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Publish AlphaEnzyme input data and checksums

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  1. .gitattributes +6 -0
  2. README.md +29 -0
  3. SHA256SUMS +82 -0
  4. inputs/CONTRACT.json +47 -0
  5. inputs/README.md +28 -0
  6. inputs/kinetics/alpha_sources.json +8 -0
  7. inputs/kinetics/alpha_test_row_extra.npz +3 -0
  8. inputs/kinetics/alpha_train_row_extra.npz +3 -0
  9. inputs/kinetics/alpha_training_zscore_stats.npz +3 -0
  10. inputs/kinetics/alpha_valid_row_extra.npz +3 -0
  11. inputs/kinetics/features/drfp/rxn2fp_public_kinetics.pkl +3 -0
  12. inputs/kinetics/features/protein_pocket/all_protein_pocket.npz +3 -0
  13. inputs/kinetics/features/substrate/substrate_fp_ecfp4_2048.pkl +3 -0
  14. inputs/kinetics/test.csv +0 -0
  15. inputs/kinetics/train.csv +3 -0
  16. inputs/kinetics/valid.csv +0 -0
  17. inputs/mutation/component_inputs_unlabelled.csv +3 -0
  18. inputs/mutation/features/fold_0_normalization.npz +3 -0
  19. inputs/mutation/features/fold_1_normalization.npz +3 -0
  20. inputs/mutation/features/fold_2_normalization.npz +3 -0
  21. inputs/mutation/features/fold_3_normalization.npz +3 -0
  22. inputs/mutation/features/fold_4_normalization.npz +3 -0
  23. inputs/mutation/features/fold_5_normalization.npz +3 -0
  24. inputs/mutation/features/fold_6_normalization.npz +3 -0
  25. inputs/mutation/features/fold_7_normalization.npz +3 -0
  26. inputs/mutation/folds.json +106 -0
  27. inputs/mutation/inputs/fold_0_test_indices.npy +3 -0
  28. inputs/mutation/inputs/fold_0_test_rows.csv +0 -0
  29. inputs/mutation/inputs/fold_0_train_indices.npy +3 -0
  30. inputs/mutation/inputs/fold_0_train_rows.csv +0 -0
  31. inputs/mutation/inputs/fold_0_valid_indices.npy +3 -0
  32. inputs/mutation/inputs/fold_0_valid_rows.csv +0 -0
  33. inputs/mutation/inputs/fold_1_test_indices.npy +3 -0
  34. inputs/mutation/inputs/fold_1_test_rows.csv +0 -0
  35. inputs/mutation/inputs/fold_1_train_indices.npy +3 -0
  36. inputs/mutation/inputs/fold_1_train_rows.csv +0 -0
  37. inputs/mutation/inputs/fold_1_valid_indices.npy +3 -0
  38. inputs/mutation/inputs/fold_1_valid_rows.csv +0 -0
  39. inputs/mutation/inputs/fold_2_test_indices.npy +3 -0
  40. inputs/mutation/inputs/fold_2_test_rows.csv +0 -0
  41. inputs/mutation/inputs/fold_2_train_indices.npy +3 -0
  42. inputs/mutation/inputs/fold_2_train_rows.csv +0 -0
  43. inputs/mutation/inputs/fold_2_valid_indices.npy +3 -0
  44. inputs/mutation/inputs/fold_2_valid_rows.csv +0 -0
  45. inputs/mutation/inputs/fold_3_test_indices.npy +3 -0
  46. inputs/mutation/inputs/fold_3_test_rows.csv +0 -0
  47. inputs/mutation/inputs/fold_3_train_indices.npy +3 -0
  48. inputs/mutation/inputs/fold_3_train_rows.csv +0 -0
  49. inputs/mutation/inputs/fold_3_valid_indices.npy +3 -0
  50. inputs/mutation/inputs/fold_3_valid_rows.csv +0 -0
.gitattributes CHANGED
@@ -58,3 +58,9 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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  # Video files - compressed
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  *.mp4 filter=lfs diff=lfs merge=lfs -text
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  *.webm filter=lfs diff=lfs merge=lfs -text
 
 
 
 
 
 
 
