280 - embedding_size: 50304 - eos_token_id: 0 - pad_token_id: 1 - init_device: meta - init_fn: normal - init_std: 0.02 - init_cutoff_factor: 3 - moe_top_k: 8 - moe_num_experts: 64 - moe_dropless: true - moe_mlp_impl: sparse - moe_zloss_weight: 0.001 - moe_loss_weight: 0.01 - -compile: null - -optimizer: - name: adamw - learning_rate: 4.0e-4 - eps: 1.0e-8 - weight_decay: 0.1 - decay_norm_and_bias: true - decay_embeddings: true - betas: - - 0.9 - - 0.95 - metrics_log_interval: 10 - -scheduler: - name: cosine_with_warmup - units: tokens - t_warmup: 10485760000 - t_max: 5e12 - alpha_f: 0.1 - -tokenizer: - identifier: tokenizers/allenai_gpt-neox-olmo-dolma-v1_5.json - truncate_direction: right - -save_folder: runs/${run_name} -remote_save_folder: s3://ai2-llm/checkpoints/OLMoE/${run_name} -save_overwrite: false - -save_interval: 5000 -save_interval_ephemeral: null -save_num_checkpoints_to_keep: -1 -sharded_checkpointer: olmo_core - -save_interval_unsharded: null -save_num_unsharded_checkpoints_to_keep: -1 - -load_path: null - -max_duration: 2ep -global_train_batch_size: 1024 -device_train_microbatch_size: 4 - -precision: amp_bf16 -distributed_strategy: fsdp - -fsdp: - wrapping_strategy: by_block - precision: mixed - sharding_strategy: FULL_SHARD - -max_grad_norm: 1.0 -max_grad_norm_ratio: null - -speed_monitor: - window_size: 1 - -eval_interval: 5000 -eval_subset_num_batches: -1 -device_eval_batch_size: ${device_train_microbatch_size} -evaluators: - - label: all-small-ppl-validation - data: - num_workers: 0 - drop_last: true - datasets: - c4_en-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy - dolma_books-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy - dolma_common-crawl-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy - dolma_pes2o-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy - dolma_reddit-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy - dolma_stack-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy - dolma_wiki-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy - ice-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy - m2d2_s2orc-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy - pile-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy - wikitext_103-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy - - ########################## - # Downstream evaluations # - ########################## - - label: piqa - type: downstream - - - label: hellaswag - type: downstream - - - label: winogrande - type: downstream - - - label: openbook_qa - type: downstream - - - label: boolq - type: downstream - - - label: sciq - type: downstream - - - label: arc_easy - type: downstream - - - label: arc_challenge - type: downstream - - - label: copa - type: downstream - - - label: commonsense_qa - type: downstream - - - label: social_iqa - type: downstream - - - label: mmlu_stem_var - type: downstream - - - label: mmlu_humanities_var - type: downstream - - - label: mmlu_social_sciences_var - type: downstream - - - label: mmlu_other_var - type: downstream - - - label: mmlu_stem_mc_5shot - type: downstream - - - label: mmlu_humanities_mc_5shot - type: downstream - - - label: mmlu_social_sciences_mc_5shot - type: downstream - - - label: mmlu_other_mc_5shot - type: downstream - - - label: mmlu_stem_mc_5shot_test - type: downstream - - - label: mmlu_humanities_mc_5shot_test - type: downstream - - - label: mmlu_social_sciences_mc_5shot_test - type: downstream - - - label: mmlu_other_mc_5shot_test - type: downstream - -data: - pad_direction: right - num_workers: 32 - drop_last: true - pin_memory: true - prefetch_factor: 8 - persistent_workers: 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/weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-020-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-139-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-021-00002.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-152-00002.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-025-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-042-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-141-00003.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-023-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-058-00003.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-122-00001.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-022-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-076-00002.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-095-00001.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-137-00002.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-001-00002.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-086-00004.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-149-00004.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-031-00001.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-054-00001.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-062-00001.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-151-00002.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-105-00004.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-177-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-181-00002.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-100-00003.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-173-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-172-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-098-00001.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-125-00001.npy diff --git a/configs/olmoe17/olmoe-8x7b-A7B.yml b/configs/olmoe17/olmoe-8x7b-A7B.yml deleted file mode 100644 index d5464f558..000000000 --- a/configs/olmoe17/olmoe-8x7b-A7B.yml +++ /dev/null @@ -1,1498 +0,0 @@ -run_name: ${oc.env:SLURM_JOB_ID} -seed: 6198 -dry_run: false -no_pre_train_checkpoint: true -canceled_check_interval: 9999999999 - -wandb: - name: ${run_name} - project: olmoe - group: null - -# mlp_hidden_size: 2752 -# Does not work as needs to be divisible by 128 for megablocks self.blocking - -model: - d_model: 4096 - mlp_hidden_size: 2816 - n_heads: 32 - n_layers: 32 - weight_tying: false - alibi: false - rope: true - flash_attention: true - attention_dropout: 0.0 - attention_layer_norm: true - include_bias: false - block_type: moe - layer_norm_type: rms - layer_norm_with_affine: true - bias_for_layer_norm: false - attention_layer_norm_with_affine: true - activation_type: swiglu - residual_dropout: 0.0 - embedding_dropout: 0.0 - max_sequence_length: 4096 - vocab_size: 50280 - embedding_size: 50304 - eos_token_id: 0 - pad_token_id: 1 - init_device: meta - init_fn: normal - init_std: 0.02 - init_cutoff_factor: 3 - moe_top_k: 8 - moe_num_experts: 64 - moe_dropless: true - moe_mlp_impl: sparse - moe_zloss_weight: 0.001 - moe_loss_weight: 0.01 - -compile: null - -optimizer: - name: adamw - learning_rate: 4.0e-4 - eps: 1.0e-8 - weight_decay: 0.1 - decay_norm_and_bias: true - decay_embeddings: true - betas: - - 0.9 - - 0.95 - metrics_log_interval: 10 - -scheduler: - name: cosine_with_warmup - units: tokens - t_warmup: 10485760000 - t_max: 5e12 - alpha_f: 0.1 - -tokenizer: - identifier: tokenizers/allenai_gpt-neox-olmo-dolma-v1_5.json - truncate_direction: right - -save_folder: runs/${run_name} -remote_save_folder: s3://ai2-llm/checkpoints/OLMoE/${run_name} -save_overwrite: false - -save_interval: 5000 -save_interval_ephemeral: null -save_num_checkpoints_to_keep: -1 -sharded_checkpointer: olmo_core - -save_interval_unsharded: null -save_num_unsharded_checkpoints_to_keep: -1 - -load_path: null - -max_duration: 2ep -global_train_batch_size: 1024 -device_train_microbatch_size: 1 - -precision: amp_bf16 -distributed_strategy: fsdp - -fsdp: - wrapping_strategy: by_block - precision: mixed - sharding_strategy: FULL_SHARD - -max_grad_norm: 1.0 -max_grad_norm_ratio: null - -speed_monitor: - window_size: 1 - -eval_interval: 5000 -eval_subset_num_batches: -1 -device_eval_batch_size: ${device_train_microbatch_size} -evaluators: - - label: all-small-ppl-validation - data: - num_workers: 0 - drop_last: true - datasets: - c4_en-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy - dolma_books-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy - dolma_common-crawl-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy - dolma_pes2o-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy - dolma_reddit-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy - dolma_stack-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy - dolma_wiki-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy - ice-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy - m2d2_s2orc-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy - pile-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy - wikitext_103-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy - - ########################## - # Downstream evaluations # - ########################## - - label: piqa - type: downstream - - - label: hellaswag - type: downstream - - - label: winogrande - type: downstream - - - label: openbook_qa - type: downstream - - - label: boolq - type: downstream - - - label: sciq - type: downstream - - - label: arc_easy - type: downstream - - - label: arc_challenge - type: downstream - - - label: copa - type: downstream - - - label: commonsense_qa - type: downstream - - - label: social_iqa - type: downstream - - - label: mmlu_stem_var - type: downstream - - - label: mmlu_humanities_var - type: downstream - - - label: mmlu_social_sciences_var - type: downstream - - - label: mmlu_other_var - type: downstream - - - label: mmlu_stem_mc_5shot - type: downstream - - - label: mmlu_humanities_mc_5shot - type: downstream - - - label: mmlu_social_sciences_mc_5shot - type: downstream - - - label: mmlu_other_mc_5shot - type: downstream - - - label: mmlu_stem_mc_5shot_test - type: downstream - - - label: mmlu_humanities_mc_5shot_test - type: downstream - - - label: mmlu_social_sciences_mc_5shot_test - type: downstream - - - label: mmlu_other_mc_5shot_test - type: downstream - -data: - pad_direction: right - num_workers: 32 - drop_last: true - pin_memory: true - prefetch_factor: 8 - persistent_workers: true - timeout: 0 - instance_filter: - repetition_max_period: 13 - repetition_min_period: 1 - repetition_max_count: 32 - paths: - - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy - - 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/weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/arxiv/allenai/gpt-neox-olmo-dolma-v1_5/part-000-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/arxiv/allenai/gpt-neox-olmo-dolma-v1_5/part-001-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/arxiv/allenai/gpt-neox-olmo-dolma-v1_5/part-002-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/arxiv/allenai/gpt-neox-olmo-dolma-v1_5/part-003-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/arxiv/allenai/gpt-neox-olmo-dolma-v1_5/part-004-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/arxiv/allenai/gpt-neox-olmo-dolma-v1_5/part-005-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/arxiv/allenai/gpt-neox-olmo-dolma-v1_5/part-006-00000.npy - - 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/weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-034-00003.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-035-00001.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-116-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-042-00001.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-001-00004.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-018-00003.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-006-00002.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-030-00003.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-169-00002.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-068-00004.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-034-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-143-00001.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-003-00003.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-033-00000.npy - - 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/weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-073-00003.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-152-00003.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-122-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-062-00002.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-122-00004.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-125-00005.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-129-00001.npy - - 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/weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-127-00004.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-181-00001.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-104-00002.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-037-00003.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-137-00004.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-000-00004.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-007-00004.npy - - 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/weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-152-00002.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-025-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-042-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-141-00003.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-023-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-058-00003.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-122-00001.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-022-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-076-00002.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-095-00001.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-137-00002.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-001-00002.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-086-00004.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-149-00004.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-031-00001.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-054-00001.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-062-00001.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-151-00002.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-105-00004.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-177-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-181-00002.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-100-00003.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-173-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-172-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-098-00001.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-125-00001.npy diff --git a/configs/olmoe17/olmoe-8x7b.yml b/configs/olmoe17/olmoe-8x7b.yml deleted file mode 100644 index 832051531..000000000 --- a/configs/olmoe17/olmoe-8x7b.yml +++ /dev/null @@ -1,1495 +0,0 @@ -run_name: ${oc.env:SLURM_JOB_ID} -seed: 6198 -dry_run: false -no_pre_train_checkpoint: true -canceled_check_interval: 9999999999 - -wandb: - name: ${run_name} - project: olmoe - group: null - -model: - d_model: 4096 - mlp_hidden_size: 4096 - n_heads: 32 - n_layers: 32 - weight_tying: false - alibi: false - rope: true - flash_attention: true - attention_dropout: 0.0 - attention_layer_norm: true - include_bias: false - block_type: moe - layer_norm_type: rms - layer_norm_with_affine: true - bias_for_layer_norm: false - attention_layer_norm_with_affine: true - activation_type: swiglu - residual_dropout: 0.0 - embedding_dropout: 0.0 - max_sequence_length: 4096 - vocab_size: 50280 - embedding_size: 50304 - eos_token_id: 0 - pad_token_id: 1 - init_device: meta - init_fn: normal - init_std: 0.02 - init_cutoff_factor: 3 - moe_top_k: 4 - moe_num_experts: 32 - moe_dropless: true - moe_mlp_impl: sparse - moe_zloss_weight: 0.001 - moe_loss_weight: 0.01 - -compile: null - -optimizer: - name: adamw - learning_rate: 4.0e-4 - eps: 1.0e-8 - weight_decay: 0.1 - decay_norm_and_bias: true - decay_embeddings: true - betas: - - 0.9 - - 0.95 - metrics_log_interval: 10 - -scheduler: - name: cosine_with_warmup - units: tokens - t_warmup: 10485760000 - t_max: 5e12 - alpha_f: 0.1 - -tokenizer: - identifier: tokenizers/allenai_gpt-neox-olmo-dolma-v1_5.json - truncate_direction: right - -save_folder: runs/${run_name} -remote_save_folder: s3://ai2-llm/checkpoints/OLMoE/${run_name} -save_overwrite: false - -save_interval: 5000 -save_interval_ephemeral: null -save_num_checkpoints_to_keep: -1 -sharded_checkpointer: olmo_core - -save_interval_unsharded: null -save_num_unsharded_checkpoints_to_keep: -1 - -load_path: null - -max_duration: 2ep -global_train_batch_size: 1024 -device_train_microbatch_size: 1 - -precision: amp_bf16 -distributed_strategy: fsdp - -fsdp: - wrapping_strategy: by_block - precision: mixed - sharding_strategy: FULL_SHARD - -max_grad_norm: 1.0 -max_grad_norm_ratio: null - -speed_monitor: - window_size: 1 - -eval_interval: 5000 -eval_subset_num_batches: -1 -device_eval_batch_size: ${device_train_microbatch_size} -evaluators: - - label: all-small-ppl-validation - data: - num_workers: 0 - drop_last: true - datasets: - c4_en-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy - dolma_books-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy - dolma_common-crawl-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy - dolma_pes2o-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy - dolma_reddit-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy - dolma_stack-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy - dolma_wiki-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy - ice-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy - m2d2_s2orc-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy - pile-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy - wikitext_103-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy - - ########################## - # Downstream evaluations # - ########################## - - label: piqa - type: downstream - - - label: hellaswag - type: downstream - - - label: winogrande - type: downstream - - - label: openbook_qa - type: downstream - - - label: boolq - type: downstream - - - label: sciq - type: downstream - - - label: arc_easy - type: downstream - - - label: arc_challenge - type: downstream - - - label: copa - type: downstream - - - label: commonsense_qa - type: downstream - - - label: social_iqa - type: downstream - - - label: mmlu_stem_var - type: downstream - - - label: mmlu_humanities_var - type: downstream - - - label: mmlu_social_sciences_var - type: downstream - - - label: mmlu_other_var - type: downstream - - - label: mmlu_stem_mc_5shot - type: downstream - - - label: mmlu_humanities_mc_5shot - type: downstream - - - label: mmlu_social_sciences_mc_5shot - type: downstream - - - label: mmlu_other_mc_5shot - type: downstream - - - label: mmlu_stem_mc_5shot_test - type: downstream - - - label: mmlu_humanities_mc_5shot_test - type: downstream - - - label: mmlu_social_sciences_mc_5shot_test - type: downstream - - - label: mmlu_other_mc_5shot_test - type: downstream - -data: - pad_direction: right - num_workers: 32 - drop_last: true - pin_memory: true - prefetch_factor: 8 - persistent_workers: 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/weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-105-00004.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-177-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-181-00002.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-100-00003.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-173-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-172-00000.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-098-00001.npy - - /weka/oe-training-default/ai2-llm/preprocessed/fastdclm/text_openhermes_reddit_eli5_vs_rw_v2_bigram_200k_train/allenai/part-125-00001.npy diff --git a/configs/olmoe17/olmoe17-16x1b-fullshard-swiglu-wrapb-s1k1.yml b/configs/olmoe17/olmoe17-16x1b-fullshard-swiglu-wrapb-s1k1.yml deleted file mode 100644 index 8e6e75993..000000000 --- a/configs/olmoe17/olmoe17-16x1b-fullshard-swiglu-wrapb-s1k1.yml +++ /dev/null @@ -1,1286 +0,0 @@ -run_name: ${oc.env:SLURM_JOB_ID} -seed: 6198 -dry_run: false -no_pre_train_checkpoint: true -fast_forward_batches: 136153 - -wandb: - name: ${run_name} - project: olmoe - group: null - -model: - d_model: 2048 - n_heads: 16 - n_layers: 16 - mlp_ratio: 8 - weight_tying: false - alibi: false - rope: true - flash_attention: true - attention_dropout: 0.0 - attention_layer_norm: false - clip_qkv: 8.0 - include_bias: false - block_type: moe - layer_norm_type: default - layer_norm_with_affine: false - bias_for_layer_norm: false - attention_layer_norm_with_affine: false - activation_type: swiglu - residual_dropout: 0.0 - embedding_dropout: 0.0 - max_sequence_length: 4096 - vocab_size: 50280 - embedding_size: 50304 - eos_token_id: 0 - pad_token_id: 1 - init_device: meta - init_fn: normal ### - moe_top_k: 2 - moe_num_experts: 16 - moe_expert_model_parallelism: false - moe_dropless: true - moe_mlp_impl: sparse - moe_shared_expert: true - -compile: null - -optimizer: - name: adamw - learning_rate: 4.0e-4 - weight_decay: 0.1 - decay_norm_and_bias: true - decay_embeddings: true - betas: - - 0.9 - - 0.95 - metrics_log_interval: 10 - -scheduler: - name: cosine_with_warmup - units: tokens - t_warmup: 10485760000 - t_max: 3e12 - alpha_f: 0.1 - grad_clip_warmup_steps: 2097152000 - grad_clip_warmup_factor: 5 - -tokenizer: - identifier: tokenizers/allenai_gpt-neox-olmo-dolma-v1_5.json - truncate_direction: right - -save_folder: runs/${run_name} -remote_save_folder: s3://ai2-llm/checkpoints/OLMoE/${run_name} -save_overwrite: false - -save_interval: 5000 -save_interval_ephemeral: null -save_num_checkpoints_to_keep: -1 -sharded_checkpointer: olmo_core - -save_interval_unsharded: null -save_num_unsharded_checkpoints_to_keep: -1 - -load_path: null - -max_duration: 3e12T -global_train_batch_size: 512 -device_train_microbatch_size: 1 - -precision: amp_bf16 - -fsdp: - wrapping_strategy: by_block - precision: mixed - sharding_strategy: FULL_SHARD - -max_grad_norm: 1.0 -max_grad_norm_ratio: null - -speed_monitor: - window_size: 1 - -eval_interval: 1000 -eval_subset_num_batches: -1 -device_eval_batch_size: ${device_train_microbatch_size} -evaluators: - - label: all-small-ppl-validation - data: - num_workers: 0 - drop_last: true - datasets: - c4_en-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy - dolma_books-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy - dolma_common-crawl-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy - dolma_pes2o-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy - dolma_reddit-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy - dolma_stack-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy - dolma_wiki-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy - ice-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy - m2d2_s2orc-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy - pile-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy - wikitext_103-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy - - ########################## - # Downstream evaluations # - ########################## - - label: piqa - type: downstream - - - label: hellaswag - type: downstream - - - label: winogrande - type: downstream - - - label: openbook_qa - type: downstream - - - label: boolq - type: downstream - - - label: sciq - type: downstream - - - label: arc_easy - type: downstream - - - label: arc_challenge - type: downstream - - - label: copa - type: downstream - - #- label: rte - # type: downstream - - #- label: commitment_bank - # type: downstream - - #- label: sst2 - # type: downstream - - - label: commonsense_qa - type: downstream - - - label: social_iqa - type: downstream - - # Doesn't work from cache. - # - label: basic_arithmetic - # type: downstream - - - label: mmlu_stem_var - type: downstream - - - label: mmlu_humanities_var - type: downstream - - - label: mmlu_social_sciences_var - type: downstream - - - label: mmlu_other_var - type: downstream - - - label: mmlu_stem_mc_5shot - type: downstream - - - label: mmlu_humanities_mc_5shot - type: downstream - - - label: mmlu_social_sciences_mc_5shot - type: downstream - - - label: mmlu_other_mc_5shot - type: downstream - - - label: mmlu_stem_mc_5shot_test - type: downstream - - - label: mmlu_humanities_mc_5shot_test - type: downstream - - - label: mmlu_social_sciences_mc_5shot_test - type: downstream - - - label: mmlu_other_mc_5shot_test - type: downstream - -data: - pad_direction: right - num_workers: 16 - drop_last: true - pin_memory: true - prefetch_factor: 8 - persistent_workers: true - timeout: 0 - paths: - ######### NON WEB DATA ######### - # ~> GUTENBERG BOOKS (5.256 GT) - - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/books/gpt-neox-olmo-dolma-v1_5/part-0-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/books/gpt-neox-olmo-dolma-v1_5/part-1-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/books/gpt-neox-olmo-dolma-v1_5/part-2-00000.npy - # ~> PES2O STEM PAPERS (57.21 GT) - - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-16-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-17-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-18-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-19-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-20-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-21-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-22-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-23-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-24-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-25-00000.npy - # ~> WIKIPEDIA & WIKIBOOKS (3.689 GT), repeated twice to up-sample - - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/wiki/gpt-neox-olmo-dolma-v1_5/part-0-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/wiki/gpt-neox-olmo-dolma-v1_5/part-1-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/wiki/gpt-neox-olmo-dolma-v1_5/part-0-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/wiki/gpt-neox-olmo-dolma-v1_5/part-1-00000.npy - # MEGAWIKA v1 (4.6 GT) - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-01-00001.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-02-00001.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-03-00001.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-04-00001.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-05-00001.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-06-00001.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-07-00001.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-08-00001.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-09-00001.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-10-00001.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-11-00001.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-12-00001.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-13-00001.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-14-00001.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-16-00000.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-16-00001.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-17-00000.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-17-00001.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-18-00000.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-18-00001.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-19-00000.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-19-00001.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-20-00000.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-20-00001.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-21-00000.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-21-00001.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-22-00000.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-22-00001.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-23-00000.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-23-00001.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-23-00002.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-24-00000.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-24-00001.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-25-00000.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-25-00001.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-26-00000.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-26-00001.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-27-00000.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-27-00001.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-28-00000.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-29-00000.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-30-00000.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-30-00001.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-31-00000.