Add E3former v1.0 release assets
Browse files- .gitattributes +1 -60
- LICENSE +396 -0
- README.md +57 -0
- SHA256SUMS +13 -0
- THIRD_PARTY_DATA.md +25 -0
- datasets/cath/README.md +43 -0
- datasets/cath/cath.tar.gz +3 -0
- datasets/cath/cathAF.tar.gz +3 -0
- datasets/cath/dataset_manifest.json +61 -0
- datasets/ppbs/README.md +43 -0
- datasets/ppbs/binding_site.tar.gz +3 -0
- datasets/ppbs/bindingsiteAF.tar.gz +3 -0
- datasets/ppbs/dataset_manifest.json +125 -0
- licenses/ScanNet-APACHE-2.0.txt +201 -0
.gitattributes
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Creative Commons is not a party to its public
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Creative Commons may be contacted at creativecommons.org.
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|
README.md
CHANGED
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---
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license: cc-by-4.0
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---
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| 1 |
---
|
| 2 |
license: cc-by-4.0
|
| 3 |
+
tags:
|
| 4 |
+
- biology
|
| 5 |
+
- protein-structure
|
| 6 |
+
- inverse-folding
|
| 7 |
+
- binding-site-prediction
|
| 8 |
+
size_categories:
|
| 9 |
+
- 10K<n<100K
|
| 10 |
---
|
| 11 |
+
|
| 12 |
+
# E3former Datasets
|
| 13 |
+
|
| 14 |
+
Processed datasets for *Energy-Adaptive Equivariant State Space Models for
|
| 15 |
+
Noise-Robust Protein Structure Representation*.
|
| 16 |
+
|
| 17 |
+
## Datasets
|
| 18 |
+
|
| 19 |
+
| Dataset | Structure | Task | Train | Validation | Test |
|
| 20 |
+
|---|---|---|---:|---:|---:|
|
| 21 |
+
| [CATH](datasets/cath/README.md) | Experimental | Inverse folding | 18,009 | 607 | 1,119 |
|
| 22 |
+
| [CATH-AF](datasets/cath/README.md) | AlphaFold-derived | Inverse folding | 16,467 | 559 | 1,015 |
|
| 23 |
+
| [PPBS](datasets/ppbs/README.md) | Experimental | Binding-site prediction | 12,577 | 3,178 | 3,984 |
|
| 24 |
+
| [PPBS-AF](datasets/ppbs/README.md) | AlphaFold-derived | Binding-site prediction | 11,345 | 2,876 | 3,636 |
|
| 25 |
+
|
| 26 |
+
The archives contain processed PyTorch/PyG protein objects and fixed
|
| 27 |
+
train/validation/test splits. PPBS includes the 70, homology, topology, and none
|
| 28 |
+
test subsets. Family-specific manifests record split counts and archive checksums.
|
| 29 |
+
|
| 30 |
+
## 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
|
@@ -0,0 +1,13 @@
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
dfdc967b91eaf94a5683fa64aedbc8374bf7ec54c7b34aa7d9a8fca5ccbe2056 .gitattributes
|
| 2 |
+
9ba9550ad48438d0836ddab3da480b3b69ffa0aac7b7878b5a0039e7ab429411 LICENSE
|
| 3 |
+
8e99d361cbe8698b4c8b6387411bc68a9674334294aa4c24eba54d7cfa4919e9 README.md
|
| 4 |
+
770ff095eda05d32e1074d984cff73e0c30c9d4f5d7d2516abea78c6a5233030 THIRD_PARTY_DATA.md
|
| 5 |
+
86110ee0de13e9d8f1c73b2488acee08ebc7ac1a6734d495c800bfac05397826 datasets/cath/README.md
|
| 6 |
+
2efc89d6503f62f98d88bc00571fce15b8c2df0f10c5417b5331efc26889be44 datasets/cath/cath.tar.gz
|
| 7 |
+
f872bb706472136774dd7525fb1aa8eff43b697239c599c16bad7987db308bc2 datasets/cath/cathAF.tar.gz
|
| 8 |
+
362e9fe71d4b29639c240324fdef167b23c36eb254844c943fa73a427bc777fb datasets/cath/dataset_manifest.json
|
| 9 |
+
0f52ed019318e63f10b8c30d98b8a1ac328a6b56eb874db308f5c0da8a839930 datasets/ppbs/README.md
|
| 10 |
+
50a119ea4d52174dc898c41354e1ac8122f7643d03783660e1d87f770e9543fb datasets/ppbs/binding_site.tar.gz
|
| 11 |
+
9f8c8e9daad759407e276fd4812e71a160d54c312d0a130d4847ed77efcddeb4 datasets/ppbs/bindingsiteAF.tar.gz
|
| 12 |
+
48f8eba20b9049bcb480c23fd3ca2c2069558b73027818851be701f2c8011842 datasets/ppbs/dataset_manifest.json
|
| 13 |
+
50e6751797c50dedd75ef1b8a0d9e42f5f8472e9fbce91f34718e9f97b0c780a licenses/ScanNet-APACHE-2.0.txt
|
