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Add E3former v1.0 release assets

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+
README.md CHANGED
@@ -1,3 +1,60 @@
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  ---
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  license: cc-by-4.0
 
 
 
 
 
 
 
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  ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  ---
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  license: cc-by-4.0
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+ tags:
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+ - biology
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+ - protein-structure
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+ - inverse-folding
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+ - binding-site-prediction
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+ size_categories:
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+ - 10K<n<100K
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  ---
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+
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+ # E3former Datasets
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+
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+ Processed datasets for *Energy-Adaptive Equivariant State Space Models for
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+ Noise-Robust Protein Structure Representation*.
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+
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+ ## Datasets
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+
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+ | Dataset | Structure | Task | Train | Validation | Test |
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+ |---|---|---|---:|---:|---:|
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+ | [CATH](datasets/cath/README.md) | Experimental | Inverse folding | 18,009 | 607 | 1,119 |
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+ | [CATH-AF](datasets/cath/README.md) | AlphaFold-derived | Inverse folding | 16,467 | 559 | 1,015 |
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+ | [PPBS](datasets/ppbs/README.md) | Experimental | Binding-site prediction | 12,577 | 3,178 | 3,984 |
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+ | [PPBS-AF](datasets/ppbs/README.md) | AlphaFold-derived | Binding-site prediction | 11,345 | 2,876 | 3,636 |
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+
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+ The archives contain processed PyTorch/PyG protein objects and fixed
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+ train/validation/test splits. PPBS includes the 70, homology, topology, and none
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+ test subsets. Family-specific manifests record split counts and archive checksums.
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+
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+ ## Download
31
+
32
+ ```bash
33
+ hf download GENTEL-Lab/E3former_data --repo-type dataset --local-dir e3former_data
34
+ ```
35
+
36
+ Or, from the E3former code directory:
37
+
38
+
39
+ ```bash
40
+ python scripts/download.py --namespace GENTEL-Lab
41
+ e3former check-data
42
+ ```
43
+
44
+ To install one dataset, add `--only cath`, `--only cath-af`, `--only ppbs`, or
45
+ `--only ppbs-af` to the download command. The script verifies SHA256 and extracts
46
+ the archives into the matching `data/` directories.
47
+
48
+ Use Python 3.10 and the dependencies pinned in the E3former installation.
49
+ These are processed inputs for the provided data loader, not raw PDB files.
50
+
51
+ ## Sources
52
+
53
+ CATH uses [CATH](https://www.cathdb.info/) protein classifications and benchmark
54
+ splits. PPBS labels and evaluation subsets originate from
55
+ [ScanNet](https://github.com/jertubiana/ScanNet).
56
+ The AF variants provide AlphaFold-derived structures for the corresponding tasks.
57
+ This release uses CC BY 4.0 for our contributions. Source materials retain their original licenses; see
58
+ [THIRD_PARTY_DATA.md](THIRD_PARTY_DATA.md).
59
+
60
+ Please cite E3former and the relevant source datasets when using this release.
SHA256SUMS ADDED
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+ 9ba9550ad48438d0836ddab3da480b3b69ffa0aac7b7878b5a0039e7ab429411 LICENSE
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+ 8e99d361cbe8698b4c8b6387411bc68a9674334294aa4c24eba54d7cfa4919e9 README.md
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+ 770ff095eda05d32e1074d984cff73e0c30c9d4f5d7d2516abea78c6a5233030 THIRD_PARTY_DATA.md
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+ 86110ee0de13e9d8f1c73b2488acee08ebc7ac1a6734d495c800bfac05397826 datasets/cath/README.md
6
+ 2efc89d6503f62f98d88bc00571fce15b8c2df0f10c5417b5331efc26889be44 datasets/cath/cath.tar.gz
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+ 362e9fe71d4b29639c240324fdef167b23c36eb254844c943fa73a427bc777fb datasets/cath/dataset_manifest.json
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THIRD_PARTY_DATA.md ADDED
@@ -0,0 +1,25 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # Data Sources and Attribution
2
+
3
+ This release packages processed protein objects, labels, and split lists for
4
+ E3former. Source data retain their original notices and license terms.
5
+ Our packaging and documentation are licensed under [CC BY 4.0](LICENSE).
6
+
7
+ | Component | Source | Upstream license |
8
+ |---|---|---|
9
+ | CATH classification | [CATH](https://www.cathdb.info/wiki/doku/?id=start) | [CC BY 4.0](https://creativecommons.org/licenses/by/4.0/) |