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-31-00001.npy - # ~> REDPAJAMA STACK-EXCHANGE (19.63 GT) - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-16-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-17-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-18-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-19-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-20-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-21-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-22-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-23-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-24-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-25-00000.npy - # ~> REDPAJAMA ARXIV (27.97 GT) - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-16-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-17-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-18-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-19-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-20-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-21-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-22-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-23-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-24-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-25-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-26-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-27-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-28-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-29-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-30-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-31-00000.npy - # ~> PROOFPILE2 ALGEBRAIC STACK (12.623 GT) - - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy - - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy - - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy - - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy - - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy - - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy - - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy - - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy - - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy - - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy - - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy - - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy - - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy - - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy - - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy - - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy - # ~> PROOFPILE2 OPENWEBMATH (12.734 GT) - - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy - - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy - - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy - - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy - - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy - - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy - - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy - - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy - - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy - - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy - - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy - - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy - - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy - # ~> TULU FLAN V1 (16.5 G v2-decontaminated-60M-shots_all-upweight_1-dialog_true-sep_newline) - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-16-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-17-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-18-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-19-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-20-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-21-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-22-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-23-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-24-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-25-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-26-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-27-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-28-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-29-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-30-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-31-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-32-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-33-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-34-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-35-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-36-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-37-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-38-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-39-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-40-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-41-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-42-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-43-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-44-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-45-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-46-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-47-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-48-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-49-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-50-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-51-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-52-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-53-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-54-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-55-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-56-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-57-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-58-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-59-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-60-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-61-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-62-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-63-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-64-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-65-00000.npy - # ~> CC NEWS (14.3 GT) - - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-0-00000.npy - - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-0-00001.npy - - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-0-00002.npy - - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-0-00003.npy - - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-1-00000.npy - - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-1-00001.npy - - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-1-00002.npy - - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-1-00003.npy - - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-2-00000.npy - - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-2-00001.npy - - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-2-00002.npy - - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-2-00003.npy - - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-3-00000.npy - - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-3-00001.npy - - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-3-00002.npy - - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-3-00003.npy - - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-4-00000.npy - - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-4-00001.npy - - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-4-00002.npy - - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-4-00003.npy - - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-5-00000.npy - - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-5-00001.npy - - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-6-00000.npy - - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-6-00001.npy - - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-6-00002.npy - - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-6-00003.npy - - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-7-00000.npy - - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-7-00001.npy - - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-7-00002.npy - - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-7-00003.npy - - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-8-00000.npy - - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-8-00001.npy - - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-8-00002.npy - #################################### - ######### CODE ######### - # ~> STARCODER (263.775 GT) - - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy - - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-00-00001.npy - - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy - - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy - - 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s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-136-00000.npy - - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-137-00000.npy - - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-138-00000.npy - - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-139-00000.npy - - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-140-00000.npy - - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-141-00000.npy - - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-142-00000.npy - - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-143-00000.npy - - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-144-00000.npy - - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-145-00000.npy - - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-146-00000.npy - - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-147-00000.npy - - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-148-00000.npy - - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-149-00000.npy - - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-150-00000.npy - - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-151-00000.npy - - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-152-00000.npy - - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-153-00000.npy - - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-154-00000.npy - - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-155-00000.npy - - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-156-00000.npy - - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-157-00000.npy - - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-158-00000.npy - - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-159-00000.npy - - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-160-00000.npy - - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-161-00000.npy - - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-162-00000.npy - - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-163-00000.npy - - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-164-00000.npy - - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-165-00000.npy - - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-166-00000.npy - - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-167-00000.npy - - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-168-00000.npy - - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-169-00000.npy - - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-170-00000.npy - # ~> REDDIT (79.9 GT) - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-16-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-17-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-18-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-19-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-20-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-21-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-22-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-23-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-24-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-25-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-26-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-27-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-28-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-29-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-30-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-31-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-32-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-33-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-34-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-35-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-36-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-37-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-38-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-39-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-40-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-41-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-42-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-43-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-44-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-45-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-46-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-47-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-48-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-49-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-50-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-51-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-52-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-53-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-54-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-55-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-56-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-57-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-58-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-59-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-60-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-61-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-62-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-63-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-64-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-65-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-66-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-67-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-68-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-69-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-70-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-71-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-72-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-73-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-74-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-75-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-76-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-77-00000.npy - # ~> FALCON (547.341 GT) - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-000-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-001-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-002-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-003-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-004-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-005-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-006-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-007-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-008-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-009-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-010-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-011-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-012-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-013-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-014-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-015-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-016-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-017-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-018-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-019-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-020-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-021-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-022-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-023-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-024-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-025-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-026-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-027-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-028-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-029-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-030-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-031-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-032-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-033-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-034-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-035-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-036-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-037-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-038-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-039-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-040-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-041-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-042-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-043-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-044-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-045-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-046-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-047-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-048-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-049-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-050-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-051-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-052-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-053-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-054-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-055-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-056-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-057-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-058-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-059-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-060-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-061-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-062-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-063-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-064-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-065-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-066-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-067-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-068-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-069-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-070-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-071-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-072-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-073-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-074-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-075-00000.npy - - 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#################################### - ######### WEB REST ######### - # ~> DOLMA CC HEAD 50% (178.4 GT) - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-000-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-001-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-002-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-003-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-004-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-005-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-006-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-006-00001.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-007-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-008-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-009-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-010-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-011-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-012-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-013-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-014-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-015-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-016-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-017-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-018-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-019-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-020-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-021-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-022-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-023-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-024-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-025-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-026-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-027-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-028-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-029-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-030-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-031-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-032-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-033-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-034-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-035-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-036-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-037-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-038-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-039-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-040-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-041-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-042-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-043-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-044-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-045-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-046-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-047-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-048-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-049-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-050-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-051-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-052-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-053-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-054-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-055-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-056-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-057-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-058-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-059-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-060-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-061-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-062-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-063-00000.npy - # ~> DOLMA CC MIDDLE 33% (242.05 GT) - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-000-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-001-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-002-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-003-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-004-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-005-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-006-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-007-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-008-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-009-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-010-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-011-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-012-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-013-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-014-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-015-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-016-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-017-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-018-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-019-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-020-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-021-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-022-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-023-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-024-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-025-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-026-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-027-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-028-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-029-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-030-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-031-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-032-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-033-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-034-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-035-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-036-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-037-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-038-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-039-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-040-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-041-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-042-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-043-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-044-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-045-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-046-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-047-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-048-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-049-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-050-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-051-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-052-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-053-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-054-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-055-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-056-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-057-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-058-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-059-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-060-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-061-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-062-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-063-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-064-00000.npy - # ~> DOLMA CC TAIL 33% (191.4 GT) - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-000-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-001-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-002-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-003-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-004-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-005-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-006-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-007-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-008-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-009-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-010-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-011-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-012-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-013-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-014-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-015-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-016-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-017-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-018-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-019-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-020-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-021-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-022-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-023-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-024-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-025-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-026-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-027-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-028-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-029-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-030-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-031-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-032-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-033-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-034-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-035-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-036-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-037-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-038-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-039-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-040-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-041-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-042-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-043-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-044-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-045-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-046-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-047-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-048-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-049-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-050-00000.npy - - 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b/configs/olmoe17/olmoe17-8x1b-final-decemb.yml deleted file mode 100644 index fb4611f2e..000000000 --- a/configs/olmoe17/olmoe17-8x1b-final-decemb.yml +++ /dev/null @@ -1,1860 +0,0 @@ -run_name: ${oc.env:SLURM_JOB_ID} -seed: 6198 -dry_run: false -no_pre_train_checkpoint: true -# fused_loss: true -# activation_checkpointing: fine_grained - -wandb: - name: ${run_name} - project: olmoe - group: null - -model: - d_model: 2048 - n_heads: 16 - n_layers: 16 - mlp_ratio: 8 - weight_tying: false - alibi: false - rope: true - flash_attention: true - attention_dropout: 0.0 - attention_layer_norm: true - include_bias: false - block_type: moe - layer_norm_type: rms - layer_norm_with_affine: true - bias_for_layer_norm: false - attention_layer_norm_with_affine: false - activation_type: swiglu - residual_dropout: 0.0 - embedding_dropout: 0.0 - max_sequence_length: 4096 - vocab_size: 50280 - embedding_size: 50304 - eos_token_id: 0 - pad_token_id: 1 - init_device: meta - init_fn: normal - init_cutoff_factor: 3 - moe_top_k: 2 - moe_num_experts: 8 - moe_dropless: true - moe_mlp_impl: sparse - moe_zloss_weight: 0.001 - moe_loss_weight: 0.01 - -compile: null - -optimizer: - name: adamw - learning_rate: 4.0e-4 - weight_decay: 0.1 - decay_norm_and_bias: true - decay_embeddings: true - betas: - - 0.9 - - 0.95 - metrics_log_interval: 10 - -scheduler: - name: cosine_with_warmup - units: tokens - t_warmup: 10485760000 - t_max: 3e12 - alpha_f: 0.1 - -tokenizer: - identifier: tokenizers/allenai_gpt-neox-olmo-dolma-v1_5.json - truncate_direction: right - -save_folder: runs/${run_name} -remote_save_folder: s3://ai2-llm/checkpoints/OLMoE/${run_name} -save_overwrite: false - -save_interval: 5000 -save_interval_ephemeral: null -save_num_checkpoints_to_keep: -1 -sharded_checkpointer: olmo_core - -save_interval_unsharded: null -save_num_unsharded_checkpoints_to_keep: -1 - -load_path: null - -max_duration: 2ep -global_train_batch_size: 1024 -device_train_microbatch_size: 4 - -precision: amp_bf16 -distributed_strategy: fsdp - -fsdp: - wrapping_strategy: by_block - precision: mixed - sharding_strategy: FULL_SHARD - -max_grad_norm: 1.0 -max_grad_norm_ratio: null - -speed_monitor: - window_size: 1 - -eval_interval: 5000 -eval_subset_num_batches: -1 -device_eval_batch_size: ${device_train_microbatch_size} -evaluators: - - label: all-small-ppl-validation - data: - num_workers: 0 - drop_last: true - datasets: - c4_en-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy - dolma_books-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy - dolma_common-crawl-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy - dolma_pes2o-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy - dolma_reddit-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy - dolma_stack-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy - dolma_wiki-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy - ice-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy - m2d2_s2orc-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy - pile-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy - wikitext_103-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy - - ########################## - # Downstream evaluations # - ########################## - - label: piqa - type: downstream - - - label: hellaswag - type: downstream - - - label: winogrande - type: downstream - - - label: openbook_qa - type: downstream - - - label: boolq - type: downstream - - - label: sciq - type: downstream - - - label: arc_easy - type: downstream - - - label: arc_challenge - type: downstream - - - label: copa - type: downstream - - - label: commonsense_qa - type: downstream - - - label: social_iqa - type: downstream - - - label: mmlu_stem_var - type: downstream - - - label: mmlu_humanities_var - type: downstream - - - label: mmlu_social_sciences_var - type: downstream - - - label: mmlu_other_var - type: downstream - - - label: mmlu_stem_mc_5shot - type: downstream - - - label: mmlu_humanities_mc_5shot - type: downstream - - - label: mmlu_social_sciences_mc_5shot - type: downstream - - - label: mmlu_other_mc_5shot - type: downstream - - - label: mmlu_stem_mc_5shot_test - type: downstream - - - label: mmlu_humanities_mc_5shot_test - type: downstream - - - label: mmlu_social_sciences_mc_5shot_test - type: downstream - - - label: mmlu_other_mc_5shot_test - type: downstream - -data: - pad_direction: right - num_workers: 16 - drop_last: true - pin_memory: true - prefetch_factor: 8 - persistent_workers: true - timeout: 0 - instance_filter: - repetition_max_period: 13 - repetition_min_period: 1 - repetition_max_count: 32 - paths: - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy - - 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a/configs/olmoe17/olmoe17-8x1b-final-decln.yml b/configs/olmoe17/olmoe17-8x1b-final-decln.yml deleted file mode 100644 index fb4611f2e..000000000 --- a/configs/olmoe17/olmoe17-8x1b-final-decln.yml +++ /dev/null @@ -1,1860 +0,0 @@ -run_name: ${oc.env:SLURM_JOB_ID} -seed: 6198 -dry_run: false -no_pre_train_checkpoint: true -# fused_loss: true -# activation_checkpointing: fine_grained - -wandb: - name: ${run_name} - project: olmoe - group: null - -model: - d_model: 2048 - n_heads: 16 - n_layers: 16 - mlp_ratio: 8 - weight_tying: false - alibi: false - rope: true - flash_attention: true - attention_dropout: 0.0 - attention_layer_norm: true - include_bias: false - block_type: moe - layer_norm_type: rms - layer_norm_with_affine: true - bias_for_layer_norm: false - attention_layer_norm_with_affine: false - activation_type: swiglu - residual_dropout: 0.0 - embedding_dropout: 0.0 - max_sequence_length: 4096 - vocab_size: 50280 - embedding_size: 50304 - eos_token_id: 0 - pad_token_id: 1 - init_device: meta - init_fn: normal - init_cutoff_factor: 3 - moe_top_k: 2 - moe_num_experts: 8 - moe_dropless: true - moe_mlp_impl: sparse - moe_zloss_weight: 0.001 - moe_loss_weight: 0.01 - -compile: null - -optimizer: - name: adamw - learning_rate: 4.0e-4 - weight_decay: 0.1 - decay_norm_and_bias: true - decay_embeddings: true - betas: - - 0.9 - - 0.95 - metrics_log_interval: 10 - -scheduler: - name: cosine_with_warmup - units: tokens - t_warmup: 10485760000 - t_max: 3e12 - alpha_f: 0.1 - -tokenizer: - identifier: tokenizers/allenai_gpt-neox-olmo-dolma-v1_5.json - truncate_direction: right - -save_folder: runs/${run_name} -remote_save_folder: s3://ai2-llm/checkpoints/OLMoE/${run_name} -save_overwrite: false - -save_interval: 5000 -save_interval_ephemeral: null -save_num_checkpoints_to_keep: -1 -sharded_checkpointer: olmo_core - -save_interval_unsharded: null -save_num_unsharded_checkpoints_to_keep: -1 - -load_path: null - -max_duration: 2ep -global_train_batch_size: 1024 -device_train_microbatch_size: 4 - -precision: amp_bf16 -distributed_strategy: fsdp - -fsdp: - wrapping_strategy: by_block - precision: mixed - sharding_strategy: FULL_SHARD - -max_grad_norm: 1.0 -max_grad_norm_ratio: null - -speed_monitor: - window_size: 1 - -eval_interval: 5000 -eval_subset_num_batches: -1 -device_eval_batch_size: ${device_train_microbatch_size} -evaluators: - - label: all-small-ppl-validation - data: - num_workers: 0 - drop_last: true - datasets: - c4_en-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy - dolma_books-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy - dolma_common-crawl-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy - dolma_pes2o-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy - dolma_reddit-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy - dolma_stack-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy - dolma_wiki-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy - ice-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy - m2d2_s2orc-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy - pile-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy - wikitext_103-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy - - ########################## - # Downstream evaluations # - ########################## - - label: piqa - type: downstream - - - label: hellaswag - type: downstream - - - label: winogrande - type: downstream - - - label: openbook_qa - type: downstream - - - label: boolq - type: downstream - - - label: sciq - type: downstream - - - label: arc_easy - type: downstream - - - label: arc_challenge - type: downstream - - - label: copa - type: downstream - - - label: commonsense_qa - type: downstream - - - label: social_iqa - type: downstream - - - label: mmlu_stem_var - type: downstream - - - label: mmlu_humanities_var - type: downstream - - - label: mmlu_social_sciences_var - type: downstream - - - label: mmlu_other_var - type: downstream - - - label: mmlu_stem_mc_5shot - type: downstream - - - label: mmlu_humanities_mc_5shot - type: downstream - - - label: mmlu_social_sciences_mc_5shot - type: downstream - - - label: mmlu_other_mc_5shot - type: downstream - - - label: mmlu_stem_mc_5shot_test - type: downstream - - - label: mmlu_humanities_mc_5shot_test - type: downstream - - - label: mmlu_social_sciences_mc_5shot_test - type: downstream - - - label: mmlu_other_mc_5shot_test - type: downstream - -data: - pad_direction: right - num_workers: 16 - drop_last: true - pin_memory: true - prefetch_factor: 8 - persistent_workers: true - timeout: 0 - instance_filter: - repetition_max_period: 13 - repetition_min_period: 1 - repetition_max_count: 32 - paths: - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy - - 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a/configs/olmoe17/olmoe17-8x1b-final-eps-fine.yml b/configs/olmoe17/olmoe17-8x1b-final-eps-fine.yml deleted file mode 100644 index 501ae22e4..000000000 --- a/configs/olmoe17/olmoe17-8x1b-final-eps-fine.yml +++ /dev/null @@ -1,1861 +0,0 @@ -run_name: ${oc.env:SLURM_JOB_ID} -seed: 6198 -dry_run: false -no_pre_train_checkpoint: true -# fused_loss: true -# activation_checkpointing: fine_grained - -wandb: - name: ${run_name} - project: olmoe - group: null - -model: - d_model: 2048 - n_heads: 16 - n_layers: 16 - mlp_ratio: 1 - weight_tying: false - alibi: false - rope: true - flash_attention: true - attention_dropout: 0.0 - attention_layer_norm: true - include_bias: false - block_type: moe - layer_norm_type: rms - layer_norm_with_affine: true - bias_for_layer_norm: false - attention_layer_norm_with_affine: false - activation_type: swiglu - residual_dropout: 0.0 - embedding_dropout: 0.0 - max_sequence_length: 4096 - vocab_size: 50280 - embedding_size: 50304 - eos_token_id: 0 - pad_token_id: 1 - init_device: meta - init_fn: normal - init_cutoff_factor: 3 - moe_top_k: 16 - moe_num_experts: 64 - moe_dropless: true - moe_mlp_impl: sparse - moe_zloss_weight: 0.001 - moe_loss_weight: 0.01 - -compile: null - -optimizer: - name: adamw - learning_rate: 4.0e-4 - eps: 1.0e-8 - weight_decay: 0.1 - decay_norm_and_bias: true - decay_embeddings: true - betas: - - 0.9 - - 0.95 - metrics_log_interval: 10 - -scheduler: - name: cosine_with_warmup - units: tokens - t_warmup: 10485760000 - t_max: 3e12 - alpha_f: 0.1 - -tokenizer: - identifier: tokenizers/allenai_gpt-neox-olmo-dolma-v1_5.json - truncate_direction: right - -save_folder: runs/${run_name} -remote_save_folder: s3://ai2-llm/checkpoints/OLMoE/${run_name} -save_overwrite: false - -save_interval: 5000 -save_interval_ephemeral: null -save_num_checkpoints_to_keep: -1 -sharded_checkpointer: olmo_core - -save_interval_unsharded: null -save_num_unsharded_checkpoints_to_keep: -1 - -load_path: null - -max_duration: 2ep -global_train_batch_size: 1024 -device_train_microbatch_size: 4 - -precision: amp_bf16 -distributed_strategy: fsdp - -fsdp: - wrapping_strategy: by_block - precision: mixed - sharding_strategy: FULL_SHARD - -max_grad_norm: 1.0 -max_grad_norm_ratio: null - -speed_monitor: - window_size: 1 - -eval_interval: 5000 -eval_subset_num_batches: -1 -device_eval_batch_size: ${device_train_microbatch_size} -evaluators: - - label: all-small-ppl-validation - data: - num_workers: 0 - drop_last: true - datasets: - c4_en-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy - dolma_books-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy - dolma_common-crawl-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy - dolma_pes2o-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy - dolma_reddit-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy - dolma_stack-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy - dolma_wiki-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy - ice-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy - m2d2_s2orc-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy - pile-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy - wikitext_103-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy - - ########################## - # Downstream evaluations # - ########################## - - label: piqa - type: downstream - - - label: hellaswag - type: downstream - - - label: winogrande - type: downstream - - - label: openbook_qa - type: downstream - - - label: boolq - type: downstream - - - label: sciq - type: downstream - - - label: arc_easy - type: downstream - - - label: arc_challenge - type: downstream - - - label: copa - type: downstream - - - label: commonsense_qa - type: downstream - - - label: social_iqa - type: downstream - - - label: mmlu_stem_var - type: downstream - - - label: mmlu_humanities_var - type: downstream - - - label: mmlu_social_sciences_var - type: downstream - - - label: mmlu_other_var - type: downstream - - - label: mmlu_stem_mc_5shot - type: downstream - - - label: mmlu_humanities_mc_5shot - type: downstream - - - label: mmlu_social_sciences_mc_5shot - type: downstream - - - label: mmlu_other_mc_5shot - type: downstream - - - label: mmlu_stem_mc_5shot_test - type: downstream - - - label: mmlu_humanities_mc_5shot_test - type: downstream - - - label: mmlu_social_sciences_mc_5shot_test - type: downstream - - - label: mmlu_other_mc_5shot_test - type: downstream - -data: - pad_direction: right - num_workers: 16 - drop_last: true - pin_memory: true - prefetch_factor: 8 - persistent_workers: true - timeout: 0 - instance_filter: - repetition_max_period: 13 - repetition_min_period: 1 - repetition_max_count: 32 - paths: - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy - - 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a/configs/olmoe17/olmoe17-8x1b-final-eps-noqk.yml b/configs/olmoe17/olmoe17-8x1b-final-eps-noqk.yml deleted file mode 100644 index a67b509e3..000000000 --- a/configs/olmoe17/olmoe17-8x1b-final-eps-noqk.yml +++ /dev/null @@ -1,1861 +0,0 @@ -run_name: ${oc.env:SLURM_JOB_ID} -seed: 6198 -dry_run: false -no_pre_train_checkpoint: true -# fused_loss: true -# activation_checkpointing: fine_grained - -wandb: - name: ${run_name} - project: olmoe - group: null - -model: - d_model: 2048 - n_heads: 16 - n_layers: 16 - mlp_ratio: 8 - weight_tying: false - alibi: false - rope: true - flash_attention: true - attention_dropout: 0.0 - attention_layer_norm: false - include_bias: false - block_type: moe - layer_norm_type: rms - layer_norm_with_affine: true - bias_for_layer_norm: false - attention_layer_norm_with_affine: false - activation_type: swiglu - residual_dropout: 0.0 - embedding_dropout: 0.0 - max_sequence_length: 4096 - vocab_size: 50280 - embedding_size: 50304 - eos_token_id: 0 - pad_token_id: 1 - init_device: meta - init_fn: normal - init_cutoff_factor: 3 - moe_top_k: 2 - moe_num_experts: 8 - moe_dropless: true - moe_mlp_impl: sparse - moe_zloss_weight: 0.001 - moe_loss_weight: 0.01 - -compile: null - -optimizer: - name: adamw - learning_rate: 4.0e-4 - eps: 1.0e-8 - weight_decay: 0.1 - decay_norm_and_bias: true - decay_embeddings: true - betas: - - 0.9 - - 0.95 - metrics_log_interval: 10 - -scheduler: - name: cosine_with_warmup - units: tokens - t_warmup: 10485760000 - t_max: 3e12 - alpha_f: 0.1 - -tokenizer: - identifier: tokenizers/allenai_gpt-neox-olmo-dolma-v1_5.json - truncate_direction: right - -save_folder: runs/${run_name} -remote_save_folder: s3://ai2-llm/checkpoints/OLMoE/${run_name} -save_overwrite: false - -save_interval: 5000 -save_interval_ephemeral: null -save_num_checkpoints_to_keep: -1 -sharded_checkpointer: olmo_core - -save_interval_unsharded: null -save_num_unsharded_checkpoints_to_keep: -1 - -load_path: null - -max_duration: 2ep -global_train_batch_size: 1024 -device_train_microbatch_size: 4 - -precision: amp_bf16 -distributed_strategy: fsdp - -fsdp: - wrapping_strategy: by_block - precision: mixed - sharding_strategy: FULL_SHARD - -max_grad_norm: 1.0 -max_grad_norm_ratio: null - -speed_monitor: - window_size: 1 - -eval_interval: 5000 -eval_subset_num_batches: -1 -device_eval_batch_size: ${device_train_microbatch_size} -evaluators: - - label: all-small-ppl-validation - data: - num_workers: 0 - drop_last: true - datasets: - c4_en-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy - dolma_books-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy - dolma_common-crawl-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy - dolma_pes2o-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy - dolma_reddit-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy - dolma_stack-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy - dolma_wiki-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy - ice-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy - m2d2_s2orc-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy - pile-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy - wikitext_103-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy - - ########################## - # Downstream evaluations # - ########################## - - label: piqa - type: downstream - - - label: hellaswag - type: downstream - - - label: winogrande - type: downstream - - - label: openbook_qa - type: downstream - - - label: boolq - type: downstream - - - label: sciq - type: downstream - - - label: arc_easy - type: downstream - - - label: arc_challenge - type: downstream - - - label: copa - type: downstream - - - label: commonsense_qa - type: downstream - - - label: social_iqa - type: downstream - - - label: mmlu_stem_var - type: downstream - - - label: mmlu_humanities_var - type: downstream - - - label: mmlu_social_sciences_var - type: downstream - - - label: mmlu_other_var - type: downstream - - - label: mmlu_stem_mc_5shot - type: downstream - - - label: mmlu_humanities_mc_5shot - type: downstream - - - label: mmlu_social_sciences_mc_5shot - type: downstream - - - label: mmlu_other_mc_5shot - type: downstream - - - label: mmlu_stem_mc_5shot_test - type: downstream - - - label: mmlu_humanities_mc_5shot_test - type: downstream - - - label: mmlu_social_sciences_mc_5shot_test - type: downstream - - - label: mmlu_other_mc_5shot_test - type: downstream - -data: - pad_direction: right - num_workers: 16 - drop_last: true - pin_memory: true - prefetch_factor: 8 - persistent_workers: true - timeout: 0 - instance_filter: - repetition_max_period: 13 - repetition_min_period: 1 - repetition_max_count: 32 - paths: - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy - - 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a/configs/olmoe17/olmoe17-8x1b-final-eps.yml b/configs/olmoe17/olmoe17-8x1b-final-eps.yml deleted file mode 100644 index 712ef3e90..000000000 --- a/configs/olmoe17/olmoe17-8x1b-final-eps.yml +++ /dev/null @@ -1,1861 +0,0 @@ -run_name: ${oc.env:SLURM_JOB_ID} -seed: 6198 -dry_run: false -no_pre_train_checkpoint: true -# fused_loss: true -# activation_checkpointing: fine_grained - -wandb: - name: ${run_name} - project: olmoe - group: null - -model: - d_model: 2048 - n_heads: 16 - n_layers: 16 - mlp_ratio: 8 - weight_tying: false - alibi: false - rope: true - flash_attention: true - attention_dropout: 0.0 - attention_layer_norm: true - include_bias: false - block_type: moe - layer_norm_type: rms - layer_norm_with_affine: true - bias_for_layer_norm: false - attention_layer_norm_with_affine: false - activation_type: swiglu - residual_dropout: 0.0 - embedding_dropout: 0.0 - max_sequence_length: 4096 - vocab_size: 50280 - embedding_size: 50304 - eos_token_id: 0 - pad_token_id: 1 - init_device: meta - init_fn: normal - init_cutoff_factor: 3 - moe_top_k: 2 - moe_num_experts: 8 - moe_dropless: true - moe_mlp_impl: sparse - moe_zloss_weight: 0.001 - moe_loss_weight: 0.01 - -compile: null - -optimizer: - name: adamw - learning_rate: 4.0e-4 - eps: 1.0e-8 - weight_decay: 0.1 - decay_norm_and_bias: true - decay_embeddings: true - betas: - - 0.9 - - 0.95 - metrics_log_interval: 10 - -scheduler: - name: cosine_with_warmup - units: tokens - t_warmup: 10485760000 - t_max: 3e12 - alpha_f: 0.1 - -tokenizer: - identifier: tokenizers/allenai_gpt-neox-olmo-dolma-v1_5.json - truncate_direction: right - -save_folder: runs/${run_name} -remote_save_folder: s3://ai2-llm/checkpoints/OLMoE/${run_name} -save_overwrite: false - -save_interval: 5000 -save_interval_ephemeral: null -save_num_checkpoints_to_keep: -1 -sharded_checkpointer: olmo_core - -save_interval_unsharded: null -save_num_unsharded_checkpoints_to_keep: -1 - -load_path: null - -max_duration: 2ep -global_train_batch_size: 1024 -device_train_microbatch_size: 4 - -precision: amp_bf16 -distributed_strategy: fsdp - -fsdp: - wrapping_strategy: by_block - precision: mixed - sharding_strategy: FULL_SHARD - -max_grad_norm: 1.0 -max_grad_norm_ratio: null - -speed_monitor: - window_size: 1 - -eval_interval: 5000 -eval_subset_num_batches: -1 -device_eval_batch_size: ${device_train_microbatch_size} -evaluators: - - label: all-small-ppl-validation - data: - num_workers: 0 - drop_last: true - datasets: - c4_en-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy - dolma_books-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy - dolma_common-crawl-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy - dolma_pes2o-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy - dolma_reddit-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy - dolma_stack-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy - dolma_wiki-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy - ice-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy - m2d2_s2orc-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy - pile-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy - wikitext_103-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy - - ########################## - # Downstream evaluations # - ########################## - - label: piqa - type: downstream - - - label: hellaswag - type: downstream - - - label: winogrande - type: downstream - - - label: openbook_qa - type: downstream - - - label: boolq - type: downstream - - - label: sciq - type: downstream - - - label: arc_easy - type: downstream - - - label: arc_challenge - type: downstream - - - label: copa - type: downstream - - - label: commonsense_qa - type: downstream - - - label: social_iqa - type: downstream - - - label: mmlu_stem_var - type: downstream - - - label: mmlu_humanities_var - type: downstream - - - label: mmlu_social_sciences_var - type: downstream - - - label: mmlu_other_var - type: downstream - - - label: mmlu_stem_mc_5shot - type: downstream - - - label: mmlu_humanities_mc_5shot - type: downstream - - - label: mmlu_social_sciences_mc_5shot - type: downstream - - - label: mmlu_other_mc_5shot - type: downstream - - - label: mmlu_stem_mc_5shot_test - type: downstream - - - label: mmlu_humanities_mc_5shot_test - type: downstream - - - label: mmlu_social_sciences_mc_5shot_test - type: downstream - - - label: mmlu_other_mc_5shot_test - type: downstream - -data: - pad_direction: right - 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a/configs/olmoe17/olmoe17-8x1b-final-fine.yml b/configs/olmoe17/olmoe17-8x1b-final-fine.yml deleted file mode 100644 index 0ef05169d..000000000 --- a/configs/olmoe17/olmoe17-8x1b-final-fine.yml +++ /dev/null @@ -1,1860 +0,0 @@ -run_name: ${oc.env:SLURM_JOB_ID} -seed: 6198 -dry_run: false -no_pre_train_checkpoint: true -# fused_loss: true -# activation_checkpointing: fine_grained - -wandb: - name: ${run_name} - project: olmoe - group: null - -model: - d_model: 2048 - n_heads: 16 - n_layers: 16 - mlp_ratio: 1 - weight_tying: false - alibi: false - rope: true - flash_attention: true - attention_dropout: 0.0 - attention_layer_norm: true - include_bias: false - block_type: moe - layer_norm_type: rms - layer_norm_with_affine: true - bias_for_layer_norm: false - attention_layer_norm_with_affine: false - activation_type: swiglu - residual_dropout: 0.0 - embedding_dropout: 0.0 - max_sequence_length: 4096 - vocab_size: 50280 - embedding_size: 50304 - eos_token_id: 0 - pad_token_id: 1 - init_device: meta - init_fn: normal - init_cutoff_factor: 3 - moe_top_k: 16 - moe_num_experts: 64 - moe_dropless: true - moe_mlp_impl: sparse - moe_zloss_weight: 0.001 - moe_loss_weight: 0.01 - -compile: null - -optimizer: - name: adamw - learning_rate: 4.0e-4 - weight_decay: 0.1 - decay_norm_and_bias: true - decay_embeddings: false - betas: - - 0.9 - - 0.95 - metrics_log_interval: 10 - -scheduler: - name: cosine_with_warmup - units: tokens - t_warmup: 10485760000 - t_max: 3e12 - alpha_f: 0.1 - -tokenizer: - identifier: tokenizers/allenai_gpt-neox-olmo-dolma-v1_5.json - truncate_direction: right - -save_folder: runs/${run_name} -remote_save_folder: s3://ai2-llm/checkpoints/OLMoE/${run_name} -save_overwrite: false - -save_interval: 5000 -save_interval_ephemeral: null -save_num_checkpoints_to_keep: -1 -sharded_checkpointer: olmo_core - -save_interval_unsharded: null -save_num_unsharded_checkpoints_to_keep: -1 - -load_path: null - -max_duration: 2ep -global_train_batch_size: 1024 -device_train_microbatch_size: 4 - -precision: amp_bf16 -distributed_strategy: fsdp - -fsdp: - wrapping_strategy: by_block - precision: mixed - sharding_strategy: FULL_SHARD - -max_grad_norm: 1.0 -max_grad_norm_ratio: null - -speed_monitor: - window_size: 1 - -eval_interval: 5000 -eval_subset_num_batches: -1 -device_eval_batch_size: ${device_train_microbatch_size} -evaluators: - - label: all-small-ppl-validation - data: - num_workers: 0 - drop_last: true - datasets: - c4_en-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy - dolma_books-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy - dolma_common-crawl-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy - dolma_pes2o-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy - dolma_reddit-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy - dolma_stack-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy - dolma_wiki-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy - ice-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy - m2d2_s2orc-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy - pile-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy - wikitext_103-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy - - ########################## - # Downstream evaluations # - ########################## - - label: piqa - type: downstream - - - label: hellaswag - type: downstream - - - label: winogrande - type: downstream - - - label: openbook_qa - type: downstream - - - label: boolq - type: downstream - - - label: sciq - type: downstream - - - label: arc_easy - type: downstream - - - label: arc_challenge - type: downstream - - - label: copa - type: downstream - - - label: commonsense_qa - type: downstream - - - label: social_iqa - type: downstream - - - label: mmlu_stem_var - type: downstream - - - label: mmlu_humanities_var - type: downstream - - - label: mmlu_social_sciences_var - type: downstream - - - label: mmlu_other_var - type: downstream - - - label: mmlu_stem_mc_5shot - type: downstream - - - label: mmlu_humanities_mc_5shot - type: downstream - - - label: mmlu_social_sciences_mc_5shot - type: downstream - - - label: mmlu_other_mc_5shot - type: downstream - - - label: mmlu_stem_mc_5shot_test - type: downstream - - - label: mmlu_humanities_mc_5shot_test - type: downstream - - - label: mmlu_social_sciences_mc_5shot_test - type: downstream - - - label: mmlu_other_mc_5shot_test - type: downstream - -data: - pad_direction: right - num_workers: 16 - drop_last: true - pin_memory: true - prefetch_factor: 8 - persistent_workers: true - timeout: 0 - instance_filter: - repetition_max_period: 13 - repetition_min_period: 1 - repetition_max_count: 32 - paths: - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy - - 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a/configs/olmoe17/olmoe17-8x1b-final-nodecln.yml b/configs/olmoe17/olmoe17-8x1b-final-nodecln.yml deleted file mode 100644 