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 @@
|
|
|
|
|
|
|
|
|
|
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|
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|
|
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|
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|
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|
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|
|
|
|
|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 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
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:2efc89d6503f62f98d88bc00571fce15b8c2df0f10c5417b5331efc26889be44
|
| 3 |
+
size 463111507
|
datasets/cath/cathAF.tar.gz
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:f872bb706472136774dd7525fb1aa8eff43b697239c599c16bad7987db308bc2
|
| 3 |
+
size 790538916
|
datasets/cath/dataset_manifest.json
ADDED
|
@@ -0,0 +1,61 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
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|
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|
|
|
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|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"format_version": 1,
|
| 3 |
+
"datasets": {
|
| 4 |
+
"cath": {
|
| 5 |
+
"directory": "cath",
|
| 6 |
+
"proteins": 19735,
|
| 7 |
+
"splits": {
|
| 8 |
+
"train": 18009,
|
| 9 |
+
"validation": 607,
|
| 10 |
+
"test": 1119
|
| 11 |
+
},
|
| 12 |
+
"split_files": {
|
| 13 |
+
"chain_set_splits.json": {
|
| 14 |
+
"bytes": 784239,
|
| 15 |
+
"sha256": "4824a2c7a16a0002ec603f5d6c938f1e8e7db63ecfa4df2e0a618c3b0e44a30f"
|
| 16 |
+
}
|
| 17 |
+
},
|
| 18 |
+
"archive": {
|
| 19 |
+
"group": "cath",
|
| 20 |
+
"repository": "e3former",
|
| 21 |
+
"filename": "datasets/cath/cath.tar.gz",
|
| 22 |
+
"archive_root": "cath",
|
| 23 |
+
"members": 19736,
|
| 24 |
+
"bytes": 463111507,
|
| 25 |
+
"sha256": "2efc89d6503f62f98d88bc00571fce15b8c2df0f10c5417b5331efc26889be44"
|
| 26 |
+
},
|
| 27 |
+
"processed_bytes": 2088358898
|
| 28 |
+
},
|
| 29 |
+
"cath-af": {
|
| 30 |
+
"directory": "cathAF",
|
| 31 |
+
"proteins": 18041,
|
| 32 |
+
"splits": {
|
| 33 |
+
"train": 16467,
|
| 34 |
+
"validation": 559,
|
| 35 |
+
"test": 1015
|
| 36 |
+
},
|
| 37 |
+
"split_files": {
|
| 38 |
+
"chain_set_splits.json": {
|
| 39 |
+
"bytes": 1046844,
|
| 40 |
+
"sha256": "ecd1bc9e9b1cd502eb75fe33a3bfe9f9aadc213992846da8d61c5ab42c297bca"
|
| 41 |
+
}
|
| 42 |
+
},
|
| 43 |
+
"archive": {
|
| 44 |
+
"group": "cath-af",
|
| 45 |
+
"repository": "e3former",
|
| 46 |
+
"filename": "datasets/cath/cathAF.tar.gz",
|
| 47 |
+
"archive_root": "cathAF",
|
| 48 |
+
"members": 18042,
|
| 49 |
+
"bytes": 790538916,
|
| 50 |
+
"sha256": "f872bb706472136774dd7525fb1aa8eff43b697239c599c16bad7987db308bc2"
|
| 51 |
+
},
|
| 52 |
+
"processed_bytes": 3609656805
|
| 53 |
+
}
|
| 54 |
+
},
|
| 55 |
+
"dependencies": {
|
| 56 |
+
"python": "3.10",
|
| 57 |
+
"torch": "2.1.0",
|
| 58 |
+
"torch_geometric": "2.4.0",
|
| 59 |
+
"graphein": "1.7.5"
|
| 60 |
+
}
|
| 61 |
+
}
|
datasets/ppbs/README.md
ADDED
|
@@ -0,0 +1,43 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 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.
|
datasets/ppbs/binding_site.tar.gz
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:50a119ea4d52174dc898c41354e1ac8122f7643d03783660e1d87f770e9543fb
|
| 3 |
+
size 547503822
|
datasets/ppbs/bindingsiteAF.tar.gz
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:9f8c8e9daad759407e276fd4812e71a160d54c312d0a130d4847ed77efcddeb4
|
| 3 |
+
size 738478697
|
datasets/ppbs/dataset_manifest.json
ADDED
|
@@ -0,0 +1,125 @@
|
|
|
|
|
|
|
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|
licenses/ScanNet-APACHE-2.0.txt
ADDED
|
@@ -0,0 +1,201 @@
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|
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