diff --git a/examples/time_series_generation.ipynb b/examples/time_series_generation.ipynb new file mode 100644 index 0000000..2679732 --- /dev/null +++ b/examples/time_series_generation.ipynb @@ -0,0 +1,892 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Generate financial time series using diffusion models \n", + "\n", + "This contains a (not winning) solution for a [competion](https://hackathon.deepintomlf.ai/competitions/24). \n", + "\n", + "The task is describe as follows:\n", + "- Given a financial time series data with 4 variates.\n", + "- Build a model that is able to generate data close to the given data" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "from __future__ import annotations\n", + "import pickle\n", + "import equinox as eqx\n", + "from sigformer import TensorSelfAttention, TensorLayerNorm, TensorFlatten\n", + "import equinox.nn as nn\n", + "import jax.numpy as jnp\n", + "import jax\n", + "import jax.random as jrandom\n", + "import einops\n", + "\n", + "from jaxtyping import Float, Array\n", + "import math\n", + "import optax\n", + "import numpy as np\n", + "import signax\n", + "\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### How the train data looks like?" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "# train data consists of 20000 examples\n", + "with open(\"./time_series_generation_data/ref_data.pkl\", \"rb\") as f:\n", + " data = pickle.load(f)\n", + "\n", + "# validation data consists of 2000 examples\n", + "with open(\"./time_series_generation_data/val_data.pkl\", \"rb\") as f:\n", + " val_data = pickle.load(f)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "def plot_data(data, N=500):\n", + " fig, axs = plt.subplots(2, 2)\n", + " time = np.linspace(0, 1, 20)\n", + " for i in range(N):\n", + " axs[0, 0].plot(time, data[i, :, 0], linewidth=0.1)\n", + " axs[0, 0].set_title(\"Price process of asset 1\")\n", + " axs[0, 0].set_xlabel(\"Time\")\n", + " for i in range(N):\n", + " axs[0, 1].plot(time, data[i, :, 1], linewidth=0.1)\n", + " axs[0, 1].set_title(\"Volatility process of asset 1\")\n", + " axs[0, 1].set_xlabel(\"Time\")\n", + "\n", + " for i in range(N):\n", + " axs[1, 0].plot(time, data[i, :, 2], linewidth=0.1)\n", + " axs[1, 0].set_title(\"Price process of asset 2\")\n", + " axs[1, 0].set_xlabel(\"Time\")\n", + "\n", + " for i in range(N):\n", + " axs[1, 1].plot(time, data[i, :, 3], linewidth=0.1)\n", + " axs[1, 1].set_title(\"Volatility process of asset 2\")\n", + " axs[1, 1].set_xlabel(\"Time\")\n", + "\n", + " plt.tight_layout()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_data(data)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can observe that volatilities are switching between two modes. The main challenge is how to deal with switch. My approach is to use **conditional** diffusion models that condition on initial value $X_0$." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Diffusion models\n", + "\n", + "In contrast with adversarial approaches that time series is generated by a generative neural network which is trained by two-player game optimization (relatively hard to train), diffusion model tries to approximate a score function in the reverse-time process.