index 855da50e4..000000000 --- a/configs/olmoe17/olmoe17-8x1b-final-nodecln.yml +++ /dev/null @@ -1,1861 +0,0 @@ -run_name: ${oc.env:SLURM_JOB_ID} -seed: 6198 -dry_run: false -no_pre_train_checkpoint: true -# fused_loss: true -# activation_checkpointing: fine_grained - -wandb: - name: ${run_name} - project: olmoe - group: null - -model: - d_model: 2048 - n_heads: 16 - n_layers: 16 - mlp_ratio: 8 - weight_tying: false - alibi: false - rope: true - flash_attention: true - attention_dropout: 0.0 - attention_layer_norm: true - include_bias: false - block_type: moe - layer_norm_type: rms - layer_norm_with_affine: true - bias_for_layer_norm: false - attention_layer_norm_with_affine: false - activation_type: swiglu - residual_dropout: 0.0 - embedding_dropout: 0.0 - max_sequence_length: 4096 - vocab_size: 50280 - embedding_size: 50304 - eos_token_id: 0 - pad_token_id: 1 - init_device: meta - init_fn: normal - init_cutoff_factor: 3 - moe_top_k: 2 - moe_num_experts: 8 - moe_dropless: true - moe_mlp_impl: sparse - moe_zloss_weight: 0.001 - moe_loss_weight: 0.01 - -compile: null - -optimizer: - name: adamw - learning_rate: 4.0e-4 - eps: 1.0e-8 - weight_decay: 0.1 - decay_norm_and_bias: false - decay_embeddings: true - betas: - - 0.9 - - 0.95 - metrics_log_interval: 10 - -scheduler: - name: cosine_with_warmup - units: tokens - t_warmup: 10485760000 - t_max: 3e12 - alpha_f: 0.1 - -tokenizer: - identifier: tokenizers/allenai_gpt-neox-olmo-dolma-v1_5.json - truncate_direction: right - -save_folder: runs/${run_name} -remote_save_folder: s3://ai2-llm/checkpoints/OLMoE/${run_name} -save_overwrite: false - -save_interval: 5000 -save_interval_ephemeral: null -save_num_checkpoints_to_keep: -1 -sharded_checkpointer: olmo_core - -save_interval_unsharded: null -save_num_unsharded_checkpoints_to_keep: -1 - -load_path: null - -max_duration: 2ep -global_train_batch_size: 1024 -device_train_microbatch_size: 4 - -precision: amp_bf16 -distributed_strategy: fsdp - -fsdp: - wrapping_strategy: by_block - precision: mixed - sharding_strategy: FULL_SHARD - -max_grad_norm: 1.0 -max_grad_norm_ratio: null - -speed_monitor: - window_size: 1 - -eval_interval: 5000 -eval_subset_num_batches: -1 -device_eval_batch_size: ${device_train_microbatch_size} -evaluators: - - label: all-small-ppl-validation - data: - num_workers: 0 - drop_last: true - datasets: - c4_en-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy - dolma_books-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy - dolma_common-crawl-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy - dolma_pes2o-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy - dolma_reddit-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy - dolma_stack-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy - dolma_wiki-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy - ice-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy - m2d2_s2orc-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy - pile-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy - wikitext_103-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy - - ########################## - # Downstream evaluations # - ########################## - - label: piqa - type: downstream - - - label: hellaswag - type: downstream - - - label: winogrande - type: downstream - - - label: openbook_qa - type: downstream - - - label: boolq - type: downstream - - - label: sciq - type: downstream - - - label: arc_easy - type: downstream - - - label: arc_challenge - type: downstream - - - label: copa - type: downstream - - - label: commonsense_qa - type: downstream - - - label: social_iqa - type: downstream - - - label: mmlu_stem_var - type: downstream - - - label: mmlu_humanities_var - type: downstream - - - label: mmlu_social_sciences_var - type: downstream - - - label: mmlu_other_var - type: downstream - - - label: mmlu_stem_mc_5shot - type: downstream - - - label: mmlu_humanities_mc_5shot - type: downstream - - - label: mmlu_social_sciences_mc_5shot - type: downstream - - - label: mmlu_other_mc_5shot - type: downstream - - - label: mmlu_stem_mc_5shot_test - type: downstream - - - label: mmlu_humanities_mc_5shot_test - type: downstream - - - label: mmlu_social_sciences_mc_5shot_test - type: downstream - - - label: mmlu_other_mc_5shot_test - type: downstream - -data: - pad_direction: right - num_workers: 16 - drop_last: true - pin_memory: true - prefetch_factor: 8 - persistent_workers: true - timeout: 0 - instance_filter: - repetition_max_period: 13 - repetition_min_period: 1 - repetition_max_count: 32 - paths: - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy - - 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a/configs/olmoe17/olmoe17-8x1b-final-normdc.yml b/configs/olmoe17/olmoe17-8x1b-final-normdc.yml deleted file mode 100644 index 855da50e4..000000000 --- a/configs/olmoe17/olmoe17-8x1b-final-normdc.yml +++ /dev/null @@ -1,1861 +0,0 @@ -run_name: ${oc.env:SLURM_JOB_ID} -seed: 6198 -dry_run: false -no_pre_train_checkpoint: true -# fused_loss: true -# activation_checkpointing: fine_grained - -wandb: - name: ${run_name} - project: olmoe - group: null - -model: - d_model: 2048 - n_heads: 16 - n_layers: 16 - mlp_ratio: 8 - weight_tying: false - alibi: false - rope: true - flash_attention: true - attention_dropout: 0.0 - attention_layer_norm: true - include_bias: false - block_type: moe - layer_norm_type: rms - layer_norm_with_affine: true - bias_for_layer_norm: false - attention_layer_norm_with_affine: false - activation_type: swiglu - residual_dropout: 0.0 - embedding_dropout: 0.0 - max_sequence_length: 4096 - vocab_size: 50280 - embedding_size: 50304 - eos_token_id: 0 - pad_token_id: 1 - init_device: meta - init_fn: normal - init_cutoff_factor: 3 - moe_top_k: 2 - moe_num_experts: 8 - moe_dropless: true - moe_mlp_impl: sparse - moe_zloss_weight: 0.001 - moe_loss_weight: 0.01 - -compile: null - -optimizer: - name: adamw - learning_rate: 4.0e-4 - eps: 1.0e-8 - weight_decay: 0.1 - decay_norm_and_bias: false - decay_embeddings: true - betas: - - 0.9 - - 0.95 - metrics_log_interval: 10 - -scheduler: - name: cosine_with_warmup - units: tokens - t_warmup: 10485760000 - t_max: 3e12 - alpha_f: 0.1 - -tokenizer: - identifier: tokenizers/allenai_gpt-neox-olmo-dolma-v1_5.json - truncate_direction: right - -save_folder: runs/${run_name} -remote_save_folder: s3://ai2-llm/checkpoints/OLMoE/${run_name} -save_overwrite: false - -save_interval: 5000 -save_interval_ephemeral: null -save_num_checkpoints_to_keep: -1 -sharded_checkpointer: olmo_core - -save_interval_unsharded: null -save_num_unsharded_checkpoints_to_keep: -1 - -load_path: null - -max_duration: 2ep -global_train_batch_size: 1024 -device_train_microbatch_size: 4 - -precision: amp_bf16 -distributed_strategy: fsdp - -fsdp: - wrapping_strategy: by_block - precision: mixed - sharding_strategy: FULL_SHARD - -max_grad_norm: 1.0 -max_grad_norm_ratio: null - -speed_monitor: - window_size: 1 - -eval_interval: 5000 -eval_subset_num_batches: -1 -device_eval_batch_size: ${device_train_microbatch_size} -evaluators: - - label: all-small-ppl-validation - data: - num_workers: 0 - drop_last: true - datasets: - c4_en-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy - dolma_books-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy - dolma_common-crawl-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy - dolma_pes2o-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy - dolma_reddit-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy - dolma_stack-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy - dolma_wiki-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy - ice-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy - m2d2_s2orc-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy - pile-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy - wikitext_103-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy - - ########################## - # Downstream evaluations # - ########################## - - label: piqa - type: downstream - - - label: hellaswag - type: downstream - - - label: winogrande - type: downstream - - - label: openbook_qa - type: downstream - - - label: boolq - type: downstream - - - label: sciq - type: downstream - - - label: arc_easy - type: downstream - - - label: arc_challenge - type: downstream - - - label: copa - type: downstream - - - label: commonsense_qa - type: downstream - - - label: social_iqa - type: downstream - - - label: mmlu_stem_var - type: downstream - - - label: mmlu_humanities_var - type: downstream - - - label: mmlu_social_sciences_var - type: downstream - - - label: mmlu_other_var - type: downstream - - - label: mmlu_stem_mc_5shot - type: downstream - - - label: mmlu_humanities_mc_5shot - type: downstream - - - label: mmlu_social_sciences_mc_5shot - type: downstream - - - label: mmlu_other_mc_5shot - type: downstream - - - label: mmlu_stem_mc_5shot_test - type: downstream - - - label: mmlu_humanities_mc_5shot_test - type: downstream - - - label: mmlu_social_sciences_mc_5shot_test - type: downstream - - - label: mmlu_other_mc_5shot_test - type: downstream - -data: - pad_direction: right - num_workers: 16 - drop_last: true - pin_memory: true - prefetch_factor: 8 - persistent_workers: true - timeout: 0 - instance_filter: - repetition_max_period: 13 - repetition_min_period: 1 - repetition_max_count: 32 - paths: - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy - - 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a/configs/olmoe17/olmoe17-8x1b-final-weka.yaml b/configs/olmoe17/olmoe17-8x1b-final-weka.yaml deleted file mode 100644 index 8df11c12a..000000000 --- a/configs/olmoe17/olmoe17-8x1b-final-weka.yaml +++ /dev/null @@ -1,1860 +0,0 @@ -run_name: ${oc.env:SLURM_JOB_ID} -seed: 6198 -dry_run: false -no_pre_train_checkpoint: true -# fused_loss: true -# activation_checkpointing: fine_grained - -wandb: - name: ${run_name} - project: olmoe - group: null - -model: - d_model: 2048 - n_heads: 16 - n_layers: 16 - mlp_ratio: 8 - weight_tying: false - alibi: false - rope: true - flash_attention: true - attention_dropout: 0.0 - attention_layer_norm: true - include_bias: false - block_type: moe - layer_norm_type: rms - layer_norm_with_affine: true - bias_for_layer_norm: false - attention_layer_norm_with_affine: false - activation_type: swiglu - residual_dropout: 0.0 - embedding_dropout: 0.0 - max_sequence_length: 4096 - vocab_size: 50280 - embedding_size: 50304 - eos_token_id: 0 - pad_token_id: 1 - init_device: meta - init_fn: normal - init_cutoff_factor: 3 - moe_top_k: 2 - moe_num_experts: 8 - moe_dropless: true - moe_mlp_impl: sparse - moe_zloss_weight: 0.001 - moe_loss_weight: 0.01 - -compile: null - -optimizer: - name: adamw - learning_rate: 4.0e-4 - weight_decay: 0.1 - decay_norm_and_bias: true - decay_embeddings: false - betas: - - 0.9 - - 0.95 - metrics_log_interval: 10 - -scheduler: - name: cosine_with_warmup - units: tokens - t_warmup: 10485760000 - t_max: 3e12 - alpha_f: 0.1 - -tokenizer: - identifier: tokenizers/allenai_gpt-neox-olmo-dolma-v1_5.json - truncate_direction: right - -save_folder: runs/${run_name} -remote_save_folder: s3://ai2-llm/checkpoints/OLMoE/${run_name} -save_overwrite: false - -save_interval: 5000 -save_interval_ephemeral: null -save_num_checkpoints_to_keep: -1 -sharded_checkpointer: olmo_core - -save_interval_unsharded: null -save_num_unsharded_checkpoints_to_keep: -1 - -load_path: null - -max_duration: 2ep -global_train_batch_size: 1024 -device_train_microbatch_size: 4 - -precision: amp_bf16 -distributed_strategy: fsdp - -fsdp: - wrapping_strategy: by_block - precision: mixed - sharding_strategy: FULL_SHARD - -max_grad_norm: 1.0 -max_grad_norm_ratio: null - -speed_monitor: - window_size: 1 - -eval_interval: 5000 -eval_subset_num_batches: -1 -device_eval_batch_size: ${device_train_microbatch_size} -evaluators: - - label: all-small-ppl-validation - data: - num_workers: 0 - drop_last: true - datasets: - c4_en-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy - dolma_books-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy - dolma_common-crawl-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy - dolma_pes2o-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy - dolma_reddit-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy - dolma_stack-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy - dolma_wiki-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy - ice-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy - m2d2_s2orc-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy - pile-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy - wikitext_103-validation: - - /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy - - ########################## - # Downstream evaluations # - ########################## - - label: piqa - type: downstream - - - label: hellaswag - type: downstream - - - label: winogrande - type: downstream - - - label: openbook_qa - type: downstream - - - label: boolq - type: downstream - - - label: sciq - type: downstream - - - label: arc_easy - type: downstream - - - label: arc_challenge - type: downstream - - - label: copa - type: downstream - - - label: commonsense_qa - type: downstream - - - label: social_iqa - type: downstream - - - label: mmlu_stem_var - type: downstream - - - label: mmlu_humanities_var - type: downstream - - - label: mmlu_social_sciences_var - type: downstream - - - label: mmlu_other_var - type: downstream - - - label: mmlu_stem_mc_5shot - type: downstream - - - label: mmlu_humanities_mc_5shot - type: downstream - - - label: mmlu_social_sciences_mc_5shot - type: downstream - - - label: mmlu_other_mc_5shot - type: downstream - - - label: mmlu_stem_mc_5shot_test - type: downstream - - - label: mmlu_humanities_mc_5shot_test - type: downstream - - - label: mmlu_social_sciences_mc_5shot_test - type: downstream - - - label: mmlu_other_mc_5shot_test - type: downstream - -data: - pad_direction: right - num_workers: 16 - drop_last: true - pin_memory: true - prefetch_factor: 8 - persistent_workers: true - timeout: 0 - instance_filter: - repetition_max_period: 13 - repetition_min_period: 1 - repetition_max_count: 32 - paths: - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy - - 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s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/wiki/allenai/gpt-neox-olmo-dolma-v1_5/part-0-00001.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/wiki/allenai/gpt-neox-olmo-dolma-v1_5/part-1-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/wiki/allenai/gpt-neox-olmo-dolma-v1_5/part-1-00000.npy \ No newline at end of file diff --git a/configs/olmoe17/olmoe17-8x1b-final.yml b/configs/olmoe17/olmoe17-8x1b-final.yml deleted file mode 100644 index 097aa3675..000000000 --- a/configs/olmoe17/olmoe17-8x1b-final.yml +++ /dev/null @@ -1,1860 +0,0 @@ -run_name: ${oc.env:SLURM_JOB_ID} -seed: 6198 -dry_run: false -no_pre_train_checkpoint: true -# fused_loss: true -# activation_checkpointing: fine_grained - -wandb: - name: ${run_name} - project: olmoe - group: null - -model: - d_model: 2048 - n_heads: 16 - n_layers: 16 - mlp_ratio: 8 - weight_tying: false - alibi: false - rope: true - flash_attention: true - attention_dropout: 0.0 - attention_layer_norm: true - include_bias: false - block_type: moe - layer_norm_type: rms - layer_norm_with_affine: true - bias_for_layer_norm: false - attention_layer_norm_with_affine: false - activation_type: swiglu - residual_dropout: 0.0 - embedding_dropout: 0.0 - max_sequence_length: 4096 - vocab_size: 50280 - embedding_size: 50304 - eos_token_id: 0 - pad_token_id: 1 - init_device: meta - init_fn: normal - init_cutoff_factor: 3 - moe_top_k: 2 - moe_num_experts: 8 - moe_dropless: true - moe_mlp_impl: sparse - moe_zloss_weight: 0.001 - moe_loss_weight: 0.01 - -compile: null - -optimizer: - name: adamw - learning_rate: 4.0e-4 - weight_decay: 0.1 - decay_norm_and_bias: true - decay_embeddings: false - betas: - - 0.9 - - 0.95 - metrics_log_interval: 10 - -scheduler: - name: cosine_with_warmup - units: tokens - t_warmup: 10485760000 - t_max: 3e12 - alpha_f: 0.1 - -tokenizer: - identifier: tokenizers/allenai_gpt-neox-olmo-dolma-v1_5.json - truncate_direction: right - -save_folder: runs/${run_name} -remote_save_folder: s3://ai2-llm/checkpoints/OLMoE/${run_name} -save_overwrite: false - -save_interval: 5000 -save_interval_ephemeral: null -save_num_checkpoints_to_keep: -1 -sharded_checkpointer: olmo_core - -save_interval_unsharded: null -save_num_unsharded_checkpoints_to_keep: -1 - -load_path: null - -max_duration: 2ep -global_train_batch_size: 1024 -device_train_microbatch_size: 4 - -precision: amp_bf16 -distributed_strategy: fsdp - -fsdp: - wrapping_strategy: by_block - precision: mixed - sharding_strategy: FULL_SHARD - -max_grad_norm: 1.0 -max_grad_norm_ratio: null - -speed_monitor: - window_size: 1 - -eval_interval: 5000 -eval_subset_num_batches: -1 -device_eval_batch_size: ${device_train_microbatch_size} -evaluators: - - label: all-small-ppl-validation - data: - num_workers: 0 - drop_last: true - datasets: - c4_en-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy - dolma_books-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy - dolma_common-crawl-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy - dolma_pes2o-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy - dolma_reddit-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy - dolma_stack-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy - dolma_wiki-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy - ice-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy - m2d2_s2orc-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy - pile-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy - wikitext_103-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy - - ########################## - # Downstream evaluations # - ########################## - - label: piqa - type: downstream - - - label: hellaswag - type: downstream - - - label: winogrande - type: downstream - - - label: openbook_qa - type: downstream - - - label: boolq - type: downstream - - - label: sciq - type: downstream - - - label: arc_easy - type: downstream - - - label: arc_challenge - type: downstream - - - label: copa - type: downstream - - - label: commonsense_qa - type: downstream - - - label: social_iqa - type: downstream - - - label: mmlu_stem_var - type: downstream - - - label: mmlu_humanities_var - type: downstream - - - label: mmlu_social_sciences_var - type: downstream - - - label: mmlu_other_var - type: downstream - - - label: mmlu_stem_mc_5shot - type: downstream - - - label: mmlu_humanities_mc_5shot - type: downstream - - - label: mmlu_social_sciences_mc_5shot - type: downstream - - - label: mmlu_other_mc_5shot - type: downstream - - - label: mmlu_stem_mc_5shot_test - type: downstream - - - label: mmlu_humanities_mc_5shot_test - type: downstream - - - label: mmlu_social_sciences_mc_5shot_test - type: downstream - - - label: mmlu_other_mc_5shot_test - type: downstream - -data: - pad_direction: right - num_workers: 16 - drop_last: true - pin_memory: true - prefetch_factor: 8 - persistent_workers: true - timeout: 0 - instance_filter: - repetition_max_period: 13 - repetition_min_period: 1 - repetition_max_count: 32 - paths: - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy - - 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s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/tulu_flan/allenai/gpt-neox-olmo-dolma-v1_5/part-28-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/tulu_flan/allenai/gpt-neox-olmo-dolma-v1_5/part-29-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/tulu_flan/allenai/gpt-neox-olmo-dolma-v1_5/part-30-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/tulu_flan/allenai/gpt-neox-olmo-dolma-v1_5/part-31-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/tulu_flan/allenai/gpt-neox-olmo-dolma-v1_5/part-32-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/tulu_flan/allenai/gpt-neox-olmo-dolma-v1_5/part-33-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/tulu_flan/allenai/gpt-neox-olmo-dolma-v1_5/part-34-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/tulu_flan/allenai/gpt-neox-olmo-dolma-v1_5/part-35-00000.npy - - 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s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/tulu_flan/allenai/gpt-neox-olmo-dolma-v1_5/part-44-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/tulu_flan/allenai/gpt-neox-olmo-dolma-v1_5/part-45-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/tulu_flan/allenai/gpt-neox-olmo-dolma-v1_5/part-46-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/tulu_flan/allenai/gpt-neox-olmo-dolma-v1_5/part-47-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/tulu_flan/allenai/gpt-neox-olmo-dolma-v1_5/part-48-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/tulu_flan/allenai/gpt-neox-olmo-dolma-v1_5/part-49-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/tulu_flan/allenai/gpt-neox-olmo-dolma-v1_5/part-50-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/tulu_flan/allenai/gpt-neox-olmo-dolma-v1_5/part-51-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/tulu_flan/allenai/gpt-neox-olmo-dolma-v1_5/part-52-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/tulu_flan/allenai/gpt-neox-olmo-dolma-v1_5/part-53-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/tulu_flan/allenai/gpt-neox-olmo-dolma-v1_5/part-54-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/tulu_flan/allenai/gpt-neox-olmo-dolma-v1_5/part-55-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/tulu_flan/allenai/gpt-neox-olmo-dolma-v1_5/part-56-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/tulu_flan/allenai/gpt-neox-olmo-dolma-v1_5/part-57-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/tulu_flan/allenai/gpt-neox-olmo-dolma-v1_5/part-58-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/tulu_flan/allenai/gpt-neox-olmo-dolma-v1_5/part-59-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/tulu_flan/allenai/gpt-neox-olmo-dolma-v1_5/part-60-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/tulu_flan/allenai/gpt-neox-olmo-dolma-v1_5/part-61-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/tulu_flan/allenai/gpt-neox-olmo-dolma-v1_5/part-62-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/tulu_flan/allenai/gpt-neox-olmo-dolma-v1_5/part-63-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/tulu_flan/allenai/gpt-neox-olmo-dolma-v1_5/part-64-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/tulu_flan/allenai/gpt-neox-olmo-dolma-v1_5/part-65-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/wiki/allenai/gpt-neox-olmo-dolma-v1_5/part-0-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/wiki/allenai/gpt-neox-olmo-dolma-v1_5/part-0-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/wiki/allenai/gpt-neox-olmo-dolma-v1_5/part-0-00001.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/wiki/allenai/gpt-neox-olmo-dolma-v1_5/part-0-00001.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/wiki/allenai/gpt-neox-olmo-dolma-v1_5/part-1-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/wiki/allenai/gpt-neox-olmo-dolma-v1_5/part-1-00000.npy \ No newline at end of file diff --git a/configs/olmoe17/olmoe17-8x1b-fullshard-swiglu-wrapb-k2-qknorm-zloss.yml b/configs/olmoe17/olmoe17-8x1b-fullshard-swiglu-wrapb-k2-qknorm-zloss.yml deleted file mode 100644 index d211a3f06..000000000 --- a/configs/olmoe17/olmoe17-8x1b-fullshard-swiglu-wrapb-k2-qknorm-zloss.yml +++ /dev/null @@ -1,1286 +0,0 @@ -run_name: ${oc.env:SLURM_JOB_ID} -seed: 6198 -dry_run: false -no_pre_train_checkpoint: true -#activation_checkpointing: fine_grained -fused_loss: true - -wandb: - name: ${run_name} - project: olmoe - group: null - -model: - d_model: 2048 - n_heads: 16 - n_layers: 16 - mlp_ratio: 8 - weight_tying: false - alibi: false - rope: true - flash_attention: true - attention_dropout: 0.0 - attention_layer_norm: true - clip_qkv: 8.0 - include_bias: false - block_type: moe - layer_norm_type: default - layer_norm_with_affine: false - bias_for_layer_norm: false - attention_layer_norm_with_affine: false - activation_type: swiglu - residual_dropout: 0.0 - embedding_dropout: 0.0 - max_sequence_length: 4096 - vocab_size: 50280 - embedding_size: 50304 - eos_token_id: 0 - pad_token_id: 1 - init_device: meta - init_fn: normal - moe_top_k: 2 - moe_num_experts: 8 - moe_expert_model_parallelism: false - moe_dropless: true - moe_mlp_impl: sparse - -compile: null - -optimizer: - name: adamw - learning_rate: 4.0e-4 - weight_decay: 0.1 - decay_norm_and_bias: true - decay_embeddings: true - betas: - - 0.9 - - 0.95 - metrics_log_interval: 10 - -scheduler: - name: cosine_with_warmup - units: tokens - t_warmup: 10485760000 - t_max: 3e12 - alpha_f: 0.1 - grad_clip_warmup_steps: 2097152000 - grad_clip_warmup_factor: 5 - -tokenizer: - identifier: tokenizers/allenai_gpt-neox-olmo-dolma-v1_5.json - truncate_direction: right - -save_folder: runs/${run_name} -remote_save_folder: s3://ai2-llm/checkpoints/OLMoE/${run_name} -save_overwrite: false - -save_interval: 5000 -save_interval_ephemeral: null -save_num_checkpoints_to_keep: -1 -sharded_checkpointer: olmo_core - -save_interval_unsharded: null -save_num_unsharded_checkpoints_to_keep: -1 - -load_path: null - -max_duration: 2ep -global_train_batch_size: 512 -device_train_microbatch_size: 4 - -precision: amp_bf16 - -fsdp: - wrapping_strategy: by_block - precision: mixed - sharding_strategy: FULL_SHARD - -max_grad_norm: 1.0 -max_grad_norm_ratio: null - -speed_monitor: - window_size: 1 - -eval_interval: 1000 -eval_subset_num_batches: -1 -device_eval_batch_size: ${device_train_microbatch_size} -evaluators: - - label: all-small-ppl-validation - data: - num_workers: 0 - drop_last: true - datasets: - c4_en-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy - dolma_books-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy - dolma_common-crawl-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy - dolma_pes2o-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy - dolma_reddit-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy - dolma_stack-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy - dolma_wiki-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy - ice-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy - m2d2_s2orc-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy - pile-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy - wikitext_103-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy - - ########################## - # Downstream evaluations # - ########################## - - label: piqa - type: downstream - - - label: hellaswag - type: downstream - - - label: winogrande - type: downstream - - - label: openbook_qa - type: downstream - - - label: boolq - type: downstream - - - label: sciq - type: downstream - - - label: arc_easy - type: downstream - - - label: arc_challenge - type: downstream - - - label: copa - type: downstream - - #- label: rte - # type: downstream - - #- label: commitment_bank - # type: downstream - - #- label: sst2 - # type: downstream - - - label: commonsense_qa - type: downstream - - - label: social_iqa - type: downstream - - # Doesn't work from cache. - # - label: basic_arithmetic - # type: downstream - - - label: mmlu_stem_var - type: downstream - - - label: mmlu_humanities_var - type: downstream - - - label: mmlu_social_sciences_var - type: downstream - - - label: mmlu_other_var - type: downstream - - - label: mmlu_stem_mc_5shot - type: downstream - - - label: mmlu_humanities_mc_5shot - type: downstream - - - label: mmlu_social_sciences_mc_5shot - type: downstream - - - label: mmlu_other_mc_5shot - type: downstream - - - label: mmlu_stem_mc_5shot_test - type: downstream - - - label: mmlu_humanities_mc_5shot_test - type: downstream - - - label: mmlu_social_sciences_mc_5shot_test - type: downstream - - - label: mmlu_other_mc_5shot_test - type: downstream - -data: - pad_direction: right - num_workers: 16 - drop_last: true - pin_memory: true - prefetch_factor: 8 - persistent_workers: true - timeout: 0 - paths: - ######### NON WEB DATA ######### - # ~> GUTENBERG BOOKS (5.256 GT) - - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/books/gpt-neox-olmo-dolma-v1_5/part-0-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/books/gpt-neox-olmo-dolma-v1_5/part-1-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/books/gpt-neox-olmo-dolma-v1_5/part-2-00000.npy - # ~> PES2O STEM PAPERS (57.21 GT) - - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-16-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-17-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-18-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-19-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-20-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-21-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-22-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-23-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-24-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-25-00000.npy - # ~> WIKIPEDIA & WIKIBOOKS (3.689 GT), repeated twice to up-sample - - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/wiki/gpt-neox-olmo-dolma-v1_5/part-0-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/wiki/gpt-neox-olmo-dolma-v1_5/part-1-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/wiki/gpt-neox-olmo-dolma-v1_5/part-0-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/wiki/gpt-neox-olmo-dolma-v1_5/part-1-00000.npy - # MEGAWIKA v1 (4.6 GT) - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-01-00001.