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  # Video files - compressed
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  *.mp4 filter=lfs diff=lfs merge=lfs -text
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  *.webm filter=lfs diff=lfs merge=lfs -text
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+ inputs/kinetics/train.csv filter=lfs diff=lfs merge=lfs -text
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+ inputs/mutation/component_inputs_unlabelled.csv filter=lfs diff=lfs merge=lfs -text
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+ inputs/mutation/proteingym_rows.csv filter=lfs diff=lfs merge=lfs -text
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+ inputs/specificity/eval/eval.csv filter=lfs diff=lfs merge=lfs -text
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+ inputs/specificity/tables/train.csv filter=lfs diff=lfs merge=lfs -text
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+ inputs/specificity/tables/valid.csv filter=lfs diff=lfs merge=lfs -text
README.md ADDED
@@ -0,0 +1,29 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ ---
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+ pretty_name: AlphaEnzyme data
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+ tags:
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+ - enzyme
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+ - protein
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+ - biology
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+ ---
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+
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+ # AlphaEnzyme data
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+
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+ Released input tables and supporting assets for the AlphaEnzyme specificity, kinetics, and mutation tasks. The corresponding code is available in the [`liuyong` branch of the AlphaEnzyme repository](https://github.com/yliust/AlphaEnzyme/tree/liuyong). Model checkpoints are published separately at [GENTEL-Lab/AlphaEnzyme](https://huggingface.co/GENTEL-Lab/AlphaEnzyme).
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+
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+ ## Contents
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+
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+ - `inputs/specificity/`: training, validation, and evaluation tables; reference banks and reaction fingerprints.
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+ - `inputs/kinetics/`: training, validation, and test tables; row-level auxiliary data, normalization statistics, and descriptor banks.
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+ - `inputs/mutation/`: variant tables, fold definitions, fold row/index files, normalization files, and component inputs.
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+ - `inputs/CONTRACT.json`: machine-readable file layout.
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+ - `inputs/README.md`: detailed directory instructions.
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+
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+ Download into the AlphaEnzyme project root:
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+
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+ ```bash
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+ hf download GENTEL-Lab/AlphaEnzyme-data --type dataset --local-dir data
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+ ```
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+
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+ This recreates `data/inputs/`. Large per-pair Pairformer/ESMC feature caches are not included; see `docs/NEW_DATA.md` in the code repository for feature-generation commands. The repository contains task input files, not a single table directly loadable by the Hugging Face `datasets` library.
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+
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+ `SHA256SUMS` records the SHA-256 digest of each released file.
SHA256SUMS ADDED
@@ -0,0 +1,82 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ 1275d951e42d4816ea1b1f4191a9cbbecfc1ffe6f68893fdf3ee5fe8f798b9aa inputs/CONTRACT.json
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+ 342a44ef217047be8a1dd0aa5ec9f24160c16c8a558168d4f16630d64301400d inputs/README.md
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+ f9ae4ebfdbacee1b913a423dad6a9e768284f8ec03da3673519016b983cda90d inputs/kinetics/alpha_sources.json
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+ 62f477e083b531989f5500793220c75aecd0a01d60306983c2670d1e1a4253ff inputs/kinetics/alpha_test_row_extra.npz
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+ f081efbb0d34433dc58e4f99479163cac85939e872f933125696fed35a87ddd4 inputs/kinetics/alpha_train_row_extra.npz
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+ 833d342429fe4bf6daff9eafefd22eb61b6dc8f6a765ef3a79f3fe4c8aa0d216 inputs/kinetics/alpha_training_zscore_stats.npz
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+ 2ff62a828bab97f6c2064aa5a383f9326424cb086a1a3660d95d4b93f3df0f1d inputs/kinetics/alpha_valid_row_extra.npz
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+ 4722d11d2aaedae5b0aea80465c8d56c7c9e1c3ea0baa0accdf481dbf9bad2d1 inputs/kinetics/features/drfp/rxn2fp_public_kinetics.pkl
