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Disconnected GNN: Catalyst-Adsorbate separator #44
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Commits on Jun 12, 2023
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Deleted disconnected model, as now it is a feature on data transforms…
…. Changed a config file to reflect this.
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Commits on Jun 21, 2023
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Modified the is_disconnected flag to be a variable so it can be used …
…in yaml files. Also modified some yaml experiment files.
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Commits on Jun 26, 2023
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Added flag for only using a subset of the dataset with a unique datap…
…oint for every (catalyst, adsorbate, cell) tuple.
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Added if statement in base trainer to use only the desired subset of …
…dataset for training purposes
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Commits on Jun 28, 2023
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Fixed a bug when closing the dataset and modified config files to mak…
…e them easier to replicate
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Implemented: getting separate predictions for ads, cats. Their output…
…s get concatenated, and then passed through a 2-layer MLP to return a single value. Testing still needed.
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Commits on Jul 5, 2023
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Middle point before implementing a needed modification to make skip_c…
…o=concat feature work.
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Commits on Jul 7, 2023
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Changed the name of disconnected model to dependent as to make psace …
…for other types of disconnected models
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Commits on Jul 10, 2023
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Now that the new dataset is implemented, we correct so the dependent …
…model doesn't use it, and we start writing the independent model.
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Commits on Jul 27, 2023
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Added positional encoding to allow the model to distinguish between a…
…dsorbate and catalysts inputs
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Did good progress on the implementation of energy forward, modified b…
…ase trainer to make it easier to implement models like tifaenet/indfaenet. Now you just have to add it to a list in the initialization method.
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Commits on Jul 30, 2023
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Finished implementation of transformer interactions, and will redo tr…
…aining on transformer combination to see if I can reduce the number of parameters
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Commits on Aug 7, 2023
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Implemented attention tifaenet through sparse matrix. Now changing ba…
…ckend implementation of tifaenet so it uses heterogeneous graphs
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Commits on Aug 10, 2023
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Finished implementing heterogeneous graphs dataset. Most of the chang…
…es are simple changes in syntax throughout the code as heterogeneous graphs do not have the same syntax as homogeneous graphs in pytorch geometric.
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Code worked fine. Implemented the requirement of specifying the versi…
…on of GAT. Training yaml files ready for submission.
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Commits on Aug 11, 2023
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Fixed mistake where version 2 wasn't being used. Added attention head…
…s to the GAT layer.
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Deleted sparse matrix implementation, which never ran fast enough to …
…even train in 15 hours.
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Changed named of TIFaenet to AFaenet. ALSO I changed the largest z-in…
…dex from 25.0 to 20.0
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Commits on Aug 23, 2023
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Forgot to uncomment the task part. I also didn't use the is_disconnec…
…ted flag correctly in the testing part
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Finished implementing aschnet and also made some modifications to the…
… way in which residual connections happen
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tried to implement gemnet, didn't work. Now rerunning faenet with the…
… more standard config files
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Commits on Nov 29, 2023
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Merge pull request #52 from RolnickLab/prepare-disconnected
Import changes to prepare for gfn
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Merge pull request #53 from RolnickLab/disconnected-per-ads-datasets
Disconnected per adsorbate dataset: import changes from #48
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Merge branch 'disconnected_gnn' of https://github.com/RolnickLab/ocp …
…into disconnected_gnn
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