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-02-00001.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-03-00001.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-04-00001.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-05-00001.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-06-00001.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-07-00001.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-08-00001.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-09-00001.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-10-00001.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-11-00001.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-12-00001.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-13-00001.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-14-00001.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-16-00000.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-16-00001.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-17-00000.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-17-00001.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-18-00000.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-18-00001.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-19-00000.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-19-00001.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-20-00000.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-20-00001.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-21-00000.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-21-00001.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-22-00000.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-22-00001.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-23-00000.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-23-00001.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-23-00002.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-24-00000.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-24-00001.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-25-00000.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-25-00001.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-26-00000.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-26-00001.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-27-00000.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-27-00001.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-28-00000.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-29-00000.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-30-00000.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-30-00001.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-31-00000.npy - - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-31-00001.npy - # ~> REDPAJAMA STACK-EXCHANGE (19.63 GT) - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-16-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-17-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-18-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-19-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-20-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-21-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-22-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-23-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-24-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-25-00000.npy - # ~> REDPAJAMA ARXIV (27.97 GT) - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-16-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-17-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-18-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-19-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-20-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-21-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-22-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-23-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-24-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-25-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-26-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-27-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-28-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-29-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-30-00000.npy - - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-31-00000.npy - # ~> PROOFPILE2 ALGEBRAIC STACK (12.623 GT) - - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy - - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy - - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy - - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy - - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy - - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy - - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy - - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy - - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy - - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy - - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy - - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy - - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy - - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy - - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy - - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy - # ~> PROOFPILE2 OPENWEBMATH (12.734 GT) - - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy - - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy - - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy - - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy - - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy - - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy - - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy - - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy - - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy - - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy - - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy - - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy - - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy - # ~> TULU FLAN V1 (16.5 G v2-decontaminated-60M-shots_all-upweight_1-dialog_true-sep_newline) - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-16-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-17-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-18-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-19-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-20-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-21-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-22-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-23-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-24-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-25-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-26-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-27-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-28-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-29-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-30-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-31-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-32-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-33-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-34-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-35-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-36-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-37-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-38-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-39-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-40-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-41-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-42-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-43-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-44-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-45-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-46-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-47-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-48-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-49-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-50-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-51-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-52-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-53-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-54-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-55-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-56-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-57-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-58-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-59-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-60-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-61-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-62-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-63-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-64-00000.npy - - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-65-00000.npy - # ~> CC NEWS (14.3 GT) - - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-0-00000.npy - - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-0-00001.npy - - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-0-00002.npy - - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-0-00003.npy - - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-1-00000.npy - - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-1-00001.npy - - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-1-00002.npy - - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-1-00003.npy - - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-2-00000.npy - - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-2-00001.npy - - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-2-00002.npy - - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-2-00003.npy - - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-3-00000.npy - - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-3-00001.npy - - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-3-00002.npy - - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-3-00003.npy - - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-4-00000.npy - - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-4-00001.npy - - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-4-00002.npy - - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-4-00003.npy - - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-5-00000.npy - - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-5-00001.npy - - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-6-00000.npy - - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-6-00001.npy - - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-6-00002.npy - - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-6-00003.npy - - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-7-00000.npy - - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-7-00001.npy - - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-7-00002.npy - - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-7-00003.npy - - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-8-00000.npy - - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-8-00001.npy - - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-8-00002.npy - #################################### - ######### CODE ######### - # ~> STARCODER (263.775 GT) - - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy - - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-00-00001.npy - - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy - - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy - - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy - - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-03-00001.npy - - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy - - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-04-00001.npy - - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy - - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-05-00001.npy - - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy - - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-06-00001.npy - - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy - - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-07-00001.npy - - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy - - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-08-00001.npy - - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy - - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-09-00001.npy - - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy - - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-10-00001.npy - - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy - - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-11-00001.npy - - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy - - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-12-00001.npy - - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy - - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-13-00001.npy - - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy - - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-14-00001.npy - - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy - - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-15-00001.npy - - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-16-00000.npy - - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-16-00001.npy - - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-17-00000.npy - - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-17-00001.npy - - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-18-00000.npy - - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-18-00001.npy - - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-19-00000.npy - - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-19-00001.npy - - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-20-00000.npy - - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-20-00001.npy - - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-21-00000.npy - - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-21-00001.npy - - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-22-00000.npy - - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-22-00001.npy - - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-23-00000.npy - - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-23-00001.npy - - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-24-00000.npy - - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-24-00001.npy - - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-25-00000.npy - - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-25-00001.npy - - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-26-00000.npy - - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-26-00001.npy - - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-27-00000.npy - - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-27-00001.npy - - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-28-00000.npy - - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-29-00000.npy - - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-30-00000.npy - - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-30-00001.npy - - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-31-00000.npy - - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-31-00001.npy - - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-32-00000.npy - - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-32-00001.npy - - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-33-00000.npy - - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-33-00001.npy - - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-34-00000.npy - - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-34-00001.npy - - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-35-00000.npy - - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-35-00001.npy - - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-36-00000.npy - - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-36-00001.npy - - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-37-00000.npy - - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-37-00001.npy - - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-38-00000.npy - - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-38-00001.npy - - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-39-00000.npy - - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-39-00001.npy - - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-40-00000.npy - - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-40-00001.npy - - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-41-00000.npy - - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-41-00001.npy - - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-42-00000.npy - - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-42-00001.npy - - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-43-00000.npy - - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-43-00001.npy - - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-44-00000.npy - - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-44-00001.npy - - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-45-00000.npy - - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-46-00000.npy - - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-46-00001.npy - - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-47-00000.npy - - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-47-00001.npy - - 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s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-109-00000.npy - - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-110-00000.npy - - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-111-00000.npy - - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-112-00000.npy - - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-113-00000.npy - - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-114-00000.npy - - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-115-00000.npy - - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-116-00000.npy - - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-117-00000.npy - - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-118-00000.npy - - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-119-00000.npy - - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-120-00000.npy - - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-121-00000.npy - - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-122-00000.npy - - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-123-00000.npy - - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-124-00000.npy - - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-125-00000.npy - - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-126-00000.npy - - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-127-00000.npy - - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-128-00000.npy - - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-129-00000.npy - - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-130-00000.npy - - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-131-00000.npy - - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-132-00000.npy - - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-133-00000.npy - - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-134-00000.npy - - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-135-00000.npy - - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-136-00000.npy - - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-137-00000.npy - - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-138-00000.npy - - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-139-00000.npy - - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-140-00000.npy - - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-141-00000.npy - - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-142-00000.npy - - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-143-00000.npy - - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-144-00000.npy - - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-145-00000.npy - - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-146-00000.npy - - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-147-00000.npy - - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-148-00000.npy - - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-149-00000.npy - - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-150-00000.npy - - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-151-00000.npy - - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-152-00000.npy - - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-153-00000.npy - - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-154-00000.npy - - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-155-00000.npy - - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-156-00000.npy - - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-157-00000.npy - - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-158-00000.npy - - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-159-00000.npy - - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-160-00000.npy - - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-161-00000.npy - - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-162-00000.npy - - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-163-00000.npy - - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-164-00000.npy - - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-165-00000.npy - - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-166-00000.npy - - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-167-00000.npy - - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-168-00000.npy - - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-169-00000.npy - - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-170-00000.npy - # ~> REDDIT (79.9 GT) - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-16-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-17-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-18-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-19-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-20-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-21-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-22-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-23-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-24-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-25-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-26-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-27-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-28-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-29-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-30-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-31-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-32-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-33-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-34-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-35-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-36-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-37-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-38-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-39-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-40-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-41-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-42-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-43-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-44-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-45-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-46-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-47-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-48-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-49-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-50-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-51-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-52-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-53-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-54-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-55-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-56-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-57-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-58-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-59-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-60-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-61-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-62-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-63-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-64-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-65-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-66-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-67-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-68-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-69-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-70-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-71-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-72-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-73-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-74-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-75-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-76-00000.npy - - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-77-00000.npy - # ~> FALCON (547.341 GT) - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-000-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-001-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-002-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-003-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-004-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-005-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-006-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-007-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-008-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-009-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-010-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-011-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-012-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-013-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-014-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-015-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-016-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-017-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-018-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-019-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-020-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-021-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-022-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-023-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-024-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-025-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-026-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-027-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-028-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-029-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-030-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-031-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-032-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-033-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-034-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-035-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-036-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-037-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-038-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-039-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-040-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-041-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-042-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-043-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-044-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-045-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-046-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-047-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-048-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-049-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-050-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-051-00000.npy - - 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s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-164-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-165-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-166-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-167-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-168-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-169-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-170-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-171-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-172-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-173-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-174-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-175-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-176-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-177-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-178-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-179-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-180-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-181-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-182-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-183-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-184-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-185-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-186-00000.npy - - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-187-00000.npy - #################################### - ######### WEB REST ######### - # ~> DOLMA CC HEAD 50% (178.4 GT) - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-000-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-001-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-002-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-003-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-004-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-005-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-006-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-006-00001.