\n", + "\n", + "Here, the score function is modeled by a transformer architecture - [Sigformer](https://arxiv.org/abs/2310.13369). This is another example of using Sigformer in a certain application. \n", + "\n", + "The following contains all the building blocks." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "class LearnedSinusoidalPosEmb(eqx.Module):\n", + " weights: jnp.ndarray\n", + "\n", + " def __init__(self, dim, *, key):\n", + " assert dim % 2 == 0\n", + " half_dim = dim // 2\n", + " self.weights = jrandom.normal(key=key, shape=(half_dim,))\n", + "\n", + " def __call__(self, x: Float, *, key=None):\n", + " \"\"\"Return [x, sin(w*x), cos(w*x)]\"\"\"\n", + " freqs = x * self.weights * 2 * math.pi\n", + " fouriered = jnp.concatenate((jnp.sin(freqs), jnp.cos(freqs)), axis=0)\n", + " fouriered = jnp.concatenate((x[None], fouriered), axis=0)\n", + "\n", + " return fouriered\n", + "\n", + "\n", + "class TimeModulatedFeedForward(eqx.Module):\n", + " \"\"\"A variant of feed forward neural network where time is introduced\"\"\"\n", + "\n", + " lin1: list[nn.Linear]\n", + " lin2: list[nn.Linear]\n", + " to_scale_shift: nn.Sequential\n", + "\n", + " def __init__(self, dim: int, order: int, d_ff: int, time_dim: int, *, key):\n", + " self.to_scale_shift = nn.Sequential(\n", + " layers=[nn.Lambda(jax.nn.silu), nn.Linear(time_dim, d_ff * 2, key=key)]\n", + " )\n", + "\n", + " self.lin1 = []\n", + " self.lin2 = []\n", + " for i in range(1, order + 1):\n", + " lin1 = nn.Linear(dim**i, d_ff, key=jrandom.fold_in(key, i * 2))\n", + " lin2 = nn.Linear(d_ff, dim**i, key=jrandom.fold_in(key, i * 2 + 1))\n", + " self.lin1.append(lin1)\n", + " self.lin2.append(lin2)\n", + "\n", + " def __call__(self, x: list[Array], t_embed: Float[Array, [\" time_dim\"]]):\n", + " scale_shift = self.to_scale_shift(t_embed)\n", + " scale, shift = jnp.split(scale_shift, 2, axis=-1)\n", + "\n", + " shapes = [xx.shape for xx in x]\n", + " x = jax.tree_util.tree_map(lambda xx: einops.rearrange(xx, \"... -> (...)\"), x)\n", + "\n", + " # first layer\n", + " x = [f(xx) for f, xx in zip(self.lin1, x)]\n", + "\n", + " # use activation function\n", + " x = jax.tree_util.tree_map(jax.nn.silu, x)\n", + "\n", + " # time modulation\n", + " x = jax.tree_util.tree_map(lambda xx: xx * (scale + 1) + shift, x)\n", + "\n", + " # second layer\n", + " x = [f(xx) for f, xx in zip(self.lin2, x)]\n", + " x = jax.tree_util.tree_map(lambda xx, shape: jnp.reshape(xx, shape), x, shapes)\n", + "\n", + " return x\n", + "\n", + "\n", + "class Block(eqx.Module):\n", + " attn_block: TensorSelfAttention\n", + " attn_norm: TensorLayerNorm\n", + "\n", + " mlp_block: TimeModulatedFeedForward\n", + " mlp_norm: TensorLayerNorm\n", + "\n", + " def __init__(self, dim, order, n_heads, time_dim, *, key):\n", + " attn_key, mlp_key = jrandom.split(key)\n", + " self.attn_block = TensorSelfAttention(\n", + " order=order,\n", + " dim=dim,\n", + " n_heads=n_heads,\n", + " key=attn_key,\n", + " )\n", + " self.attn_norm = TensorLayerNorm(dim, order)\n", + "\n", + " self.mlp_block = TimeModulatedFeedForward(\n", + " dim, order=order, d_ff=dim * dim * 