10
+ | PPBS labels and evaluation subsets | [ScanNet](https://github.com/jertubiana/ScanNet/tree/main/datasets/PPBS) | [Apache 2.0](licenses/ScanNet-APACHE-2.0.txt) |
11
+
12
+ The upstream ScanNet license is retained unchanged. The processed objects in
13
+ this release were prepared for the E3former data loader; they are not the
14
+ original ScanNet distribution.
15
+
16
+ ScanNet reference: Tubiana, J., Schneidman-Duhovny, D., and Wolfson, H. J.
17
+ ScanNet: an interpretable geometric deep learning model for structure-based
18
+ protein binding site prediction. Nature Methods 19, 730-739 (2022).
19
+ https://doi.org/10.1038/s41592-022-01490-7
20
+
21
+ AlphaFold reference: Jumper, J. et al. Highly accurate protein structure
22
+ prediction with AlphaFold. Nature 596, 583-589 (2021).
23
+ https://doi.org/10.1038/s41586-021-03819-2
24
+
25
+ The E3former code license does not replace upstream dataset licenses.
datasets/cath/README.md ADDED
@@ -0,0 +1,43 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # E3former CATH and CATH-AF
2
+
3
+ Preprocessed CATH inverse-folding benchmarks for E3former, including experimental structures and
4
+ their AlphaFold-derived counterpart. Data are stored as PyTorch/PyG protein
5
+ objects in `.pt` files, using the feature pipeline supplied with the code.
6
+
7
+ ## Splits
8
+
9
+ | Dataset | Train | Validation | Test |
10
+ |---|---:|---:|---:|
11
+ | cath | 18,009 | 607 | 1,119 |
12
+ | cath-af | 16,467 | 559 | 1,015 |
13
+
14
+ Each archive preserves its dataset directory, processed proteins, and fixed
15
+ train/validation/test ID lists. Only proteins referenced by these lists are
16
+ included. Experimental and predicted versions have different available samples;
17
+ their split sizes are not assumed to be identical.
18
+
19
+ `dataset_manifest.json` records counts, preprocessing dependencies, split-file
20
+ checksums, and the SHA256 checksum of each archive. The repository-level
21
+ [`SHA256SUMS`](../../SHA256SUMS) covers all release files.
22
+
23
+ ## Usage
24
+
25
+ With the E3former code installed:
26
+
27
+ ```bash
28
+ python scripts/download.py --namespace GENTEL-Lab --only cath cath-af
29
+ ```
30
+
31
+ After installing both dataset families, run `e3former check-data` to verify
32
+ all four datasets.
33
+
34
+ Use Python 3.10, PyTorch 2.1.0, PyG 2.4.0, and Graphein 1.7.5 as pinned by the
35
+ E3former installation. These archives contain processed inputs, not the
36
+ original PDB files or AlphaFold prediction pipeline.
37
+
38
+ ## Source
39
+
40
+ CATH protein classification and the inverse-folding benchmark splits distributed with E3former.
41
+ See [CATH](https://www.cathdb.info/) for the source database.
42
+
43
+ Please cite the source dataset and the E3former paper when using this release.
datasets/cath/cath.tar.gz ADDED
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+ "graphein": "1.7.5"
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+ }
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datasets/ppbs/README.md ADDED
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1
+ # E3former PPBS and PPBS-AF
2
+
3
+ Preprocessed protein-protein binding-site prediction benchmarks for E3former, including experimental structures and
4
+ their AlphaFold-derived counterpart. Data are stored as PyTorch/PyG protein
5
+ objects in `.pt` files, using the feature pipeline supplied with the code.
6
+
7
+ ## Splits
8
+
9
+ | Dataset | Train | Validation | Test |
10
+ |---|---:|---:|---:|
11
+ | ppbs | 12,577 | 3,178 | 3,984 |
12
+ | ppbs-af | 11,345 | 2,876 | 3,636 |
13
+
14
+ Each archive preserves its dataset directory, processed proteins, and fixed
15
+ train/validation/test ID lists. Only proteins referenced by these lists are
16
+ included. Experimental and predicted versions have different available samples;
17
+ their split sizes are not assumed to be identical.
18
+
19
+ `dataset_manifest.json` records counts, preprocessing dependencies, split-file
20
+ checksums, and the SHA256 checksum of each archive. The repository-level
21
+ [`SHA256SUMS`](../../SHA256SUMS) covers all release files.
22
+
23
+ ## Usage
24
+
25
+ With the E3former code installed:
26
+
27
+ ```bash
28
+ python scripts/download.py --namespace GENTEL-Lab --only ppbs ppbs-af
29
+ ```
30
+
31
+ After installing both dataset families, run `e3former check-data` to verify
32
+ all four datasets.
33
+
34
+ Use Python 3.10, PyTorch 2.1.0, PyG 2.4.0, and Graphein 1.7.5 as pinned by the
35
+ E3former installation. These archives contain processed inputs, not the
36
+ original PDB files or AlphaFold prediction pipeline.
37
+
38
+ ## Source
39
+
40
+ The protein-protein binding-site benchmark originates from ScanNet;
41
+ the released ID lists preserve its homology-based evaluation subsets.
42
+
43
+ Please cite the source dataset and the E3former paper when using this release.
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1
+ Apache License
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+ Version 2.0, January 2004
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+ http://www.apache.org/licenses/
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+
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+ TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION
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+
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+ 1. Definitions.
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+ "License" shall mean the terms and conditions for use, reproduction,
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+ and distribution as defined by Sections 1 through 9 of this document.
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