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-007-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-008-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-009-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-010-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-011-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-012-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-013-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-014-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-015-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-016-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-017-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-018-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-019-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-020-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-021-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-022-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-023-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-024-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-025-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-026-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-027-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-028-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-029-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-030-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-031-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-032-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-033-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-034-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-035-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-036-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-037-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-038-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-039-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-040-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-041-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-042-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-043-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-044-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-045-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-046-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-047-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-048-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-049-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-050-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-051-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-052-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-053-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-054-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-055-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-056-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-057-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-058-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-059-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-060-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-061-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-062-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-063-00000.npy - # ~> DOLMA CC MIDDLE 33% (242.05 GT) - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-000-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-001-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-002-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-003-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-004-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-005-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-006-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-007-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-008-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-009-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-010-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-011-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-012-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-013-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-014-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-015-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-016-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-017-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-018-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-019-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-020-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-021-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-022-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-023-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-024-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-025-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-026-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-027-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-028-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-029-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-030-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-031-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-032-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-033-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-034-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-035-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-036-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-037-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-038-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-039-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-040-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-041-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-042-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-043-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-044-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-045-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-046-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-047-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-048-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-049-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-050-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-051-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-052-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-053-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-054-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-055-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-056-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-057-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-058-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-059-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-060-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-061-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-062-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-063-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-064-00000.npy - # ~> DOLMA CC TAIL 33% (191.4 GT) - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-000-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-001-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-002-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-003-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-004-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-005-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-006-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-007-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-008-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-009-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-010-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-011-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-012-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-013-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-014-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-015-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-016-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-017-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-018-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-019-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-020-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-021-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-022-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-023-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-024-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-025-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-026-00000.npy - - 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s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-090-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-091-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-092-00000.npy diff --git a/configs/olmoe17/olmoe17-8x7b-final.yml b/configs/olmoe17/olmoe17-8x7b-final.yml deleted file mode 100644 index 49e5ad315..000000000 --- a/configs/olmoe17/olmoe17-8x7b-final.yml +++ /dev/null @@ -1,1860 +0,0 @@ -run_name: ${oc.env:SLURM_JOB_ID} -seed: 6198 -dry_run: false -no_pre_train_checkpoint: true -activation_checkpointing: fine_grained -fused_loss: true - -wandb: - name: ${run_name} - project: olmoe - group: null - -model: - d_model: 4096 - n_heads: 32 - n_layers: 32 - mlp_ratio: 8 - weight_tying: false - alibi: false - rope: true - flash_attention: true - attention_dropout: 0.0 - attention_layer_norm: true - include_bias: false - block_type: moe - layer_norm_type: rms - layer_norm_with_affine: true - bias_for_layer_norm: false - attention_layer_norm_with_affine: false - activation_type: swiglu - residual_dropout: 0.0 - embedding_dropout: 0.0 - max_sequence_length: 4096 - vocab_size: 50280 - embedding_size: 50304 - eos_token_id: 0 - pad_token_id: 1 - init_device: meta - init_fn: normal - init_cutoff_factor: 3 - moe_top_k: 2 - moe_num_experts: 8 - moe_dropless: true - moe_mlp_impl: sparse - moe_zloss_weight: 0.001 - moe_loss_weight: 0.01 - -compile: null - -optimizer: - name: adamw - learning_rate: 3.0e-4 - weight_decay: 0.1 - decay_norm_and_bias: true - decay_embeddings: false - betas: - - 0.9 - - 0.95 - metrics_log_interval: 10 - -scheduler: - name: cosine_with_warmup - units: tokens - t_warmup: 10485760000 - t_max: 3e12 - alpha_f: 0.1 - -tokenizer: - identifier: tokenizers/allenai_gpt-neox-olmo-dolma-v1_5.json - truncate_direction: right - -save_folder: runs/${run_name} -remote_save_folder: s3://ai2-llm/checkpoints/OLMoE/${run_name} -save_overwrite: false - -save_interval: 5000 -save_interval_ephemeral: null -save_num_checkpoints_to_keep: -1 -sharded_checkpointer: olmo_core - -save_interval_unsharded: null -save_num_unsharded_checkpoints_to_keep: -1 - -load_path: null - -max_duration: 2ep -global_train_batch_size: 1024 -device_train_microbatch_size: 1 - -precision: amp_bf16 -distributed_strategy: fsdp - -fsdp: - wrapping_strategy: by_block_and_size - precision: mixed - sharding_strategy: FULL_SHARD - -max_grad_norm: 1.0 -max_grad_norm_ratio: null - -speed_monitor: - window_size: 1 - -eval_interval: 5000 -eval_subset_num_batches: -1 -device_eval_batch_size: ${device_train_microbatch_size} -evaluators: - - label: all-small-ppl-validation - data: - num_workers: 0 - drop_last: true - datasets: - c4_en-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy - dolma_books-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy - dolma_common-crawl-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy - dolma_pes2o-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy - dolma_reddit-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy - dolma_stack-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy - dolma_wiki-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy - ice-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy - m2d2_s2orc-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy - pile-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy - wikitext_103-validation: - - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy - - ########################## - # Downstream evaluations # - ########################## - - label: piqa - type: downstream - - - label: hellaswag - type: downstream - - - label: winogrande - type: downstream - - - label: openbook_qa - type: downstream - - - label: boolq - type: downstream - - - label: sciq - type: downstream - - - label: arc_easy - type: downstream - - - label: arc_challenge - type: downstream - - - label: copa - type: downstream - - - label: commonsense_qa - type: downstream - - - label: social_iqa - type: downstream - - - label: mmlu_stem_var - type: downstream - - - label: mmlu_humanities_var - type: downstream - - - label: mmlu_social_sciences_var - type: downstream - - - label: mmlu_other_var - type: downstream - - - label: mmlu_stem_mc_5shot - type: downstream - - - label: mmlu_humanities_mc_5shot - type: downstream - - - label: mmlu_social_sciences_mc_5shot - type: downstream - - - label: mmlu_other_mc_5shot - type: downstream - - - label: mmlu_stem_mc_5shot_test - type: downstream - - - label: mmlu_humanities_mc_5shot_test - type: downstream - - - label: mmlu_social_sciences_mc_5shot_test - type: downstream - - - label: mmlu_other_mc_5shot_test - type: downstream - -data: - pad_direction: right - num_workers: 16 - drop_last: true - pin_memory: true - prefetch_factor: 8 - persistent_workers: true - timeout: 0 - instance_filter: - repetition_max_period: 13 - repetition_min_period: 1 - repetition_max_count: 32 - paths: - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy - - 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s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/tulu_flan/allenai/gpt-neox-olmo-dolma-v1_5/part-44-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/tulu_flan/allenai/gpt-neox-olmo-dolma-v1_5/part-45-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/tulu_flan/allenai/gpt-neox-olmo-dolma-v1_5/part-46-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/tulu_flan/allenai/gpt-neox-olmo-dolma-v1_5/part-47-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/tulu_flan/allenai/gpt-neox-olmo-dolma-v1_5/part-48-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/tulu_flan/allenai/gpt-neox-olmo-dolma-v1_5/part-49-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/tulu_flan/allenai/gpt-neox-olmo-dolma-v1_5/part-50-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/tulu_flan/allenai/gpt-neox-olmo-dolma-v1_5/part-51-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/tulu_flan/allenai/gpt-neox-olmo-dolma-v1_5/part-52-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/tulu_flan/allenai/gpt-neox-olmo-dolma-v1_5/part-53-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/tulu_flan/allenai/gpt-neox-olmo-dolma-v1_5/part-54-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/tulu_flan/allenai/gpt-neox-olmo-dolma-v1_5/part-55-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/tulu_flan/allenai/gpt-neox-olmo-dolma-v1_5/part-56-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/tulu_flan/allenai/gpt-neox-olmo-dolma-v1_5/part-57-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/tulu_flan/allenai/gpt-neox-olmo-dolma-v1_5/part-58-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/tulu_flan/allenai/gpt-neox-olmo-dolma-v1_5/part-59-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/tulu_flan/allenai/gpt-neox-olmo-dolma-v1_5/part-60-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/tulu_flan/allenai/gpt-neox-olmo-dolma-v1_5/part-61-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/tulu_flan/allenai/gpt-neox-olmo-dolma-v1_5/part-62-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/tulu_flan/allenai/gpt-neox-olmo-dolma-v1_5/part-63-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/tulu_flan/allenai/gpt-neox-olmo-dolma-v1_5/part-64-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/tulu_flan/allenai/gpt-neox-olmo-dolma-v1_5/part-65-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/wiki/allenai/gpt-neox-olmo-dolma-v1_5/part-0-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/wiki/allenai/gpt-neox-olmo-dolma-v1_5/part-0-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/wiki/allenai/gpt-neox-olmo-dolma-v1_5/part-0-00001.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/wiki/allenai/gpt-neox-olmo-dolma-v1_5/part-0-00001.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/wiki/allenai/gpt-neox-olmo-dolma-v1_5/part-1-00000.npy - - s3://ai2-llm/preprocessed/olmo-mix/danyh-compiled-v1_7/wiki/allenai/gpt-neox-olmo-dolma-v1_5/part-1-00000.npy \ No newline at end of file From 4606598c04b4df63d90a4f7d0d1015be92775874 Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Thu, 1 Aug 2024 10:40:57 -0700 Subject: [PATCH 109/133] Update megablocks installation --- olmo/config.py | 11 +++++------ olmo/model.py | 6 +++--- olmo/train.py | 2 +- 3 files changed, 9 insertions(+), 10 deletions(-) diff --git a/olmo/config.py b/olmo/config.py index 301151c78..0e53c3147 100644 --- a/olmo/config.py +++ b/olmo/config.py @@ -200,8 +200,7 @@ class BlockType(StrEnum): moe = "moe" """ - A block similar to the sequential block with slightly different - implementations of operations like attention to imitate the behavior of Llama. + A block for OLMoE-style Mixture-of-Experts models. """ @@ -470,12 +469,12 @@ class ModelConfig(BaseConfig): moe_top_k: Optional[int] = 2 """ - The number of top experts to use in the MoE block. + The number of experts to select for each token. """ moe_mlp_impl: Optional[str] = "sparse" """ - Choose "grouped" for grouped GEMM installable via megablocks[gg] + Choose "grouped" for grouped GEMM installable via `pip install git+https://git@github.com/tgale96/grouped_gemm.git@66c7195e35e8c4f22fa6a014037ef511bfa397cb`. """ moe_log_expert_assignment: Optional[bool] = True @@ -505,12 +504,12 @@ class ModelConfig(BaseConfig): moe_zloss_weight: Optional[float] = None """ - Weight for MoE zloss; None means no zloss. 0.001 is a common value + Weight for MoE router z-loss where None means no router z-loss. 0.001 is a common value. """ moe_dropless: Optional[bool] = True """ - Whether to use dMoE (https://arxiv.org/abs/2211.15841) + Whether to use [dMoE](https://arxiv.org/abs/2211.15841). """ moe_capacity_factor: Optional[float] = 1.25 diff --git a/olmo/model.py b/olmo/model.py index 5c93868c6..489a9a1eb 100644 --- a/olmo/model.py +++ b/olmo/model.py @@ -676,7 +676,7 @@ def __init__(self, layer_id: int, config: ModelConfig, cache: BufferCache): from megablocks.layers.dmoe import dMoE from megablocks.layers.moe import MoE except ImportError: - raise ImportError("To train MoEs, you need to install the 'megablocks' package.") + raise ImportError("To train MoEs, please install `pip install git+https://github.com/Muennighoff/megablocks.git@olmoe`") nn.Module.__init__(self) self.layer_id = layer_id @@ -719,7 +719,7 @@ def __init__(self, layer_id: int, config: ModelConfig, cache: BufferCache): # MoE Block kwargs = { - "activation_fn": F.silu if 'glu' in config.activation_type.lower() else self.act, + "activation_fn": F.silu if 'swiglu' in config.activation_type.lower() else self.act, "mlp_type": 'glu' if 'glu' in config.activation_type.lower() else 'mlp', "mlp_impl": config.moe_mlp_impl, "hidden_size": config.d_model, @@ -1790,7 +1790,7 @@ def num_params(self, include_embedding: bool = True, include_inactivate_params: if not include_inactivate_params: # Need to reduce blocks to the number of experts that are selected # If not dropless 'transformer.blocks.0.ffn.experts.mlp.w1' has shape (total_experts, in_dim, out_dim) - # change to 'transformer.blocks.0.ffn.experts.mlp.w1' has shape (selected_experts, in_dim, out_dim) + # change to 'transformer.blocks.0.ffn.experts.mlp.w1' with shape (selected_experts, in_dim, out_dim) # If dropless, the total_experts & out_dim are combined into one dimension idx = self.config.moe_top_k if self.config.moe_dropless: diff --git a/olmo/train.py b/olmo/train.py index 24642291f..c804ace73 100644 --- a/olmo/train.py +++ b/olmo/train.py @@ -68,7 +68,7 @@ get_load_balancing_loss, ) except ImportError: - log.warning(f"Megablocks not installed. If you want to train MoEs, install with `pip install megablocks`.") + pass @dataclass class SpeedMonitor: From f6c707d85f567f43437629d8b3089cf313036300 Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Thu, 1 Aug 2024 10:42:54 -0700 Subject: [PATCH 110/133] Simplify --- olmo/model.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/olmo/model.py b/olmo/model.py index 489a9a1eb..9557e0c6a 100644 --- a/olmo/model.py +++ b/olmo/model.py @@ -676,7 +676,7 @@ def __init__(self, layer_id: int, config: ModelConfig, cache: BufferCache): from megablocks.layers.dmoe import dMoE from megablocks.layers.moe import MoE except ImportError: - raise ImportError("To train MoEs, please install `pip install git+https://github.com/Muennighoff/megablocks.git@olmoe`") + raise ImportError("To train MoEs, run `pip install git+https://github.com/Muennighoff/megablocks.git@olmoe`") nn.Module.__init__(self) self.layer_id = layer_id From 76f0376556a23d4129de3b574e806854011b92e3 Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Thu, 1 Aug 2024 10:44:13 -0700 Subject: [PATCH 111/133] Simplify --- scripts/olmoe/olmoe-gantry-moe.sh | 358 ------------------------------ 1 file changed, 358 deletions(-) delete mode 100644 scripts/olmoe/olmoe-gantry-moe.sh diff --git a/scripts/olmoe/olmoe-gantry-moe.sh b/scripts/olmoe/olmoe-gantry-moe.sh deleted file mode 100644 index f87cfbb49..000000000 --- a/scripts/olmoe/olmoe-gantry-moe.sh +++ /dev/null @@ -1,358 +0,0 @@ -#!/usr/bin/env bash -set -ex - -#CONFIG_PATH=configs/olmoe/OLMoE-8x1B-NOSHARD-S3.yml -#CONFIG_PATH=configs/olmoe17/olmoe17-8x1b-fullshard-swiglu-wrapb.yml -#CONFIG_PATH=configs/olmoe17/olmoe17-8x1b-fullshard-swiglu-wrapb-s1k1.yml -#CONFIG_PATH=configs/olmoe17/olmoe17-32x1b-fullshard-swiglu-wrapb-s1k3.yml -#CONFIG_PATH=configs/olmoe17/olmoe17-32x1b-fullshard-wrapb-s1k3.yml -#CONFIG_PATH=configs/olmoe17/olmoe17-8x1b-fullshard-swiglu-wrapb-lblfp32.yml -#CONFIG_PATH=configs/olmoe17/olmoe17-32x1b-fullshard-swiglu-wrapb-s1k3-ec.yml -#CONFIG_PATH=configs/olmoe17/olmoe17-8x1b-fullshard-swiglu-wrapb-ec.yml -#CONFIG_PATH=configs/olmoe17/olmoe17-8x1b-fullshard-swiglu-wrapb-ec.yml - -#CONFIG_PATH=configs/olmoe17/olmoe17-8x1b-fullshard-swiglu-wrapb-k2-compile.yml -#CONFIG_PATH=configs/olmoe17/olmoe17-8x1b-fullshard-wrapb-k2-compile.yml -#CONFIG_PATH=configs/olmoe17/olmoe17-8x1b-fullshard-swiglu-wrapb-k2-lblfp32.yml -#CONFIG_PATH=configs/olmoe17/olmoe17-16x1b-fullshard-swiglu-wrapb-s1k1.yml -#CONFIG_PATH=configs/olmoe17/olmoe17-16x1b-fullshard-swiglu-wrapb-k2.yml -#CONFIG_PATH=configs/olmoe17/olmoe17-8x1b-fullshard-swiglu-wrapb-k2.yml -#CONFIG_PATH=configs/olmoe17/olmoe17-8x1b-fullshard-swiglu-wrapb-k2-init.yml -#ARGS='--run_name=olmoe17-8x1b-fullshard-swiglu-wrapb-k2-init' - -#CONFIG_PATH=configs/olmoe17/olmoe17-s128x1b-fullshard-swiglu-wrapb-k2.yml -#ARGS='--run_name=olmoe17-s128x1b-fullshard-swiglu-wrapb-k2 --device_train_microbatch_size=1' - -#CONFIG_PATH=configs/olmoe17/olmoe17-8x1b-fullshard-swiglu-wrapb-k2-datafix.yml -#CONFIG_PATH=configs/olmoe17/olmoe17-8x1b-fullshard-swiglu-wrapb-k2.yml -#ARGS='--run_name=olmoe17-8x1b-fullshard-swiglu-wrapb-k2-datafix-scratch' - -#CONFIG_PATH=configs/olmoe17/olmoe17-8x1b-fullshard-swiglu-wrapb-k2-zloss.yml -#ARGS='--run_name=olmoe17-8x1b-fullshard-swiglu-wrapb-k2-zloss-scratch' - -# --gen1_gc_interval=32' - -# --activation_checkpointing=fine_grained' # --gen1_gc_interval=32 -#--load_path=s3://ai2-llm/checkpoints/OLMoE/olmoe17-8x1b-fullshard-swiglu-wrapb-k2-init-qknorm/step155000/ - -#CONFIG_PATH=configs/olmoe17/olmoe17-8x1b-fullshard-swiglu-wrapb-ec-k2-il.yml - -#CONFIG_PATH=configs/olmoe17/olmoe17-8x1b-fullshard-swiglu-wrapb-ecg-k2-il.yml -#ARGS='--load_path=s3://ai2-llm/checkpoints/OLMoE/8x1b-954000-il-unsharded/ --reset_optimizer_state=True --reset_trainer_state=True --run_name=olmoe17-8x1b-fullshard-swiglu-wrapb-ecg-k2-il --gen1_gc_interval=32 --device_train_microbatch_size=4 --fused_loss=true' - -#CONFIG_PATH=configs/olmoe17/olmoe17-8x1b-fullshard-swiglu-wrapb-k2-zloss.yml -#ARGS='--run_name=olmoe17-8x1b-fullshard-swiglu-wrapb-k2-zloss-scratch --load_path=s3://ai2-llm/checkpoints/OLMoE/olmoe17-8x1b-fullshard-swiglu-wrapb-k2-zloss-scratch/step45000/ --save_overwrite' - -#CONFIG_PATH=configs/olmoe17/olmoe17-8x1b-fullshard-swiglu-wrapb-k2.yml -#ARGS='--load_path=s3://ai2-llm/checkpoints/OLMoE/olmoe17-8x1b-fullshard-swiglu-wrapb-k2-05noise/step350000/ --run_name=olmoe17-8x1b-fullshard-swiglu-wrapb-k2-05noise' - -#CONFIG_PATH=configs/olmoe17/olmoe17-8x1b-fullshard-swiglu-wrapb-k2-init-qknorm.yml -#ARGS='--load_path=s3://ai2-llm/checkpoints/OLMoE/olmoe17-8x1b-fullshard-swiglu-wrapb-k2-init-qknorm/step155000/ --run_name=olmoe17-8x1b-fullshard-swiglu-wrapb-k2-init-qknorm' - -#CONFIG_PATH=configs/olmoe17/olmoe17-8x1b-fullshard-swiglu-wrapb-k2-qknorm-zloss.yml -#ARGS='--run_name=olmoe17-8x1b-fullshard-swiglu-wrapb-k2-qknorm-zloss-scratch --save_overwrite' - - -#CONFIG_PATH=configs/olmoe17/olmoe17-8x1b-fullshard-swiglu-wrapb-k2-init-zloss.yml -#ARGS='--run_name=olmoe17-8x1b-fullshard-swiglu-wrapb-k2-init-zloss-scratch --save_overwrite' - -#CONFIG_PATH=configs/olmoe17/olmoe17-8x1b-fullshard-swiglu-wrapb-k2-init-zloss-paths.yml -#ARGS='--run_name=olmoe17-8x1b-fullshard-swiglu-wrapb-k2-init-zloss-scratch-paths --save_overwrite' - - -CONFIG_PATH=configs/olmoe17/olmoe17-8x1b-final.yml -ARGS='--run_name=olmoe17-8x1b-final-norm --save_overwrite --device_train_microbatch_size=2 --load_path=s3://ai2-llm/checkpoints/OLMoE/olmoe17-8x1b-final-norm/step35000/' - - -#CONFIG_PATH=configs/olmoe17/olmoe17-8x1b-final-nodecln.yml -#ARGS='--run_name=olmoe17-8x1b-final-nodecln --save_overwrite --device_train_microbatch_size=2' -# --activation_checkpointing=fine_grained' - -#CONFIG_PATH=configs/olmoe17/olmoe17-8x1b-final-decemb.yml -#ARGS='--run_name=olmoe17-8x1b-final-decemb --save_overwrite --device_train_microbatch_size=2 --load_path=s3://ai2-llm/checkpoints/OLMoE/olmoe17-8x1b-final-decemb/step5000/' - - -#CONFIG_PATH=configs/olmoe17/olmoe17-8x1b-final-eps.yml -#ARGS='--run_name=olmoe17-8x1b-final-eps --save_overwrite --device_train_microbatch_size=2 --load_path=s3://ai2-llm/checkpoints/OLMoE/olmoe17-8x1b-final-eps/step5000/ --save_overwrite' - -#CONFIG_PATH=configs/olmoe17/olmoe17-8x1b-final-fine.yml -#ARGS='--run_name=olmoe17-8x1b-final-fine --save_overwrite --device_train_microbatch_size=2' -# --fused_loss=true --activation_checkpointing=fine_grained' - -#CONFIG_PATH=configs/olmoe17/olmoe17-8x1b-fullshard-swiglu-wrapb-k2-zloss.yml -#ARGS='--run_name=olmoe17-8x1b-fullshard-swiglu-wrapb-k2-zloss --load_path=s3://ai2-llm/checkpoints/OLMoE/olmoe17-8x1b-fullshard-swiglu-wrapb-k2-zloss/step120000/ --save_overwrite' - - -# --activation_checkpointing=fine_grained' - -# --activation_checkpointing=fine_grained - - -#CONFIG_PATH=configs/olmoe17/olmoe17-8x7b-final.yml -#ARGS='--run_name=olmoe17-8x7b-final' - - -#CONFIG_PATH=configs/olmoe17/olmoe17-8x1b-fullshard-swiglu-wrapb-k2-zloss.yml -#ARGS='--run_name=olmoe17-8x1b-fullshard-swiglu-wrapb-k2-zloss --load_path=s3://ai2-llm/checkpoints/OLMoE/olmoe17-8x1b-fullshard-swiglu-wrapb-k2-zloss/step40000/ --save_overwrite' - -#CONFIG_PATH=configs/olmoe17/olmoe17-8x1b-fullshard-swiglu-wrapb-k2-zloss-final.yml - -#ARGS='--run_name=olmoe17-8x1b-final --save_overwrite --fsdp.sharding_strategy=SHARD_GRAD_OP --fused_loss=true --activation_checkpointing=fine_grained' -#ARGS='--run_name=olmoe17-8x1b-final --save_overwrite' -# --fused_loss=true --activation_checkpointing=fine_grained' -# --fused_loss=true --activation_checkpointing=fine_grained' -# --fsdp.sharding_strategy=SHARD_GRAD_OP' - -#CONFIG_PATH=configs/olmoe17/olmoe17-8x1b-final-normdc.yml -#ARGS='--run_name=olmoe17-8x1b-final-normdc --save_overwrite --device_train_microbatch_size=2' - -#CONFIG_PATH=configs/olmoe17/olmoe17-8x1b-final-normdc.yml -#ARGS='--run_name=olmoe17-8x1b-final-normdc --save_overwrite --device_train_microbatch_size=2' - -#CONFIG_PATH=configs/olmoe17/olmoe-8x1b-newhp-oldds.yml -#ARGS='--run_name=olmoe-8x1b-newhp-oldds --save_overwrite --device_train_microbatch_size=2' - -#CONFIG_PATH=configs/olmoe17/olmoe17-8x1b-final-eps-noqk.yml -#ARGS='--run_name=olmoe17-8x1b-final-eps-noqk --save_overwrite --device_train_microbatch_size=2' - - - - -#CONFIG_PATH=configs/olmoe17/olmoe17-8x1b-final-eps-fine.yml -#ARGS='--run_name=olmoe17-8x1b-final-eps-fine --save_overwrite --device_train_microbatch_size=2 --fsdp.sharding_strategy=HYBRID_SHARD' - -#CONFIG_PATH=configs/olmoe17/olmoe-8x1b-newhp-newds-s3.yml -#ARGS='--run_name=olmoe-8x1b-newhp-newds --save_overwrite --fsdp.sharding_strategy=HYBRID_SHARD' - -#CONFIG_PATH=configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-fine.yml -#ARGS='--run_name=olmoe-8x1b-newhp-newds-cx5-fine --save_overwrite --fsdp.sharding_strategy=HYBRID_SHARD --device_train_microbatch_size=4 --load_path=s3://ai2-llm/checkpoints/OLMoE/olmoe-8x1b-newhp-newds-cx5-fine/step20000/' - -#CONFIG_PATH=configs/olmoe17/olmo-1b-newhp-newds-cx5-reddit.yml -#ARGS='--run_name=olmo-1b-newhp-newds-cx5-reddit --save_overwrite --fsdp.sharding_strategy=HYBRID_SHARD --device_train_microbatch_size=4 --load_path=s3://ai2-llm/checkpoints/OLMoE/olmo-1b-newhp-newds-cx5-reddit/step5000/' - -CONFIG_PATH=configs/olmoe17/olmo-1b-newhp-newds-cx5-flan.yml -ARGS='--run_name=olmo-1b-newhp-newds-cx5-flan --save_overwrite --fsdp.sharding_strategy=FULL_SHARD --device_train_microbatch_size=4 --load_path=s3://ai2-llm/checkpoints/OLMoE/olmo-1b-newhp-newds-cx5-flan/step20000/' - -#CONFIG_PATH=configs/olmoe17/olmo-1b-newhp-newds-cx5-datafix.yml -#ARGS='--run_name=olmo-1b-newhp-newds-cx5-datafix --save_overwrite --fsdp.sharding_strategy=HYBRID_SHARD --device_train_microbatch_size=4' - -#CONFIG_PATH=configs/olmoe17/olmoe-8x1b-newhp-newds-s3-cx5.yml -#ARGS='--run_name=olmoe-8x1b-newhp-newds-cx5 --save_overwrite --fsdp.sharding_strategy=HYBRID_SHARD --device_train_microbatch_size=4' - -#CONFIG_PATH=configs/olmoe17/olmo-1b-newhp-oldds-cx5.yml -#ARGS='--run_name=olmo-1b-newhp-oldds-cx5 --save_overwrite --fsdp.sharding_strategy=HYBRID_SHARD --device_train_microbatch_size=4' - -#CONFIG_PATH=configs/olmoe17/olmo-1b-newhp-newds-cx5.yml -#ARGS='--run_name=olmo-1b-newhp-newds-cx5 --save_overwrite --fsdp.sharding_strategy=HYBRID_SHARD --device_train_microbatch_size=4 --load_path=s3://ai2-llm/checkpoints/OLMoE/olmo-1b-newhp-newds-cx5/step10000/' - -#CONFIG_PATH=configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-k2.yml -#ARGS='--run_name=olmoe-8x1b-newhp-newds-cx5-k2 --save_overwrite --fsdp.sharding_strategy=HYBRID_SHARD --device_train_microbatch_size=4 --fused_loss=true --activation_checkpointing=fine_grained' - -#CONFIG_PATH=configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-k2-fine.yml -#ARGS='--run_name=olmoe-8x1b-newhp-newds-cx5-k2-fine --save_overwrite --fsdp.sharding_strategy=HYBRID_SHARD --device_train_microbatch_size=2' -#CONFIG_PATH=configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-k2-fine-s3.yml -#ARGS='--run_name=olmoe-8x1b-newhp-newds-cx5-k2-fine --save_overwrite --fsdp.sharding_strategy=HYBRID_SHARD --device_train_microbatch_size=2 --load_path=s3://ai2-llm/checkpoints/OLMoE/olmoe-8x1b-newhp-newds-cx5-k2-fine/step10000/' - -CONFIG_PATH=configs/olmoe17/olmoe-8x1b-newhp-newds-final.yml -ARGS='--run_name=olmoe-8x1b-newhp-newds-final --save-overwrite --fsdp.sharding_strategy=FULL_SHARD --device_train_microbatch_size=4 --canceled_check_interval=9999999 --load_path=s3://ai2-llm/checkpoints/OLMoE/olmoe-8x1b-newhp-newds-final/step1110000/ --epoch=1' - -CONFIG_PATH=configs/olmoe17/olmoe-8x7b.yml -ARGS='--run_name=olmoe-8x7b.yml --save_overwrite --fsdp.sharding_strategy=FULL_SHARD' -# --activation_checkpointing=fine_grained --fused_loss=true' - -CONFIG_PATH=configs/olmoe17/olmoe-8x7b-A7B.yml -ARGS='--run_name=olmoe-8x7b-A7B --save_overwrite --fsdp.sharding_strategy=FULL_SHARD --device_train_microbatch_size=2' - -CONFIG_PATH=configs/olmoe17/olmoe-8x1b-newhp-newds-final-double.yml -ARGS='--run_name=olmoe-8x1b-newhp-newds-final-double --save_overwrite --device_train_microbatch_size=2' - -CONFIG_PATH=configs/olmoe17/olmoe-8x1b-newhp-newds-final-double-alt.yml -ARGS='--run_name=olmoe-8x1b-newhp-newds-final-double-alt --save_overwrite --device_train_microbatch_size=2' - -CONFIG_PATH=configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-fine1-datafix.yml -ARGS='--run_name=olmoe-8x1b-newhp-newds-cx5-fine1-datafix --save_overwrite --device_train_microbatch_size=4' - -CONFIG_PATH=configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-fine1-newtok.yml -ARGS='--run_name=olmoe-8x1b-newhp-newds-cx5-fine1-newtok --save_overwrite --device_train_microbatch_size=2' - -CONFIG_PATH=configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-fine1-newtok.yml -ARGS='--run_name=olmoe-8x1b-newhp-newds-cx5-fine1-newtok --save_overwrite --device_train_microbatch_size=4 --fsdp.wrapping_strategy=by_block_and_size' - -CONFIG_PATH=configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-fine1-newtok.yml -ARGS='--run_name=olmoe-8x1b-newhp-newds-cx5-fine1-newtok --save_overwrite --device_train_microbatch_size=4 --fsdp.wrapping_strategy=by_block_and_size' - -CONFIG_PATH=configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-fine1-newtok.yml -ARGS='--run_name=olmoe-8x1b-newhp-newds-cx5-fine1-newtok --save_overwrite --device_train_microbatch_size=4 --activation_checkpointing=fine_grained --fused_loss=true' - -CONFIG_PATH=configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-fine1-newtok.yml -ARGS='--run_name=olmoe-8x1b-newhp-newds-cx5-fine1-newtok --save_overwrite --device_train_microbatch_size=4 --activation_checkpointing=fine_grained --fused_loss=true --fsdp.wrapping_strategy=by_block_and_size' - - -#CONFIG_PATH=configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-fine1-normreorder.yml -#ARGS='--run_name=olmoe-8x1b-newhp-newds-cx5-fine1-normreorder --save_overwrite --device_train_microbatch_size=4' - -#CONFIG_PATH=configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-fine1-docmask.yml -#ARGS='--run_name=olmoe-8x1b-newhp-newds-cx5-fine1-docmask --save_overwrite --device_train_microbatch_size=4' - -CONFIG_PATH=configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-fine1-docmask-8k.yml -ARGS='--run_name=olmoe-8x1b-newhp-newds-cx5-fine1-docmask-8k --save_overwrite --device_train_microbatch_size=2' - -# --activation_checkpointing=fine_grained --fused_loss=true' - -#configs/olmoe17/olmoe-8x1b-newhp-newds-final-double.yml -#CONFIG_PATH=configs/olmoe17/olmoe-8x1b-newhp-newds-final-anneal.yml -#ARGS='--run_name=olmoe-8x1b-newhp-newds-final-annealFrom1200000 --save-overwrite --fsdp.sharding_strategy=FULL_SHARD --canceled_check_interval=9999999 --load_path=s3://ai2-llm/checkpoints/OLMoE/olmoe-8x1b-newhp-newds-final/step1200000/' - -# --load_path=s3://ai2-llm/checkpoints/OLMoE/olmoe-8x1b-newhp-newds-final/step20000/' -#--activation_checkpointing=fine_grained' - -#CONFIG_PATH=configs/olmoe17/olmoe-8x1b-newhp-newds-final-densecomp.yml -#ARGS='--run_name=olmoe-8x1b-newhp-newds-final-densecomp --save_overwrite --fsdp.sharding_strategy=FULL_SHARD --device_train_microbatch_size=8 --canceled_check_interval=200' # --activation_checkpointing=fine_grained - -# --fused_loss=true --activation_checkpointing=fine_grained' - -#CONFIG_PATH=configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-fine-shared-s3.yml -#ARGS='--run_name=olmoe-8x1b-newhp-newds-cx5-fine-shared --save_overwrite --fsdp.sharding_strategy=FULL_SHARD --device_train_microbatch_size=4 --load_path=s3://ai2-llm/checkpoints/OLMoE/olmoe-8x1b-newhp-newds-cx5-fine-shared/step20000/' - -#CONFIG_PATH=configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-fine05.yml -#ARGS='--run_name=olmoe-8x1b-newhp-newds-cx5-fine05 --save_overwrite --fsdp.sharding_strategy=HYBRID_SHARD --device_train_microbatch_size=4 --fused_loss=true --activation_checkpointing=fine_grained' - -#CONFIG_PATH=configs/olmoe17/olmoe-8x1b-newhp-newds-cx5-fine1.yml -#ARGS='--run_name=olmoe-8x1b-newhp-newds-cx5-fine1 --save_overwrite --fsdp.sharding_strategy=HYBRID_SHARD --device_train_microbatch_size=4 --fused_loss=true --activation_checkpointing=fine_grained --load_path=s3://ai2-llm/checkpoints/OLMoE/olmoe-8x1b-newhp-newds-cx5-fine1/step5000/' - -CONFIG_PATH=configs/olmoe17/olmoe-8x1b-newhp-newds-final-v2.yml -ARGS='--run_name=olmoe-8x1b-newhp-newds-final-v2 --fused_loss=true --activation_checkpointing=fine_grained --fsdp.wrapping_strategy=by_block_and_size --load_path=s3://ai2-llm/checkpoints/OLMoE/olmoe-8x1b-newhp-newds-final-v2/step300000/' -#--activation_checkpointing=fine_grained -#NUM_NODES=1 -#NUM_NODES=16 -NUM_NODES=32 -#NUM_NODES=8 -BEAKER_REPLICA_RANK=0 - -#ARGS='--load_path=s3://ai2-llm/checkpoints/OLMoE/8x1b-954000-unsharded/ --reset_optimizer_state=True --reset_trainer_state=True --run_name=olmoe17-8x1b-fullshard-swiglu-wrapb-s1k1' -#ARGS='--load_path=s3://ai2-llm/checkpoints/OLMoE/8x1b-954000-unsharded/ --reset_optimizer_state=True --reset_trainer_state=True --run_name=olmoe17-8x1b-fullshard-swiglu-wrapb-noscaling' -#ARGS='--load_path=s3://ai2-llm/checkpoints/OLMoE/8x1b-954000-unsharded/ --reset_optimizer_state=True --reset_trainer_state=True --run_name=olmoe17-8x1b-fullshard-swiglu-wrapb-lblfp32' -#ARGS='--load_path=s3://ai2-llm/checkpoints/OLMoE/32x1b-954000-s1k3-unsharded/ --reset_optimizer_state=True --reset_trainer_state=True --run_name=olmoe17-32x1b-fullshard-swiglu-wrapb-s1k3' -#ARGS='--load_path=s3://ai2-llm/checkpoints/OLMoE/olmoe17-32x1b-fullshard-swiglu-wrapb-s1k3/step5000/ --run_name=olmoe17-32x1b-fullshard-swiglu-wrapb-s1k3 --fused_loss=true' -#ARGS='--load_path=s3://ai2-llm/checkpoints/OLMoE/olmoe17-32x1b-fullshard-swiglu-wrapb-s1k3/step5000/ --run_name=olmoe17-32x1b-fullshard-swiglu-wrapb-s1k3 --fsdp.sharding_strategy=SHARD_GRAD_OP' -#ARGS='--run_name=olmoe17-32x1b-fullshard-swiglu-wrapb-s1k3 --fsdp.sharding_strategy=HYBRID_SHARD' -#ARGS='--run_name=olmoe17-32x1b-fullshard-wrapb-s1k3' -#ARGS='--load_path=s3://ai2-llm/checkpoints/OLMoE/32x1b-954000-s1k3-unsharded/ --reset_optimizer_state=True --reset_trainer_state=True --run_name=olmoe17-8x1b-fullshard-swiglu-wrapb-ec' - -#ARGS='--load_path=s3://ai2-llm/checkpoints/OLMoE/olmoe17-8x1b-fullshard-swiglu-wrapb-k2/step330000/ --run_name=olmoe17-8x1b-fullshard-swiglu-wrapb-k2' -#ARGS='--load_path=s3://ai2-llm/checkpoints/OLMoE/olmoe17-8x1b-fullshard-swiglu-wrapb-k2-lblfp32/step15000/ --run_name=olmoe17-8x1b-fullshard-swiglu-wrapb-k2-lblfp32' -#ARGS='--load_path=s3://ai2-llm/checkpoints/OLMoE/8x1b-954000-unsharded/ --reset_optimizer_state=True --reset_trainer_state=True --run_name=olmoe17-8x1b-fullshard-swiglu-wrapb-k2-lblfp32 --device_train_microbatch_size=2' -#ARGS='--load_path=s3://ai2-llm/checkpoints/OLMoE/8x1b-954000-unsharded/ --reset_optimizer_state=True --reset_trainer_state=True --run_name=olmoe17-8x1b-fullshard-swiglu-wrapb-k2-lblfp32 --device_train_microbatch_size=2' -#ARGS='--load_path=s3://ai2-llm/checkpoints/OLMoE/olmoe17-8x1b-fullshard-swiglu-wrapb-lblfp32/step40000/ --run_name=olmoe17-8x1b-fullshard-swiglu-wrapb-lblfp32' -#ARGS='--load_path=s3://ai2-llm/checkpoints/OLMoE/8x1b-954000-05noise-unsharded/ --reset_optimizer_state=True --reset_trainer_state=True --run_name=olmoe17-8x1b-fullshard-swiglu-wrapb-k2-05noise' -#ARGS='--load_path=s3://ai2-llm/checkpoints/OLMoE/olmoe17-8x1b-fullshard-swiglu-wrapb-k2-05noise/step200000/ --run_name=olmoe17-8x1b-fullshard-swiglu-wrapb-k2-05noise' -#ARGS='--run_name=olmoe17-8x1b-fullshard-wrapb-k2-scratch --gen1_gc_interval=32' -#ARGS='--load_path=s3://ai2-llm/checkpoints/OLMoE/8x1b-954000-il-unsharded/ --reset_optimizer_state=True --reset_trainer_state=True --run_name=olmoe17-8x1b-fullshard-swiglu-wrapb-ec-k2 --gen1_gc_interval=32 --device_train_microbatch_size=8 --fused_loss=true --activation_checkpointing=fine_grained' -#ARGS='--load_path=s3://ai2-llm/checkpoints/OLMoE/8x1b-954000-il-unsharded/ --reset_optimizer_state=True --reset_trainer_state=True --run_name=olmoe17-8x1b-fullshard-swiglu-wrapb-ec-k2 --gen1_gc_interval=32 --device_train_microbatch_size=4 --fused_loss=true' -#--fused_loss=true --activation_checkpointing=fine_grained' - - -#ARGS='--load_path=s3://ai2-llm/checkpoints/OLMoE/16x1b-954000-unsharded/ --reset_optimizer_state=True --reset_trainer_state=True --run_name=olmoe17-16x1b-fullshard-swiglu-wrapb-k2' -#ARGS='--load_path=s3://ai2-llm/checkpoints/OLMoE/16x1b-954000-s1k1-unsharded/ --reset_optimizer_state=True --reset_trainer_state=True --run_name=olmoe17-16x1b-fullshard-swiglu-wrapb-k2' - -# Add fast_forward_batches to ARGS for when loading and starting from scratch -#ARGS="${ARGS} --fast_forward_batches=136153" - -# --evaluators=[] -# s3://ai2-llm/checkpoints/OLMoE/8x1b-954000-unsharded/ - - - -# Warm HF cache -#mkdir -p /root/.cache -#pushd /root/.cache -#curl "https://storage.googleapis.com/dirkgr-public/huggingface_cache_v3.tar.gz" | tar --keep-newer-files -xzf - -#popd -#export HF_DATASETS_OFFLINE=1 - -#shanea/olmo-torch2.3-gantry -#shanea/olmo-torch2.2-gantry -#petew/olmo-torch2-gantry -# --priority normal \ -# --preemptible \ -# --priority normal \ -#--cluster ai2/jupiter-cirrascale \ - - -#shanea/olmo-torch23-gantry -#petew/olmo-torch23-gantry - -# change your paths from s3://ai2-llm/... to /weka/oe-training-default/ai2-llm/.... -# --weka oe-training-default:/weka/oe-training-default \ - -# export NCCL_IB_HCA="^=mlx5_bond_0" - -# --preemptible \ - -# --weka oe-training-default:/weka/oe-training-default \ - -gantry run \ - --weka oe-training-default:/weka/oe-training-default \ - --allow-dirty \ - --preemptible \ - --priority urgent \ - --workspace ai2/olmoe \ - --task-name olmoe \ - --description olmoe \ - --beaker-image shanea/olmo-torch2.2-gantry \ - --budget ai2/oe-training \ - --cluster ai2/jupiter-cirrascale-2 \ - --gpus 8 \ - --replicas "${NUM_NODES}" \ - --env-secret WANDB_API_KEY=WANDB_API_KEY \ - --env-secret AWS_ACCESS_KEY_ID=AWS_ACCESS_KEY_ID \ - --env-secret AWS_SECRET_ACCESS_KEY=AWS_SECRET_ACCESS_KEY \ - --env-secret R2_ENDPOINT_URL=R2_ENDPOINT_URL \ - --leader-selection \ - --host-networking \ - --env LOG_FILTER_TYPE=local_rank0_only \ - --env OMP_NUM_THREADS=8 \ - --env OLMO_TASK=model \ - --shared-memory 10GiB \ - --venv base \ - --yes \ - --synchronized-start-timeout 60m \ - -- /bin/bash -c "pip install --upgrade torch==2.3.0; pip install --upgrade flash-attn --no-build-isolation; pip install git+https://github.com/Muennighoff/megablocks.git@zloss; mkdir -p /root/.cache; pushd /root/.cache; curl "https://storage.googleapis.com/dirkgr-public/huggingface_cache_v3.tar.gz" | tar --keep-newer-files -xzf -; popd; export HF_DATASETS_OFFLINE=1; export NCCL_IB_HCA=^=mlx5_bond_0; SLURM_JOB_ID=${BEAKER_JOB_ID} torchrun --nnodes ${NUM_NODES}:${NUM_NODES} --node_rank ${BEAKER_REPLICA_RANK} --nproc-per-node 8 --rdzv_id=12347 --rdzv_backend=c10d --rdzv_conf='read_timeout=420' --rdzv_endpoint=\$BEAKER_LEADER_REPLICA_HOSTNAME:29400 scripts/train.py ${CONFIG_PATH} ${ARGS}" - -#sleep 60000; -# --synchronized-start-timeout 60m \ - -#export NCCL_DEBUG=INFO -#pip install --upgrade flash-attn --no-build-isolation -#conda install -y pytorch torchvision torchaudio pytorch-cuda=12.1 -c pytorch -c nvidia; -# conda install pytorch torchvision torchaudio pytorch-cuda=12.1 -c pytorch -c nvidia -# conda install -y -c conda-forge cudatoolkit-dev -#pip install --upgrade torch==2.3.0; conda install -y cuda-nvcc cuda-python -c pytorch -c nvidia; -#conda install -y cuda-nvcc cuda-python -c pytorch -c nvidia -#; conda install -c conda-forge cudatoolkit-dev -#conda install -c conda-forge cudatoolkit-dev -#export TORCH_DIST_INIT_BARRIER=1; export OLMO_SHARED_FS=1; export NCCL_IB_HCA=^=mlx5_bond_0 -#conda install nvidia/label/cuda-11.8.0::cuda; -#pip install --upgrade torch; -#; export NCCL_DEBUG=TRACE -# pip install git+https://github.com/Muennighoff/megablocks.git -# pip install git+https://github.com/Muennighoff/megablocks.git@zloss -# pip install git+https://github.com/Muennighoff/megablocks.git@expertchoice - -# --synchronized-start-timeout 30m \ - -# -- /bin/bash -c "mkdir -p /root/.cache; pushd /root/.cache; curl "https://storage.googleapis.com/dirkgr-public/huggingface_cache_v3.tar.gz" | tar --keep-newer-files -xzf -; popd; export HF_DATASETS_OFFLINE=1; \ -# torchrun --nnodes ${NUM_NODES}:${NUM_NODES} --nproc-per-node 8 --rdzv_id=101 --rdzv_backend=c10d --rdzv_conf='read_timeout=420' --rdzv_endpoint=\$BEAKER_LEADER_REPLICA_HOSTNAME:29400 scripts/train.py ${CONFIG_PATH} ${ARGS}" -# pip install git+https://github.com/Muennighoff/megablocks.git -# pip install git+https://github.com/Muennighoff/megablocks.git@noscaling -# --synchronized-start-timeout 30m \ -# --no-deps # -> Does not work -#export NCCL_DEBUG=INFO; - -# Single node: -#--rdzv_endpoint=\$BEAKER_NODE_HOSTNAME:29400 -# Multinode: -#--rdzv_endpoint=\$BEAKER_LEADER_REPLICA_HOSTNAME:29400 -# --mount /net/nfs.cirrascale/allennlp/petew/cache:/root/.cache \ -#--node_rank=$BEAKER_REPLICA_RANK -# --nfs \ \ No newline at end of file From 9631c8049ff6292e2343a8c512160b6205f431a5 Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Thu, 1 Aug 2024 10:48:41 -0700 Subject: [PATCH 112/133] typing & changes --- CHANGELOG.md | 1 + olmo/train.py | 2 +- 2 files changed, 2 insertions(+), 1 deletion(-) diff --git a/CHANGELOG.md b/CHANGELOG.md index dee5981cb..e9dfdaf5d 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -9,6 +9,7 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0 ### Added +- Added `OLMoE`: Configurations & modeling for training Mixture-of-Experts models. - Added support for document masking via flash-attn during training with `--data.generate_doc_lengths`. - Added config options for `model.norm_after`, `model.scale_emb_init`, and `auxiliary_loss_multiplier` (used with zloss). - Added scripts for running experiments on qk_norm, norm reordering, and zloss. diff --git a/olmo/train.py b/olmo/train.py index c804ace73..5d8cdd8e6 100644 --- a/olmo/train.py +++ b/olmo/train.py @@ -750,7 +750,7 @@ def train_micro_batch( return loss, ce_loss, z_loss - def train_batch(self, batch: Dict[str, Any]) -> Tuple[torch.Tensor, Optional[torch.Tensor]]: + def train_batch(self, batch: Dict[str, Any]) -> Tuple[torch.Tensor, Optional[torch.Tensor], Optional[torch.Tensor], Optional[torch.Tensor], Optional[torch.Tensor]]: # Split into micro-batches. micro_batches = self.split_batch(batch) batch_size_in_tokens = batch["input_ids"].numel() From 2fa2acbb6678dbfb6c1857acf7f6702c38f64cbd Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Thu, 1 Aug 2024 10:49:38 -0700 Subject: [PATCH 113/133] Format --- olmo/model.py | 19 ++++++++++--------- olmo/optim.py | 7 ++++++- olmo/train.py | 48 ++++++++++++++++++++++++++++++++++++------------ 3 files changed, 52 insertions(+), 22 deletions(-) diff --git a/olmo/model.py b/olmo/model.py index 9557e0c6a..2d44fcccf 100644 --- a/olmo/model.py +++ b/olmo/model.py @@ -665,18 +665,22 @@ def build(cls, layer_id: int, config: ModelConfig, cache: BufferCache) -> OLMoBl else: raise NotImplementedError(f"Unknown block type: '{config.block_type}'") + class OLMoEBlock(OLMoBlock): """ This is a a transformer MoE block where the output is computed as ``MoE(LN(x + Attention(LN(x))))`` (plus another skip connection). """ + def __init__(self, layer_id: int, config: ModelConfig, cache: BufferCache): try: from megablocks.layers.arguments import Arguments as MoEArgs from megablocks.layers.dmoe import dMoE from megablocks.layers.moe import MoE except ImportError: - raise ImportError("To train MoEs, run `pip install git+https://github.com/Muennighoff/megablocks.git@olmoe`") + raise ImportError( + "To train MoEs, run `pip install git+https://github.com/Muennighoff/megablocks.git@olmoe`" + ) nn.Module.__init__(self) self.layer_id = layer_id @@ -719,8 +723,8 @@ def __init__(self, layer_id: int, config: ModelConfig, cache: BufferCache): # MoE Block kwargs = { - "activation_fn": F.silu if 'swiglu' in config.activation_type.lower() else self.act, - "mlp_type": 'glu' if 'glu' in config.activation_type.lower() else 'mlp', + "activation_fn": F.silu if "swiglu" in config.activation_type.lower() else self.act, + "mlp_type": "glu" if "glu" in config.activation_type.lower() else "mlp", "mlp_impl": config.moe_mlp_impl, "hidden_size": config.d_model, "ffn_hidden_size": int(self.act.output_multiplier * self.hidden_size), @@ -871,7 +875,7 @@ def forward( att = self._activation_checkpoint_fn(self.attn_norm, att) else: att = self.attn_norm(att) - + # Add attention scores. # shape: (B, T, C) x = x + self.dropout(att) @@ -1335,7 +1339,7 @@ def __init__(self, config: ModelConfig, init_params: bool = True): blocks.append(OLMoSequentialBlock(i, config, self.__cache)) else: blocks.append(OLMoEBlock(i, config, self.__cache)) - else: + else: blocks = [OLMoBlock.build(i, config, self.__cache) for i in range(config.n_layers)] if self.config.block_group_size > 1: block_groups = [ @@ -1795,10 +1799,7 @@ def num_params(self, include_embedding: bool = True, include_inactivate_params: idx = self.config.moe_top_k if self.config.moe_dropless: idx *= self.transformer.blocks[1].moe_args.ffn_hidden_size - params = [ - (np[0], np[1][: idx]) if "experts.mlp" in np[0] else np - for np in params - ] + params = [(np[0], np[1][:idx]) if "experts.mlp" in np[0] else np for np in params] return sum(p.numel() for _, p in params) @property diff --git a/olmo/optim.py b/olmo/optim.py index c0c7d1ea5..35dfef70b 100644 --- a/olmo/optim.py +++ b/olmo/optim.py @@ -17,6 +17,7 @@ try: from megablocks.layers.mlp import MLP, SparseMLP + megablocks_available = True except ImportError: megablocks_available = False @@ -840,7 +841,11 @@ def get_param_groups(cfg: TrainConfig, model: nn.Module) -> List[Dict[str, Any]] decay.add(fpn) else: no_decay.add(fpn) - elif megablocks_available and pn.endswith(("w1", "w2", "v1")) and (isinstance(m, MLP) or isinstance(m, SparseMLP)): + elif ( + megablocks_available + and pn.endswith(("w1", "w2", "v1")) + and (isinstance(m, MLP) or isinstance(m, SparseMLP)) + ): decay.add(fpn) # Validate that we've considered every parameter diff --git a/olmo/train.py b/olmo/train.py index 5d8cdd8e6..52595288a 100644 --- a/olmo/train.py +++ b/olmo/train.py @@ -70,6 +70,7 @@ except ImportError: pass + @dataclass class SpeedMonitor: cfg: SpeedMonitorConfig @@ -249,7 +250,9 @@ def __post_init__(self): if self.model.config.block_type == BlockType.moe: # these MoEArgs are necessary for logging load balancing. - num_layers = self.model.config.n_layers // 2 if self.model.config.moe_interleave else self.model.config.n_layers + num_layers = ( + self.model.config.n_layers // 2 if self.model.config.moe_interleave else self.model.config.n_layers + ) kwargs = { "hidden_size": self.model.config.d_model, "ffn_hidden_size": self.model.config.d_model * 4, @@ -267,7 +270,7 @@ def __post_init__(self): } if self.model.config.moe_zloss_weight: kwargs["moe_zloss_weight"] = self.model.config.moe_zloss_weight - + self.moe_args = MoEArgs(**kwargs) @property @@ -750,7 +753,13 @@ def train_micro_batch( return loss, ce_loss, z_loss - def train_batch(self, batch: Dict[str, Any]) -> Tuple[torch.Tensor, Optional[torch.Tensor], Optional[torch.Tensor], Optional[torch.Tensor], Optional[torch.Tensor]]: + def train_batch(self, batch: Dict[str, Any]) -> Tuple[ + torch.Tensor, + Optional[torch.Tensor], + Optional[torch.Tensor], + Optional[torch.Tensor], + Optional[torch.Tensor], + ]: # Split into micro-batches. micro_batches = self.split_batch(batch) batch_size_in_tokens = batch["input_ids"].numel() @@ -760,10 +769,21 @@ def train_batch(self, batch: Dict[str, Any]) -> Tuple[torch.Tensor, Optional[tor ce_batch_loss = torch.tensor(0.0, device=self.device) z_batch_loss = None if not self.cfg.softmax_auxiliary_loss else torch.tensor(0.0, device=self.device) - lb_batch_loss = None if self.model.config.block_type != BlockType.moe else torch.tensor(0.0, device=self.device) - moe_z_batch_loss = None if not self.model.config.moe_zloss_weight else torch.tensor(0.0, device=self.device) + lb_batch_loss = ( + None if self.model.config.block_type != BlockType.moe else torch.tensor(0.0, device=self.device) + ) + moe_z_batch_loss = ( + None if not self.model.config.moe_zloss_weight else torch.tensor(0.0, device=self.device) + ) # Keep this one on CPU to save memory - expert_assignments = None if ((self.model.config.block_type != BlockType.moe) or (self.model.config.moe_log_expert_assignment is False)) else torch.zeros((self.model.config.n_layers, self.model.config.moe_num_experts)) + expert_assignments = ( + None + if ( + (self.model.config.block_type != BlockType.moe) + or (self.model.config.moe_log_expert_assignment is False) + ) + else torch.zeros((self.model.config.n_layers, self.model.config.moe_num_experts)) + ) num_micro_batches = len(micro_batches) for micro_batch_idx, micro_batch in enumerate(micro_batches): @@ -790,7 +810,7 @@ def train_batch(self, batch: Dict[str, Any]) -> Tuple[torch.Tensor, Optional[tor assert z_batch_loss is not None z_batch_loss += z_loss.detach() - if (self.model.config.block_type == BlockType.moe): + if self.model.config.block_type == BlockType.moe: if self.model.config.moe_zloss_weight is not None: lb_loss, moe_z_loss = batched_load_balancing_loss(self.moe_args) lb_loss = lb_loss / len(micro_batches) @@ -849,7 +869,7 @@ def train_step(self, batch: Dict[str, Any], reduce_global_loss: bool = True) -> lb_batch_loss.div_(get_world_size()) if moe_z_batch_loss is not None: dist.reduce(moe_z_batch_loss, 0) - moe_z_batch_loss.div_(get_world_size()) + moe_z_batch_loss.div_(get_world_size()) # Clip gradient norms and collect param/gradient/optim metrics. """ @@ -867,7 +887,7 @@ def train_step(self, batch: Dict[str, Any], reduce_global_loss: bool = True) -> total_norm = torch.nn.utils.clip_grad_norm_(self.dist_model.parameters(), self.cfg.max_grad_norm) else: total_norm = self.dist_model.clip_grad_norm_(self.cfg.max_grad_norm) - optim_metrics = {"total_grad_norm": total_norm} if should_log_optim_metrics_this_step else {} + optim_metrics = {"total_grad_norm": total_norm} if should_log_optim_metrics_this_step else {} # Adjust the learning rate. for group in self.optim.param_groups: @@ -908,11 +928,15 @@ def train_step(self, batch: Dict[str, Any], reduce_global_loss: bool = True) -> for layer_idx, expert_assignments_layer in enumerate(expert_assignments): total_tokens = expert_assignments_layer.sum().item() for expert_idx, expert_assignment in enumerate(expert_assignments_layer): - metrics[f"train/TokensPercentage/layer{layer_idx}/expert{expert_idx}"] = (expert_assignment.item() / total_tokens) * 100 - metrics[f"train/TokensTotal/layer{layer_idx}/expert{expert_idx}"] = expert_assignment.item() + metrics[f"train/TokensPercentage/layer{layer_idx}/expert{expert_idx}"] = ( + expert_assignment.item() / total_tokens + ) * 100 + metrics[f"train/TokensTotal/layer{layer_idx}/expert{expert_idx}"] = ( + expert_assignment.item() + ) if moe_z_batch_loss is not None: metrics["train/MoEZLoss"] = moe_z_batch_loss.item() - + # Maybe collect post-step optimizer-specific metrics. if should_log_optim_metrics_this_step: optim_metrics = self.optim.get_post_step_metrics( From c517703ecff699183bd002bb1d61e896a433f248 Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Thu, 1 Aug 2024 10:55:21 -0700 Subject: [PATCH 114/133] Change torch.tensor to Any so type check passes? --- olmo/train.