4, time_dim=time_dim, key=mlp_key\n", + " )\n", + " self.mlp_norm = TensorLayerNorm(dim, order)\n", + "\n", + " def __call__(\n", + " self, x: list[Array], time_embed: Float[Array, \" time_dim\"], *, key=None\n", + " ):\n", + " resid = x\n", + " x = self.attn_block(self.attn_norm(x), key=key)\n", + " x = jax.tree_util.tree_map(lambda x1, x2: x1 + x2, resid, x)\n", + "\n", + " resid = x\n", + " x = jax.vmap(lambda xx: self.mlp_block(xx, time_embed))(self.mlp_norm(x))\n", + " x = jax.tree_util.tree_map(lambda x1, x2: x1 + x2, resid, x)\n", + "\n", + " return x\n", + "\n", + "\n", + "class SigFormer(eqx.Module):\n", + " blocks: list[Block]\n", + "\n", + " def __init__(self, dim, order, n_heads, time_dim, n_layers, *, key):\n", + " self.blocks = [\n", + " Block(dim, order, n_heads, time_dim, key=jrandom.fold_in(key, i))\n", + " for i in range(n_layers)\n", + " ]\n", + "\n", + " def __call__(self, x, time_embed, *, key=None):\n", + " for block in self.blocks:\n", + " x = block(x, time_embed)\n", + " return x\n", + "\n", + "\n", + "class ScoreFunction(eqx.Module):\n", + " \"\"\"Score function will be approximated by this class\"\"\"\n", + "\n", + " conditional: bool = eqx.static_field()\n", + " order: int = eqx.static_field()\n", + "\n", + " project: nn.Linear\n", + " conditional_embedding: nn.Sequential\n", + " time_mlp: nn.Sequential\n", + " transformer: eqx.Module\n", + " flatten: TensorFlatten\n", + " readout: nn.Linear\n", + "\n", + " def __init__(\n", + " self,\n", + " input_embed_dim: int,\n", + " condition_embed_dim: int,\n", + " input_dim: int = 4,\n", + " depth: int = 4,\n", + " order: int = 2,\n", + " heads: int = 4,\n", + " conditional: bool = True,\n", + " learned_sinusoidal_dim: int = 16,\n", + " *,\n", + " key,\n", + " ):\n", + " (\n", + " proj_key,\n", + " time_mlp_key,\n", + " readout_key,\n", + " cond_emb_key,\n", + " transformer_key,\n", + " ) = jrandom.split(key, 5)\n", + "\n", + " self.conditional = conditional\n", + " self.order = order\n", + " if conditional:\n", + " embed_dim = input_embed_dim + condition_embed_dim\n", + " else:\n", + " embed_dim = input_embed_dim\n", + " self.project = nn.Linear(input_dim, input_embed_dim, key=proj_key)\n", + "\n", + " sinu_pos_emb = LearnedSinusoidalPosEmb(\n", + " learned_sinusoidal_dim, key=jrandom.fold_in(time_mlp_key, 0)\n", + " )\n", + " fourier_dim = learned_sinusoidal_dim + 1\n", + " time_dim = embed_dim * 4\n", + "\n", + " self.time_mlp = nn.Sequential(\n", + " layers=[\n", + " sinu_pos_emb,\n", + " nn.Linear(fourier_dim, time_dim, key=jrandom.fold_in(time_mlp_key, 1)),\n", + " nn.Lambda(jax.nn.gelu),\n", + " nn.Linear(time_dim, time_dim, key=jrandom.fold_in(time_mlp_key, 2)),\n", + " ]\n", + " )\n", + "\n", + " self.conditional_embedding = nn.Sequential(\n", + " layers=[\n", + " nn.Linear(\n", + " input_dim, embed_dim * 2, key=jrandom.fold_in(cond_emb_key, 1)\n", + " ),\n", + " nn.Lambda(jax.nn.relu),\n", + " nn.Linear(\n", + " embed_dim * 2,\n", + " condition_embed_dim,\n", + " key=jrandom.fold_in(cond_emb_key, 2),\n", + " ),\n", + " ]\n", + " )\n", + "\n", + " self.transformer = SigFormer(\n", + " dim=embed_dim,\n", + " order=order,\n", + " n_heads=heads,\n", + " time_dim=time_dim,\n", + " n_layers=depth,\n", + " key=transformer_key,\n", + " )\n", + "\n", + " self.flatten = TensorFlatten()\n", + " readout_in_dim = sum(embed_dim ** (i + 1) for i in range(order))\n", + " self.readout = nn.Linear(readout_in_dim, input_dim, key=readout_key)\n", + "\n", + " def __call__(\n", + " self,\n", + " x: Float[Array, \"seq_len dim\"],\n", + " time: Float[Array, \" dim_t\"],\n", + " condition: Float[Array, \" dim\"] = None,\n", + " ):\n", + " x = jax.vmap(self.project)(x)\n", + " t = self.time_mlp(time, key=None)\n", + "\n", + " if condition is not None and self.conditional:\n", + " cond = self.conditional_embedding(condition)\n", + " cond = cond[None, ...]\n", + " cond = jnp.repeat(cond, x.shape[0], axis=0)\n", + " x = jnp.concatenate((x, cond), axis=-1)\n", + "\n", + " # compute signature\n", + " x = jnp.pad(x, ((1, 0), (0, 0)), constant_values=0.0)\n", + " x = signax.signature(x, depth=self.order, stream=True, flatten=False)\n", + "\n", + " x = self.transformer(x, t)\n", + "\n", + " x = self.flatten(x)\n", + " x = jax.vmap(self.readout)(x)\n", + "\n", + " return x" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Score matching methods\n", + "\n", + "The following is a typical way to train diffusion model. Actually, the code is adapted from [PyTorch code](https://github.com/lucidrains/denoising-diffusion-pytorch)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "def logsnr_schedule_cosine(t, logsnr_min=-15, logsnr_max=15):\n", + " t_min = math.atan(math.exp(-0.5 * logsnr_max))\n", + " t_max = math.atan(math.exp(-0.5 * logsnr_min))\n", + " return -0.2 * jnp.log(jnp.tan(t_min + t * (t_max - t_min)))\n", + "\n", + "\n", + "def right_pad_dims(x, t):\n", + " padded_dim = x.ndim - t.ndim\n", + " if padded_dim <= 0:\n", + " return t\n", + " new_shape = t.shape + (1,) * padded_dim\n", + " return jnp.reshape(t, new_shape)\n", + "\n", + "\n", + "class GaussianDiffusion(eqx.Module):\n", + " num_sample_steps: int = eqx.static_field()\n", + " dim: int = eqx.static_field()\n", + " min_snr_loss_weight: bool = eqx.static_field()\n", + " min_snr_gamma: float = eqx.static_field()\n", + "\n", + " model: ScoreFunction\n", + "\n", + " def __init__(\n", + " self,\n", + " model,\n", + " dim: int = 4,\n", + " num_sample_steps=500,\n", + " min_snr_loss_weight=True,\n", + " min_snr_gamma=5.0,\n", + " ):\n", + " self.dim = dim\n", + " self.num_sample_steps = num_sample_steps\n", + " self.min_snr_loss_weight = min_snr_loss_weight\n", + " self.min_snr_gamma = min_snr_gamma\n", + "\n", + " self.model = model\n", + "\n", + " def p_mean_variance(self, x, time, time_next, condition=None):\n", + " log_snr = logsnr_schedule_cosine(time)\n", + " log_snr_next = logsnr_schedule_cosine(time_next)\n", + " c = -jnp.expm1(log_snr - log_snr_next)\n", + " squared_alpha, squared_alpha_next = jax.nn.sigmoid(log_snr), jax.nn.sigmoid(\n", + " log_snr_next\n", + " )\n", + " squared_sigma, squared_sigma_next = jax.nn.sigmoid(-log_snr), jax.nn.sigmoid(\n", + " -log_snr_next\n", + " )\n", + "\n", + " alpha, sigma, alpha_next = map(\n", + " jnp.sqrt, (squared_alpha, squared_sigma, squared_alpha_next)\n", + " )\n", + "\n", + " pred = self.model(x, log_snr, condition)\n", + "\n", + " x_start = (x - sigma * pred) / alpha\n", + "\n", + " model_mean = alpha_next * (x * (1 - c) / alpha + c * x_start)\n", + "\n", + " posterior_variance = squared_sigma_next * c\n", + "\n", + " return model_mean, posterior_variance\n", + "\n", + " def p_sample(self, x, time, time_next, condition=None, *, key):\n", + " model_mean, model_variance = self.p_mean_variance(\n", + " x=x,\n", + " time=time,\n", + " time_next=time_next,\n", + " condition=condition,\n", + " )\n", + "\n", + " noise = jrandom.normal(key=key, shape=x.shape)\n", + " ret = jnp.where(\n", + " time_next == 0, model_mean, model_mean + jnp.sqrt(model_variance) * noise\n", + " )\n", + "\n", + " return ret\n", + "\n", + " def p_sample_loop(self, shape, condition=None, *, key):\n", + " init_key, path_key = jrandom.split(key)\n", + " x = jrandom.normal(key=init_key, shape=shape)\n", + " steps = jnp.linspace(1.0, 0.0, self.num_sample_steps + 1)\n", + "\n", + " def scan_fn(carry, ind):\n", + " x_, key_ = carry\n", + " time = steps[ind]\n", + " time_next = steps[ind + 1]\n", + " carry = self.p_sample(\n", + " x=x_, time=time, time_next=time_next, condition=condition, key=key_\n", + " )\n", + "\n", + " key_ = jrandom.split(key_, 1)[0]\n", + " return (carry, key_), None\n", + "\n", + " ret, _ = jax.lax.scan(\n", + " scan_fn,\n", + " (x, path_key),\n", + " jnp.arange(self.num_sample_steps),\n", + " )\n", + " return ret\n", + "\n", + " def sample(\n", + " self,\n", + " batch_size: int,\n", + " seq_len: int,\n", + " x0: Float[Array, \"batch_size dim\"] = None,\n", + " *,\n", + " key,\n", + " ):\n", + " shape = (seq_len, self.dim)\n", + " batch_key = jrandom.split(key, batch_size)\n", + " ret = jax.vmap(\n", + " lambda x_start, k: self.p_sample_loop(shape=shape, condition=x_start, key=k)\n", + " )(x0, batch_key)\n", + " return ret\n", + "\n", + " def q_sample(self, x_start, times, noise=None, *, key=None):\n", + " if noise is None:\n", + " noise = jrandom.normal(key=key, shape=x_start.shape)\n", + "\n", + " log_snr = logsnr_schedule_cosine(times)\n", + " log_snr_padded = right_pad_dims(x_start, log_snr)\n", + " alpha = jnp.sqrt(jax.nn.sigmoid(log_snr_padded))\n", + " sigma = jnp.sqrt(jax.nn.sigmoid(-log_snr_padded))\n", + "\n", + " x_noise = x_start * alpha + noise * sigma\n", + "\n", + " return x_noise, log_snr\n", + "\n", + " def p_losses(self, x_start, times, condition=None, noise=None, *, key):\n", + " if noise is None:\n", + " noise = jrandom.normal(key=key, shape=x_start.shape)\n", + "\n", + " x, log_snr = self.q_sample(x_start, times=times, noise=noise)\n", + "\n", + " model_out = self.model(x, log_snr, condition=condition)\n", + "\n", + " target = noise\n", + "\n", + " loss = jnp.mean((model_out - target) ** 2)\n", + "\n", + " snr = jnp.exp(log_snr)\n", + "\n", + " maybe_clip_snr = jax.lax.stop_gradient(snr)\n", + "\n", + " if self.min_snr_loss_weight:\n", + " maybe_clip_snr = jnp.clip(maybe_clip_snr, a_max=self.min_snr_gamma)\n", + "\n", + " loss_weight = maybe_clip_snr / snr\n", + "\n", + " return loss * loss_weight\n", + "\n", + " def compute_loss(\n", + " self,\n", + " x: Float[Array, \"seq_len dim\"],\n", + " condition: Float[Array, \" dim\"] = None,\n", + " *,\n", + " key,\n", + " ):\n", + " time_key, loss_key = jrandom.split(key)\n", + " times = jrandom.uniform(key=time_key, shape=(1,)).squeeze()\n", + " return self.p_losses(x, times, condition=condition, key=loss_key)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Some evaluation function\n", + "\n", + "Here only shows three main criteria to evaluate: Covariance, Correlation, Auto-Correlation." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "def acf(x, max_lag, axis=(0, 1)):\n", + " acfs = []\n", + " x = x - jnp.mean(x, axis=(0, 1))\n", + " std = jnp.var(x, axis=(0, 1))\n", + " for i in range(max_lag):\n", + " y = x[:, i:] * x[:, :-i] if i > 0 else x**2\n", + " acf_i = jnp.mean(y, axis=axis) / std\n", + " acfs.append(acf_i)\n", + "\n", + " if axis == (0, 1):\n", + " return jnp.stack(acfs)\n", + "\n", + " return jnp.concatenate(acfs, 1)\n", + "\n", + "\n", + "def acf_nonstationary(x, symmetric=False):\n", + " b, t, d = x.shape\n", + " correlations = jnp.zeros((t, t, d))\n", + "\n", + " for i in range(t):\n", + " for j in range(i, t):\n", + " correlation = jnp.sum(x[:, i, :] * x[:, j, :], axis=0)\n", + " correlation = correlation / (\n", + " jnp.linalg.norm(x[:, i, :], axis=0)\n", + " * jnp.linalg.norm(x[:, j, :], axis=0)\n", + " )\n", + " correlations = correlations.at[i, j, :].set(correlation)\n", + " if symmetric:\n", + " correlations = correlations.at[j, i, :].set(correlation)\n", + "\n", + " return correlations\n", + "\n", + "\n", + "def cacf(x, lags, axis=(0, 1)):\n", + " def get_lower_triangle_indices(n):\n", + " return [list(x) for x in jnp.tril_indices(n, n)]\n", + "\n", + " ind = get_lower_triangle_indices(x.shape[2])\n", + "\n", + " x = (x - jnp.mean(x, axis=axis, keepdims=True)) / jnp.std(\n", + " x, axis=axis, keepdims=True\n", + " )\n", + "\n", + " x_l = x[..., ind[0]]\n", + " x_r = x[..., ind[1]]\n", + "\n", + " cacfs = []\n", + " for i in range(lags):\n", + " y = x_l[:, i:] * x_r[:, :-i] if i > 0 else x_l * x_r\n", + "\n", + " cacf_i = jnp.mean(y, (1))\n", + " cacfs.append(cacf_i)\n", + "\n", + " ret = jnp.concatenate(cacfs, 1)\n", + " ret = jnp.reshape(ret, (ret.shape[0], -1, len(ind[0])))\n", + "\n", + " return ret\n", + "\n", + "\n", + "def cov(x):\n", + " _, L, C = x.shape\n", + " x = jnp.reshape(x, (-1, L * C))\n", + " return jnp.cov(x, rowvar=False)\n", + "\n", + "\n", + "def acf_diff(x, y):\n", + " diff = acf_nonstationary(x) - acf_nonstationary(y)\n", + " # diff = acf(x, max_lag=x.shape[1]) - acf(y, max_lag=y.shape[1])\n", + " return jnp.sqrt(jnp.sum(diff**2, 0))\n", + "\n", + "\n", + "def cc_diff(x, y):\n", + " diff = (\n", + " jnp.mean(cacf(x, lags=x.shape[1]), 0)[0]\n", + " - jnp.mean(cacf(y, lags=y.shape[1]), 0)[0]\n", + " )\n", + " return jnp.sum(jnp.abs(diff), 0)\n", + "\n", + "\n", + "def cov_diff(x, y):\n", + " diff = cov(x) - cov(y)\n", + " return jnp.mean(jnp.abs(diff))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Let's put together and train" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "# data processing\n", + "data = jnp.array(data)\n", + "val_data = jnp.array(val_data)\n", + "\n", + "# here