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/olmo/train.py b/olmo/train.py index 52595288a..067575c61 100644 --- a/olmo/train.py +++ b/olmo/train.py @@ -14,7 +14,7 @@ from itertools import islice from pathlib import Path from pstats import SortKey -from typing import Any, Callable, Deque, Dict, List, Optional, TextIO, Tuple, Union +from typing import Any, Callable, Deque, Dict, Iterable, List, Optional, TextIO, Tuple, Union import numpy as np import torch @@ -758,7 +758,7 @@ def train_batch(self, batch: Dict[str, Any]) -> Tuple[ Optional[torch.Tensor], Optional[torch.Tensor], Optional[torch.Tensor], - Optional[torch.Tensor], + Iterable[Any], ]: # Split into micro-batches. micro_batches = self.split_batch(batch) From b4eb33fc0c21a26a8f72b6083270950eb6f5029a Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Thu, 1 Aug 2024 11:02:48 -0700 Subject: [PATCH 115/133] Simplify --- olmo/model.py | 5 ++--- olmo/train.py | 6 +++--- 2 files changed, 5 insertions(+), 6 deletions(-) diff --git a/olmo/model.py b/olmo/model.py index 2d44fcccf..b37c98a4d 100644 --- a/olmo/model.py +++ b/olmo/model.py @@ -823,7 +823,6 @@ def forward( use_cache: bool = False, max_doc_len: Optional[int] = None, cu_doc_lens: Optional[torch.Tensor] = None, - ffn: Optional[torch.nn.Module] = None, ) -> Tuple[torch.Tensor, Optional[Tuple[torch.Tensor, torch.Tensor]]]: # Get query, key, value projections. # shape: @@ -885,7 +884,7 @@ def forward( og_x = x if self.config.norm_after: - x = getattr(self, "ffn", ffn)(x) + x = self.ffn(x) if self._activation_checkpoint_fn is not None: x = self._activation_checkpoint_fn(self.ff_norm, x) # type: ignore else: @@ -897,7 +896,7 @@ def forward( else: x = self.ff_norm(x) # Activation checkpointing for the MoE FFN is not supported - return og_x + self.dropout(getattr(self, "ffn", ffn)(x)), cache + return og_x + self.dropout(self.ffn(x)), cache class OLMoSequentialBlock(OLMoBlock): diff --git a/olmo/train.py b/olmo/train.py index 067575c61..3a72b1fcd 100644 --- a/olmo/train.py +++ b/olmo/train.py @@ -758,7 +758,7 @@ def train_batch(self, batch: Dict[str, Any]) -> Tuple[ Optional[torch.Tensor], Optional[torch.Tensor], Optional[torch.Tensor], - Iterable[Any], + Optional[Iterable[Any]], ]: # Split into micro-batches. micro_batches = self.split_batch(batch) @@ -824,9 +824,9 @@ def train_batch(self, batch: Dict[str, Any]) -> Tuple[ tokens_per_expert, _ = zip(*get_load_balancing_loss()) expert_assignments += torch.stack(tokens_per_expert, dim=0).cpu() clear_load_balancing_loss() - if self.model.config.moe_loss_weight > 0.0: + if self.model.config.moe_loss_weight: loss += lb_loss - if self.model.config.moe_zloss_weight is not None: + if self.model.config.moe_zloss_weight: loss += moe_z_loss lb_batch_loss += lb_loss.detach() moe_z_batch_loss += moe_z_loss.detach() From ae6f16afe359236e0a3af54c0bfa40022fbf5d79 Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Thu, 1 Aug 2024 12:22:54 -0700 Subject: [PATCH 116/133] Simplify --- olmo/train.py | 17 ++++------------- 1 file changed, 4 insertions(+), 13 deletions(-) diff --git a/olmo/train.py b/olmo/train.py index 3a72b1fcd..11bdff3ee 100644 --- a/olmo/train.py +++ b/olmo/train.py @@ -56,10 +56,6 @@ ) from .util import upload -__all__ = ["SpeedMonitor", "LRMonitor", "Trainer"] - -log = logging.getLogger(__name__) - try: from megablocks.layers.arguments import Arguments as MoEArgs from megablocks.layers.moe import ( @@ -70,6 +66,9 @@ except ImportError: pass +__all__ = ["SpeedMonitor", "LRMonitor", "Trainer"] + +log = logging.getLogger(__name__) @dataclass class SpeedMonitor: @@ -872,7 +871,6 @@ def train_step(self, batch: Dict[str, Any], reduce_global_loss: bool = True) -> moe_z_batch_loss.div_(get_world_size()) # Clip gradient norms and collect param/gradient/optim metrics. - """ should_log_optim_metrics_this_step = self.should_log_optim_metrics_this_step() optim_metrics = self.optim.clip_grads_and_collect_metrics( self.global_step, @@ -881,13 +879,6 @@ def train_step(self, batch: Dict[str, Any], reduce_global_loss: bool = True) -> # HYBRID sharding. process_group=self.dist_model.process_group, ) - """ - should_log_optim_metrics_this_step = self.should_log_optim_metrics_this_step() - if self.cfg.fsdp.sharding_strategy == torch.distributed.fsdp.ShardingStrategy.NO_SHARD: - total_norm = torch.nn.utils.clip_grad_norm_(self.dist_model.parameters(), self.cfg.max_grad_norm) - else: - total_norm = self.dist_model.clip_grad_norm_(self.cfg.max_grad_norm) - optim_metrics = {"total_grad_norm": total_norm} if should_log_optim_metrics_this_step else {} # Adjust the learning rate. for group in self.optim.param_groups: @@ -924,7 +915,7 @@ def train_step(self, batch: Dict[str, Any], reduce_global_loss: bool = True) -> if lb_batch_loss is not None: metrics["train/LoadBalancingLoss"] = lb_batch_loss.item() # Log assignment metrics. - if self.model.config.moe_log_expert_assignment: + if expert_assignments is not None: for layer_idx, expert_assignments_layer in enumerate(expert_assignments): total_tokens = expert_assignments_layer.sum().item() for expert_idx, expert_assignment in enumerate(expert_assignments_layer): From 02781be42e4ad60689128ac047a5a9c1b99aec29 Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Thu, 1 Aug 2024 13:10:46 -0700 Subject: [PATCH 117/133] Sort --- olmo/train.py | 13 ++++++++++++- 1 file changed, 12 insertions(+), 1 deletion(-) diff --git a/olmo/train.py b/olmo/train.py index 11bdff3ee..90c108aa9 100644 --- a/olmo/train.py +++ b/olmo/train.py @@ -14,7 +14,18 @@ from itertools import islice from pathlib import Path from pstats import SortKey -from typing import Any, Callable, Deque, Dict, Iterable, List, Optional, TextIO, Tuple, Union +from typing import ( + Any, + Callable, + Deque, + Dict, + Iterable, + List, + Optional, + TextIO, + Tuple, + Union, +) import numpy as np import torch From a62a1ee398e3ca2bd0ab9336fc6e84d21d98a09e Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Thu, 1 Aug 2024 13:12:12 -0700 Subject: [PATCH 118/133] Fix type checks --- olmo/model.py | 2 +- olmo/train.py | 1 + 2 files changed, 2 insertions(+), 1 deletion(-) diff --git a/olmo/model.py b/olmo/model.py index b37c98a4d..6e15f0aee 100644 --- a/olmo/model.py +++ b/olmo/model.py @@ -1798,7 +1798,7 @@ def num_params(self, include_embedding: bool = True, include_inactivate_params: idx = self.config.moe_top_k if self.config.moe_dropless: idx *= self.transformer.blocks[1].moe_args.ffn_hidden_size - params = [(np[0], np[1][:idx]) if "experts.mlp" in np[0] else np for np in params] + params = [(np[0], np[1][:idx]) if "experts.mlp" in np[0] else np for np in params] # type: ignore return sum(p.numel() for _, p in params) @property diff --git a/olmo/train.py b/olmo/train.py index 90c108aa9..6c8b78fb8 100644 --- a/olmo/train.py +++ b/olmo/train.py @@ -81,6 +81,7 @@ log = logging.getLogger(__name__) + @dataclass class SpeedMonitor: cfg: SpeedMonitorConfig From 0ecd4b8926a00ca1d22950b6641e2ea868cd5c57 Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Thu, 1 Aug 2024 13:16:48 -0700 Subject: [PATCH 119/133] Format --- olmo/train.py | 10 ++++++---- 1 file changed, 6 insertions(+), 4 deletions(-) diff --git a/olmo/train.py b/olmo/train.py index 6c8b78fb8..8e3c4539a 100644 --- a/olmo/train.py +++ b/olmo/train.py @@ -764,7 +764,9 @@ def train_micro_batch( return loss, ce_loss, z_loss - def train_batch(self, batch: Dict[str, Any]) -> Tuple[ + def train_batch( + self, batch: Dict[str, Any] + ) -> Tuple[ torch.Tensor, Optional[torch.Tensor], Optional[torch.Tensor], @@ -934,9 +936,9 @@ def train_step(self, batch: Dict[str, Any], reduce_global_loss: bool = True) -> metrics[f"train/TokensPercentage/layer{layer_idx}/expert{expert_idx}"] = ( expert_assignment.item() / total_tokens ) * 100 - metrics[f"train/TokensTotal/layer{layer_idx}/expert{expert_idx}"] = ( - expert_assignment.item() - ) + metrics[ + f"train/TokensTotal/layer{layer_idx}/expert{expert_idx}" + ] = expert_assignment.item() if moe_z_batch_loss is not None: metrics["train/MoEZLoss"] = moe_z_batch_loss.item() From d8452a00cf4651e99330776d25a2fd89c3a8724b Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Fri, 2 Aug 2024 18:17:35 -0700 Subject: [PATCH 120/133] Fix typo; MoEArgs func --- olmo/config.py | 38 ++++++++++++++++++++++++++++++++++++++ olmo/model.py | 34 ++++------------------------------ olmo/train.py | 26 ++------------------------ 3 files changed, 44 insertions(+), 54 deletions(-) diff --git a/olmo/config.py b/olmo/config.py index 0e53c3147..d3e125a64 100644 --- a/olmo/config.py +++ b/olmo/config.py @@ -19,6 +19,7 @@ import numpy as np import torch +import torch.nn.functional as F from omegaconf import DictConfig, ListConfig from omegaconf import OmegaConf as om from omegaconf.errors import OmegaConfBaseException @@ -1326,3 +1327,40 @@ def update_legacy_settings(cls, config: D) -> D: new_config.optimizer = OptimizerConfig.update_legacy_settings(new_config.optimizer) return new_config + +def config_to_moe_args(config: ModelConfig) -> Dict[str, Any]: + from megablocks.layers.arguments import Arguments as MoEArgs + from model import Activation + hidden_size = ( + config.mlp_hidden_size if config.mlp_hidden_size is not None else config.mlp_ratio * config.d_model + ) + act = Activation.build(config) + num_layers = config.n_layers // 2 if config.moe_interleave else config.n_layers + kwargs = { + "activation_fn": F.silu if "swiglu" in config.activation_type.lower() else Activation.build(config), + "mlp_type": "glu" if "glu" in config.activation_type.lower() else "mlp", + "mlp_impl": config.moe_mlp_impl, + "hidden_size": config.d_model, + "ffn_hidden_size": int(act.output_multiplier * hidden_size), + "moe_num_experts": config.moe_num_experts, + "num_layers": num_layers, + # Handled by FSDP (https://github.com/databricks/megablocks/issues/57#issuecomment-1854594483) + "moe_weight_parallelism": False, + "moe_expert_model_parallelism": False, + "moe_top_k": config.moe_top_k, + "moe_capacity_factor": config.moe_capacity_factor, + "moe_loss_weight": config.moe_loss_weight, + "device": config.init_device, + # Handled by FSDP + "bf16": False, + "fp16": False, + "bias": config.include_bias, + "return_bias": False, + "shared_expert": config.moe_shared_expert, + "moe_lbl_in_fp32": config.moe_lbl_in_fp32, + } + if config.moe_zloss_weight: + kwargs["moe_zloss_weight"] = config.moe_zloss_weight + + return MoEArgs(**kwargs) + diff --git a/olmo/model.py b/olmo/model.py index 6e15f0aee..98e06aaa6 100644 --- a/olmo/model.py +++ b/olmo/model.py @@ -674,13 +674,13 @@ class OLMoEBlock(OLMoBlock): def __init__(self, layer_id: int, config: ModelConfig, cache: BufferCache): try: - from megablocks.layers.arguments import Arguments as MoEArgs from megablocks.layers.dmoe import dMoE from megablocks.layers.moe import MoE except ImportError: raise ImportError( "To train MoEs, run `pip install git+https://github.com/Muennighoff/megablocks.git@olmoe`" ) + from .config import config_to_moe_args nn.Module.__init__(self) self.layer_id = layer_id @@ -721,33 +721,7 @@ def __init__(self, layer_id: int, config: ModelConfig, cache: BufferCache): config.d_model, config.d_model, bias=config.include_bias, device=config.init_device ) - # MoE Block - kwargs = { - "activation_fn": F.silu if "swiglu" in config.activation_type.lower() else self.act, - "mlp_type": "glu" if "glu" in config.activation_type.lower() else "mlp", - "mlp_impl": config.moe_mlp_impl, - "hidden_size": config.d_model, - "ffn_hidden_size": int(self.act.output_multiplier * self.hidden_size), - "moe_num_experts": config.moe_num_experts, - # Handled by FSDP (https://github.com/databricks/megablocks/issues/57#issuecomment-1854594483) - "moe_weight_parallelism": False, - "moe_expert_model_parallelism": False, - "moe_top_k": config.moe_top_k, - "moe_capacity_factor": config.moe_capacity_factor, - "moe_loss_weight": config.moe_loss_weight, - "device": config.init_device, - # Handled by FSDP - "bf16": False, - "fp16": False, - "bias": self.config.include_bias, - "return_bias": False, - "shared_expert": self.config.moe_shared_expert, - "moe_lbl_in_fp32": config.moe_lbl_in_fp32, - } - if config.moe_zloss_weight: - kwargs["moe_zloss_weight"] = config.moe_zloss_weight - - self.moe_args = MoEArgs(**kwargs) + self.moe_args = config_to_moe_args(config) self.ffn = dMoE(self.moe_args) if self.config.moe_dropless else MoE(self.moe_args) # Rotary embeddings. @@ -1780,7 +1754,7 @@ def fsdp_wrap_fn(module, recurse: bool = True, nonwrapped_numel: int = 0): else: raise NotImplementedError(wrap_strategy) - def num_params(self, include_embedding: bool = True, include_inactivate_params: bool = True) -> int: + def num_params(self, include_embedding: bool = True, include_inactive_params: bool = True) -> int: """ Get the total number of parameters. """ @@ -1790,7 +1764,7 @@ def num_params(self, include_embedding: bool = True, include_inactivate_params: lambda np: ".wte." not in np[0] and ".wpe." not in np[0], params, ) - if not include_inactivate_params: + if not include_inactive_params: # Need to reduce blocks to the number of experts that are selected # If not dropless 'transformer.blocks.0.ffn.experts.mlp.w1' has shape (total_experts, in_dim, out_dim) # change to 'transformer.blocks.0.ffn.experts.mlp.w1' with shape (selected_experts, in_dim, out_dim) diff --git a/olmo/train.py b/olmo/train.py index 8e3c4539a..c26e53418 100644 --- a/olmo/train.py +++ b/olmo/train.py @@ -68,7 +68,6 @@ from .util import upload try: - from megablocks.layers.arguments import Arguments as MoEArgs from megablocks.layers.moe import ( batched_load_balancing_loss, clear_load_balancing_loss, @@ -260,29 +259,8 @@ def __post_init__(self): raise NameError("`fused_loss_fn` is not defined. Please ensure that `flash_attn` is installed.") if self.model.config.block_type == BlockType.moe: - # these MoEArgs are necessary for logging load balancing. - num_layers = ( - self.model.config.n_layers // 2 if self.model.config.moe_interleave else self.model.config.n_layers - ) - kwargs = { - "hidden_size": self.model.config.d_model, - "ffn_hidden_size": self.model.config.d_model * 4, - "moe_num_experts": self.model.config.moe_num_experts, - "num_layers": num_layers, - "moe_expert_model_parallelism": False, - "moe_top_k": self.model.config.moe_top_k, - "device": self.model.config.init_device, - "moe_capacity_factor": self.model.config.moe_capacity_factor, - "moe_loss_weight": self.model.config.moe_loss_weight, - "fp16": False, - "bf16": False, - "shared_expert": self.model.config.moe_shared_expert, - "moe_lbl_in_fp32": self.model.config.moe_lbl_in_fp32, - } - if self.model.config.moe_zloss_weight: - kwargs["moe_zloss_weight"] = self.model.config.moe_zloss_weight - - self.moe_args = MoEArgs(**kwargs) + from .config import config_to_moe_args + self.moe_args = config_to_moe_args(self.cfg.model) @property def dataset(self) -> IterableDataset: From 8a28cedf6d5b567fd3a455b88cc2c6290e522889 Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Fri, 2 Aug 2024 18:25:35 -0700 Subject: [PATCH 121/133] Format --- olmo/config.py | 3 ++- olmo/train.py | 1 + 2 files changed, 3 insertions(+), 1 deletion(-) diff --git a/olmo/config.py b/olmo/config.py index d3e125a64..9bcae0643 100644 --- a/olmo/config.py +++ b/olmo/config.py @@ -1328,9 +1328,11 @@ def update_legacy_settings(cls, config: D) -> D: return new_config + def config_to_moe_args(config: ModelConfig) -> Dict[str, Any]: from megablocks.layers.arguments import Arguments as MoEArgs from model import Activation + hidden_size = ( config.mlp_hidden_size if config.mlp_hidden_size is not None else config.mlp_ratio * config.d_model ) @@ -1363,4 +1365,3 @@ def config_to_moe_args(config: ModelConfig) -> Dict[str, Any]: kwargs["moe_zloss_weight"] = config.moe_zloss_weight return MoEArgs(**kwargs) - diff --git a/olmo/train.py b/olmo/train.py index c26e53418..56c7b5cbb 100644 --- a/olmo/train.py +++ b/olmo/train.py @@ -260,6 +260,7 @@ def __post_init__(self): if self.model.config.block_type == BlockType.moe: from .config import config_to_moe_args + self.moe_args = config_to_moe_args(self.cfg.model) @property From 91f5553af64de7d294d16b445e49afba873c6f0c Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Fri, 2 Aug 2024 18:26:47 -0700 Subject: [PATCH 122/133] Check for act ckpt strategy & moe; fix typo --- scripts/train.py | 14 ++++++++++++-- 1 file changed, 12 insertions(+), 2 deletions(-) diff --git a/scripts/train.py b/scripts/train.py index 67774f045..c338eb210 100644 --- a/scripts/train.py +++ b/scripts/train.py @@ -17,6 +17,7 @@ from torch.nn.parallel import DistributedDataParallel as DDP from olmo.config import ( + ActivationCheckpointingStrategy, CheckpointType, DDPGradSyncMode, DistributedStrategy, @@ -128,12 +129,21 @@ def main(cfg: TrainConfig) -> None: # Initialize the model. log.info("Building model...") + if ( + cfg.model.block_type == "moe" + and cfg.activation_checkpointing + and cfg.activation_checkpointing != ActivationCheckpointingStrategy.fine_grained + ): + raise OLMoConfigurationError( + "Only no or fine-grained activation checkpointing is supported for MoE models." + ) + olmo_model = OLMo(cfg.model) log.info(f"Total number of parameters: {olmo_model.num_params():,d}") log.info(f"Number of non-embedding parameters: {olmo_model.num_params(include_embedding=False):,d}") if olmo_model.config.block_type == "moe": - log.info(f"Number of active parameters: {olmo_model.num_params(include_inactivate_params=False):,d}") - log.info(f"Peak GPU Memory (MB) before FSDP: {int(peak_gpu_memory() or 0)}") + log.info(f"Number of active parameters: {olmo_model.num_params(include_inactive_params=False):,d}") + log.info(f"Peak GPU Memory (MB) before {cfg.distributed_strategy}: {int(peak_gpu_memory() or 0)}") olmo_model.set_activation_checkpointing(cfg.activation_checkpointing) From 61ac104d616ec5435db225796e5c7532c9abd95a Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Fri, 2 Aug 2024 19:18:52 -0700 Subject: [PATCH 123/133] fix import --- olmo/config.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/olmo/config.py b/olmo/config.py index 9bcae0643..d14f2e0fe 100644 --- a/olmo/config.py +++ b/olmo/config.py @@ -1331,7 +1331,7 @@ def update_legacy_settings(cls, config: D) -> D: def config_to_moe_args(config: ModelConfig) -> Dict[str, Any]: from megablocks.layers.arguments import Arguments as MoEArgs - from model import Activation + from .model import Activation hidden_size = ( config.mlp_hidden_size if config.mlp_hidden_size is not None else config.mlp_ratio * config.d_model From f4faf8a3dcabc88dc031bb2cc6bbd1b4f5ce5f3c Mon Sep 17 00:00:00 2001 From: Niklas Muennighoff Date: Tue, 20 Aug 2024 10:52:16 -0700 Subject: [PATCH 124/133] Sort impot --- olmo/config.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/olmo/config.py b/olmo/config.py index d14f2e0fe..f24f821b8 100644 --- a/olmo/config.py +++ b/olmo/config.py @@ -1330,8 +1330,8 @@ def update_legacy_settings(cls, config: D) -> D: def config_to_moe_args(config: ModelConfig) -> Dict[str, Any]: - from megablocks.layers.arguments import Arguments as MoEArgs from .model import Activation + from megablocks.layers.arguments import Arguments as MoEArgs hidden_size = ( config.mlp_hidden_size if config.mlp_hidden_size is not None else config.mlp_ratio * config.d_model From ed82181e09cc121e67d8dfe085c47e72575ad1cf Mon Sep 17 00:00:00 2001 From: Niklas Muennighoff Date: Tue, 20 Aug 2024 20:27:39 -0700 Subject: [PATCH 125/133] Fix typo Co-authored-by: Shane A --- olmo/model.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/olmo/model.py b/olmo/model.py index 44970b9d5..2b827cc34 100644 --- a/olmo/model.py +++ b/olmo/model.py @@ -670,7 +670,7 @@ def build(cls, layer_id: int, config: ModelConfig, cache: BufferCache) -> OLMoBl class OLMoEBlock(OLMoBlock): """ - This is a a transformer MoE block where the output is computed as ``MoE(LN(x + Attention(LN(x))))`` + This is a transformer MoE block where the output is computed as ``MoE(LN(x + Attention(LN(x))))`` (plus another skip connection). """ From b0cc7542f06a8c7a7ed5aad7e1fd81653ad7faf6 Mon Sep 17 00:00:00 2001 From: Niklas Muennighoff Date: Tue, 20 Aug 2024 20:28:30 -0700 Subject: [PATCH 126/133] Simplify isinstance Co-authored-by: Shane A --- olmo/optim.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/olmo/optim.py b/olmo/optim.py index 4af08d6d2..852a7164c 100644 --- a/olmo/optim.py +++ b/olmo/optim.py @@ -868,7 +868,7 @@ def get_param_groups(cfg: TrainConfig, model: nn.Module) -> List[Dict[str, Any]] elif ( megablocks_available and pn.endswith(("w1", "w2", "v1")) - and (isinstance(m, MLP) or isinstance(m, SparseMLP)) + and isinstance(m, (MLP, SparseMLP)) ): decay.add(fpn) From ca9b41f695126334650b623e577ccb379c84c2d1 Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Tue, 20 Aug 2024 21:09:13 -0700 Subject: [PATCH 127/133] Clean conf & move constructor --- configs/official/OLMoE-7B-A1B.yaml | 3 +- olmo/model.py | 75 ++++-------------------------- 2 files changed, 11 insertions(+), 67 deletions(-) diff --git a/configs/official/OLMoE-7B-A1B.yaml b/configs/official/OLMoE-7B-A1B.yaml index d9204f3b0..9927582cf 100644 --- a/configs/official/OLMoE-7B-A1B.yaml +++ b/configs/official/OLMoE-7B-A1B.yaml @@ -1,4 +1,4 @@ -run_name: ${oc.env:SLURM_JOB_ID} +run_name: olmoe seed: 6198 dry_run: false no_pre_train_checkpoint: true @@ -70,7 +70,6 @@ tokenizer: truncate_direction: right save_folder: runs/${run_name} -remote_save_folder: s3://ai2-llm/checkpoints/OLMoE/${run_name} save_overwrite: false save_interval: 5000 diff --git a/olmo/model.py b/olmo/model.py index 2b827cc34..52c210359 100644 --- a/olmo/model.py +++ b/olmo/model.py @@ -448,14 +448,15 @@ def __init__(self, layer_id: int, config: ModelConfig, cache: BufferCache): config.d_model, config.d_model, bias=config.include_bias, device=config.init_device ) - # Feed-forward output projection. - self.ff_out = nn.Linear( - int(self.act.output_multiplier * self.hidden_size), - config.d_model, - bias=config.include_bias, - device=config.init_device, - ) - self.ff_out._is_residual = True # type: ignore + if self.config.block_type != BlockType.moe: + # Feed-forward output projection. + self.ff_out = nn.Linear( + int(self.act.output_multiplier * self.hidden_size), + config.d_model, + bias=config.include_bias, + device=config.init_device, + ) + self.ff_out._is_residual = True # type: ignore # Rotary embeddings. if self.config.rope: @@ -683,67 +684,11 @@ def __init__(self, layer_id: int, config: ModelConfig, cache: BufferCache): "To train MoEs, run `pip install git+https://github.com/Muennighoff/megablocks.git@olmoe`" ) from .config import config_to_moe_args - - nn.Module.__init__(self) - self.layer_id = layer_id - self.config = config - self.hidden_size = ( - config.mlp_hidden_size if config.mlp_hidden_size is not None else config.mlp_ratio * config.d_model - ) - self.__cache = cache - assert config.d_model % config.n_heads == 0 - - self._activation_checkpoint_fn = None - - # Dropout. - self.dropout = Dropout(config.residual_dropout) - - # Layer norms. - self.k_norm: Optional[LayerNormBase] = None - self.q_norm: Optional[LayerNormBase] = None - if config.attention_layer_norm: - assert config.effective_n_kv_heads is not None - self.k_norm = LayerNormBase.build( - config, - size=(config.d_model // config.n_heads) * config.effective_n_kv_heads, - elementwise_affine=config.attention_layer_norm_with_affine, - ) - self.q_norm = LayerNormBase.build(config, elementwise_affine=config.attention_layer_norm_with_affine) - - # Make sure QKV clip coefficient is positive, otherwise it's not well-defined. - if config.clip_qkv is not None: - assert config.clip_qkv > 0 - - # Activation function. - self.act = Activation.build(config) - assert (self.act.output_multiplier * self.hidden_size) % 1 == 0 - - # Attention output projection. - self.attn_out = nn.Linear( - config.d_model, config.d_model, bias=config.include_bias, device=config.init_device - ) + super().__init__(layer_id, config, cache) self.moe_args = config_to_moe_args(config) self.ffn = dMoE(self.moe_args) if self.config.moe_dropless else MoE(self.moe_args) - # Rotary embeddings. - if self.config.rope: - self.rotary_emb = RotaryEmbedding(config, self.__cache) - - self.flash_attn_func = None - self.flash_attn_varlen_func = None - if config.flash_attention: - try: - from flash_attn import ( # type: ignore - flash_attn_func, - flash_attn_varlen_func, - ) - - self.flash_attn_func = flash_attn_func - self.flash_attn_varlen_func = flash_attn_varlen_func - except ModuleNotFoundError: - pass - self.attn_norm = LayerNorm.build(config) self.ff_norm = LayerNorm.build(config) From 215c0f54490d7df0abd245a060534c2a3784389a Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Wed, 4 Sep 2024 16:24:04 -0700 Subject: [PATCH 128/133] Add ref --- README.md | 12 ++++++++++++ 1 file changed, 12 insertions(+) diff --git a/README.md b/README.md index 0e051af58..24dee8dae 100644 --- a/README.md +++ b/README.md @@ -217,3 +217,15 @@ Additional tools for evaluating OLMo models are available at the [OLMo Eval](htt journal={arXiv preprint}, } ``` + +```bibtex +@misc{muennighoff2024olmoeopenmixtureofexpertslanguage, + title={OLMoE: Open Mixture-of-Experts Language Models}, + author={Niklas Muennighoff and Luca Soldaini and Dirk Groeneveld and Kyle Lo and Jacob Morrison and Sewon Min and Weijia Shi and Pete Walsh and Oyvind Tafjord and Nathan Lambert and Yuling Gu and Shane Arora and Akshita Bhagia and Dustin Schwenk and David Wadden and Alexander Wettig and Binyuan Hui and Tim Dettmers and Douwe Kiela and Ali Farhadi and Noah A. Smith and Pang Wei Koh and Amanpreet Singh and Hannaneh Hajishirzi}, + year={2024}, + eprint={2409.02060}, + archivePrefix={arXiv}, + primaryClass={cs.CL}, + url={https://arxiv.org/abs/2409.02060}, +} +``` From 775e5144b50b437183cd80c5e2a1674dac57066d Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Wed, 4 Sep 2024 16:28:14 -0700 Subject: [PATCH 129/133] Sort imports --- olmo/config.py | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/olmo/config.py b/olmo/config.py index 5d996440a..f75492f57 100644 --- a/olmo/config.py +++ b/olmo/config.py @@ -1347,9 +1347,10 @@ def update_legacy_settings(cls, config: D) -> D: def config_to_moe_args(config: ModelConfig) -> Dict[str, Any]: - from .model import Activation from megablocks.layers.arguments import Arguments as MoEArgs + from .model import Activation + hidden_size = ( config.mlp_hidden_size if config.mlp_hidden_size is not None else config.mlp_ratio * config.d_model ) From cd0004be3f5a82fff8b4b990a00be1377e084eac Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Wed, 4 Sep 2024 16:29:47 -0700 Subject: [PATCH 130/133] Format --- olmo/model.py | 1 + olmo/optim.py | 6 +----- 2 files changed, 2 insertions(+), 5 deletions(-) diff --git a/olmo/model.py b/olmo/model.py index bfd84c371..32b2df27f 100644 --- a/olmo/model.py +++ b/olmo/model.py @@ -684,6 +684,7 @@ def __init__(self, layer_id: int, config: ModelConfig, cache: BufferCache): "To train MoEs, run `pip install git+https://github.com/Muennighoff/megablocks.git@olmoe`" ) from .config import config_to_moe_args + super().__init__(layer_id, config, cache) self.moe_args = config_to_moe_args(config) diff --git a/olmo/optim.py b/olmo/optim.py index 852a7164c..e399c2e9c 100644 --- a/olmo/optim.py +++ b/olmo/optim.py @@ -865,11 +865,7 @@ def get_param_groups(cfg: TrainConfig, model: nn.Module) -> List[Dict[str, Any]] decay.add(fpn) else: no_decay.add(fpn) - elif ( - megablocks_available - and pn.endswith(("w1", "w2", "v1")) - and isinstance(m, (MLP, SparseMLP)) - ): + elif megablocks_available and pn.endswith(("w1", "w2", "v1")) and isinstance(m, (MLP, SparseMLP)): decay.add(fpn) # Validate that we've considered every parameter From acb23ddafbe6bcf07880d78132caecb23389bd5b Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Wed, 11 Sep 2024 20:46:18 -0700 Subject: [PATCH 131/133] No exp ass --- olmo/train.py | 1 + 1 file changed, 1 insertion(+) diff --git a/olmo/train.py b/olmo/train.py index fffaf0e67..17de83826 100644 --- a/olmo/train.py +++ b/olmo/train.py @@ -966,6 +966,7 @@ def train_step(self, batch: Dict[str, Any], reduce_global_loss: bool = True) -> if lb_batch_loss is not None: metrics["train/LoadBalancingLoss"] = lb_batch_loss.item() # Log assignment metrics. + expert_assignments = None if expert_assignments is not None: for layer_idx, expert_assignments_layer in enumerate(expert_assignments): total_tokens = expert_assignments_layer.sum().item() From a143469e8e7793ecc9bbefd7befcd6c066b430db Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Wed, 11 Sep 2024 20:46:36 -0700 Subject: [PATCH 132/133] Revert --- olmo/train.py | 1 - 1 file changed, 1 deletion(-) diff --git a/olmo/train.py b/olmo/train.py index 17de83826..fffaf0e67 100644 --- a/olmo/train.py +++ b/olmo/train.py @@ -966,7 +966,6 @@ def train_step(self, batch: Dict[str, Any], reduce_global_loss: bool = True) -> if lb_batch_loss is not None: metrics["train/LoadBalancingLoss"] = lb_batch_loss.item() # Log assignment metrics. - expert_assignments = None if expert_assignments is not None: for layer_idx, expert_assignments_layer in enumerate(expert_assignments): total_tokens = expert_assignments_layer.sum().item() From 1a4bdae494802077b68f27fc08fc1350c25dc251 Mon Sep 17 00:00:00 2001 From: Muennighoff Date: Thu, 12 Sep 2024 11:43:19 -0700 Subject: [PATCH 133/133] Simplify --- olmo/train.py | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/olmo/train.py b/olmo/train.py index fffaf0e67..9498fa9f9 100644 --- a/olmo/train.py +++ b/olmo/train.py @@ -857,11 +857,11 @@ def train_batch( z_batch_loss += z_loss.detach() if self.model.config.block_type == BlockType.moe: - if self.model.config.moe_zloss_weight is not None: + if self.model.config.moe_zloss_weight: lb_loss, moe_z_loss = batched_load_balancing_loss(self.moe_args) lb_loss = lb_loss / len(micro_batches) moe_z_loss = moe_z_loss / len(micro_batches) - else: + elif self.model.config.moe_loss_weight: lb_loss = batched_load_balancing_loss(self.moe_args) / len(micro_batches) if self.model.config.moe_log_expert_assignment: if self.model.config.moe_zloss_weight: @@ -872,10 +872,10 @@ def train_batch( clear_load_balancing_loss() if self.model.config.moe_loss_weight: loss += lb_loss + lb_batch_loss += lb_loss.detach() if self.model.config.moe_zloss_weight: loss += moe_z_loss - lb_batch_loss += lb_loss.detach() - moe_z_batch_loss += moe_z_loss.detach() + moe_z_batch_loss += moe_z_loss.detach() # Run backward pass. loss.backward()