we preprocess data into log(S_{t+1}/S_t)\n", + "x0 = data[:, 0]\n", + "dx = jnp.log(data[:, 1:]) - jnp.log(data[:, :-1])\n", + "mean = jnp.mean(dx, axis=0)\n", + "std = jnp.std(dx, axis=0)\n", + "normalized_dx = (dx - mean) / std" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "key = jrandom.PRNGKey(0)\n", + "model_key, train_key, data_key = jrandom.split(key, 3)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "score_function = ScoreFunction(\n", + " input_embed_dim=8,\n", + " condition_embed_dim=8,\n", + " input_dim=4,\n", + " depth=4,\n", + " order=2,\n", + " heads=4,\n", + " key=jrandom.PRNGKey(0),\n", + ")\n", + "model = GaussianDiffusion(score_function, dim=4)\n", + "\n", + "optimizer = optax.adam(learning_rate=3e-4)\n", + "opt_state = optimizer.init(eqx.filter(model, eqx.is_inexact_array))" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "def compute_loss(model, x, x0, key):\n", + " keys = jrandom.split(key, x.shape[0])\n", + " loss_fn = lambda x_, x0_, key_: model.compute_loss(x_, x0_, key=key_)\n", + " loss = jax.vmap(loss_fn)(x, x0, keys)\n", + " loss = jnp.mean(loss)\n", + " return loss" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "@eqx.filter_jit\n", + "def make_step(model, x, x0, key, opt_state, opt_update):\n", + " loss, grads = eqx.filter_value_and_grad(lambda m: compute_loss(m, x, x0, key))(\n", + " model\n", + " )\n", + " updates, opt_state = opt_update(grads, opt_state)\n", + " model = eqx.apply_updates(model, updates)\n", + " key = jrandom.split(key, 1)[0]\n", + " return model, loss, opt_state, key" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "@eqx.filter_jit\n", + "def sample(model, batch_size, seq_len, x0, key):\n", + " return model.sample(batch_size, seq_len=seq_len, x0=x0, key=key)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Iter 9 \t Loss: 33.5771\n", + "ACF: 0.02413 \t Correlation: 1.41276 \t Covariance: 0.00646\n", + "Iter 19 \t Loss: 33.4101\n", + "ACF: 0.02203 \t Correlation: 0.55864 \t Covariance: 0.00628\n", + "Iter 29 \t Loss: 33.1996\n", + "ACF: 0.01790 \t Correlation: 0.68865 \t Covariance: 0.00590\n", + "Iter 39 \t Loss: 33.2859\n", + "ACF: 0.01306 \t Correlation: 0.48157 \t Covariance: 0.00526\n", + "Iter 49 \t Loss: 33.2346\n", + "ACF: 0.01849 \t Correlation: 1.35360 \t Covariance: 0.00915\n", + "Iter 59 \t Loss: 33.1821\n", + "ACF: 0.02231 \t Correlation: 1.50229 \t Covariance: 0.01134\n", + "Iter 69 \t Loss: 33.1057\n", + "ACF: 0.02020 \t Correlation: 0.91319 \t Covariance: 0.00670\n", + "Iter 79 \t Loss: 33.1707\n", + "ACF: 0.02038 \t Correlation: 0.75822 \t Covariance: 0.00651\n", + "Iter 89 \t Loss: 33.1409\n", + "ACF: 0.01652 \t Correlation: 0.66544 \t Covariance: 0.00583\n", + "Iter 99 \t Loss: 33.1019\n", + "ACF: 0.01655 \t Correlation: 0.71553 \t Covariance: 0.00511\n", + "Iter 109 \t Loss: 33.1312\n", + "ACF: 0.01821 \t Correlation: 1.03891 \t Covariance: 0.00665\n", + "Iter 119 \t Loss: 33.0055\n", + "ACF: 0.01920 \t Correlation: 0.70419 \t Covariance: 0.00612\n", + "Iter 129 \t Loss: 33.1459\n", + "ACF: 0.01860 \t Correlation: 0.76941 \t Covariance: 0.00635\n", + "Iter 139 \t Loss: 32.9932\n", + "ACF: 0.01850 \t Correlation: 1.05421 \t Covariance: 0.00726\n", + "Iter 149 \t Loss: 33.0624\n", + "ACF: 0.01989 \t Correlation: 0.59580 \t Covariance: 0.00467\n", + "Iter 159 \t Loss: 33.0838\n", + "ACF: 0.01740 \t Correlation: 1.19056 \t Covariance: 0.00675\n", + "Iter 169 \t Loss: 33.0517\n", + "ACF: 0.02050 \t Correlation: 0.81153 \t Covariance: 0.00708\n", + "Iter 179 \t Loss: 33.0146\n", + "ACF: 0.01847 \t Correlation: 1.23501 \t Covariance: 0.00830\n", + "Iter 189 \t Loss: 33.0303\n", + "ACF: 0.01946 \t Correlation: 0.83916 \t Covariance: 0.00581\n", + "Iter 199 \t Loss: 33.0336\n", + "ACF: 0.01880 \t Correlation: 0.93235 \t Covariance: 0.00730\n" + ] + } + ], + "source": [ + "batch_size = 200\n", + "\n", + "for iter in range(200):\n", + " indices = jrandom.permutation(\n", + " key=jrandom.fold_in(data_key, iter), x=jnp.arange(data.shape[0])\n", + " )\n", + " current = 0\n", + "\n", + " total_loss = 0.0\n", + " while current < data.shape[0] - batch_size:\n", + " batch_indices = indices[current : current + batch_size]\n", + " x0_batch = x0[batch_indices]\n", + " x_batch = normalized_dx[batch_indices]\n", + " model, loss, opt_state, train_key = make_step(\n", + " model,\n", + " x_batch,\n", + " x0_batch,\n", + " train_key,\n", + " opt_state,\n", + " optimizer.update,\n", + " )\n", + " total_loss += loss.item()\n", + " current += batch_size\n", + "\n", + " # evaluation\n", + " if (iter + 1) % 10 == 0:\n", + " print(f\"Iter {iter} \\t Loss: {total_loss:.4f}\")\n", + " # this is how we get x0. Basically, this is from train data. There should be better way to do it\n", + " # in fact, my submission is screwed because of not generating x0 correctly\n", + " x0_fake = x0[:2000]\n", + " x_fake = sample(\n", + " model, batch_size=2000, seq_len=19, x0=x0_fake, key=jrandom.PRNGKey(0)\n", + " )\n", + " # reverse transform: rescale + cumsum + exp\n", + " x_fake = x_fake[0] * std + mean\n", + " x_fake = jnp.concatenate([jnp.log(x0_fake[:, None, :]), x_fake], axis=1)\n", + " x_fake = jnp.exp(jnp.cumsum(x_fake, 1))\n", + "\n", + " acf_value = jnp.mean(acf_diff(x_fake, val_data))\n", + " cacf_value = jnp.mean(cc_diff(x_fake, val_data))\n", + " cov_value = jnp.mean(cov_diff(x_fake, val_data))\n", + " print(\n", + " f\"ACF: {acf_value.item():.5f} \\t Correlation: {cacf_value.item():.5f} \\t Covariance: {cov_value.item():.5f}\"\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_data(x_fake)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "It looks not so bad and it seems like the model converges quite early!!!" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "base", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.4" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/examples/time_series_generation_data/ref_data.pkl b/examples/time_series_generation_data/ref_data.pkl new file mode 100644 index 0000000..045de11 Binary files /dev/null and b/examples/time_series_generation_data/ref_data.pkl differ diff --git a/examples/time_series_generation_data/val_data.pkl b/examples/time_series_generation_data/val_data.pkl new file mode 100644 index 0000000..23ba169 Binary files /dev/null and b/examples/time_series_generation_data/val_data.pkl differ