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+ b71df4bc2fc43e67d63ccdbcd384aae8d1707c560ebac162cb98313cf778d639 inputs/kinetics/features/protein_pocket/all_protein_pocket.npz
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+ e89305c4642d1a2b28df1f19f3033fcc753bf729d6321d4c57c0360d2b7f6e11 inputs/kinetics/features/substrate/substrate_fp_ecfp4_2048.pkl
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+ d0417b9d51e25c266fe310930d1f80259be38e8ce3cec9737f1f3eaff543b899 inputs/kinetics/test.csv
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+ eba9815bbd6108dfcf98b94b2a7af597541de9a8ff9016c389a28d3c7b7c131c inputs/kinetics/train.csv
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+ 0cd8c03c5c34245c9fb0bdd5419196f8d33a144c6e10aac7e15f57e2fe828942 inputs/kinetics/valid.csv
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+ f14bab6a36babc02df3bb52f2a596a1b9e7de080b661cc6ad80774c10cca3723 inputs/mutation/component_inputs_unlabelled.csv
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+ 5b204007574742b95d06e3056f68f6792f723df6b7effa4759ceb90332092f45 inputs/mutation/features/fold_0_normalization.npz
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+ 8af842441eb3b856d9241be9e2a3bbaf050bafe8139192ae51ae25eb054c0862 inputs/mutation/features/fold_1_normalization.npz
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+ 37c72c5960f229040fc3e307244f1ef160734be3d483174a235faa1362919d5e inputs/mutation/features/fold_2_normalization.npz
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+ 50315ea8d366b3399bb0b48afc20aee3de84b286e55ce32440e67f0a9b27615a inputs/mutation/features/fold_3_normalization.npz
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+ 49bb395ecf9510e3dc1a284385f45a0f51bcb51e13873bb0cf67adcf059fdb4a inputs/mutation/features/fold_4_normalization.npz
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+ 7e4b028ce16c255cd568914aa95cf28f528b3567bcabfd06ba1cfe664538d58a inputs/mutation/features/fold_5_normalization.npz
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+ bb40fce6a4063dca208f8fcde317deb53d3e13f3cb9c1997223395954c304b48 inputs/mutation/features/fold_6_normalization.npz
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+ 0c611b274845b81f657bad8b0253ae185bb2e35d42b9d7dd861fbb9025e5a17e inputs/mutation/features/fold_7_normalization.npz
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+ 8797eda0649b7cf76ff70f6e83b44a8711dcc10e861bbf4a8aed5efe7fc53389 inputs/mutation/folds.json
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+ 8556c05d5845140dc9f6314a4e53f403850c4cb57930c3da99ca82382d428ae1 inputs/mutation/inputs/fold_0_test_indices.npy
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+ 3e5d515e7d025d170dcc79a5d909506c2f4e9e7f00ba973e3b99a753df176d7a inputs/mutation/inputs/fold_0_test_rows.csv
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+ 856011ca24834012ad6b4003fb20f01f580efc7141a6efe3eef893b3a7604514 inputs/mutation/inputs/fold_0_train_indices.npy
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+ f12ae98a3111d49497de4fce54c3d88bebe3eeb1f64fe62712e806ed882ce111 inputs/mutation/inputs/fold_0_train_rows.csv
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+ fbe8b7886241cd3adb292a07af590c03113bed677b7ae9cc986657a558687165 inputs/mutation/inputs/fold_0_valid_indices.npy
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+ d608090f055748dc0a1e05cbc0cc29d62a315055c0ed1c5f6f1cb2ed03427c21 inputs/mutation/inputs/fold_0_valid_rows.csv
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+ fbe8b7886241cd3adb292a07af590c03113bed677b7ae9cc986657a558687165 inputs/mutation/inputs/fold_1_test_indices.npy
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+ 4f6d89c8d6277e808215cfda6365be649f926b2134a174c24945242bd5c6887f inputs/mutation/inputs/fold_1_test_rows.csv
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+ 55c73d05eff57727920b08e3d76f8a7edbfcb096f7155d4aaac59bdc6dd4458f inputs/mutation/inputs/fold_1_train_indices.npy
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+ ec34f281a225091e03cf844300ce72bd50dcb7e1c11c8763450687c5f20b512d inputs/mutation/inputs/fold_1_train_rows.csv
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+ 74ec20002b13131e503116be78c34afb76c79adeadbf6bb85c008705c9ee46b0 inputs/mutation/inputs/fold_1_valid_indices.npy
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+ 6b4ad9fc80d0f17e2009afa8374c1a7035e331b072445b227be5087e7f58683f inputs/mutation/inputs/fold_1_valid_rows.csv
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+ 74ec20002b13131e503116be78c34afb76c79adeadbf6bb85c008705c9ee46b0 inputs/mutation/inputs/fold_2_test_indices.npy
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+ e2646a726c3313a6ccf3149a810106946c49705f90d3f753c7eebf3c4b7dfc6d inputs/mutation/inputs/fold_2_test_rows.csv
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+ 4801133278656c8b3f889754e23d8d04071c0e078d4cf5de3359c724265c578e inputs/mutation/inputs/fold_2_train_indices.npy
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+ 811ad1b2495387303fb5232c43829a07a56faa9ae01d2b55097706bde516dd5e inputs/mutation/inputs/fold_2_train_rows.csv
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+ 57184deb29ba4b31f469417da2034b903b396a09b06779bfd632de679cc30c28 inputs/mutation/inputs/fold_2_valid_indices.npy
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+ 2cd2ec3a577dd51acfb291c2944a73390ce628d703efc974ac1c974c7db44745 inputs/mutation/inputs/fold_2_valid_rows.csv
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+ 57184deb29ba4b31f469417da2034b903b396a09b06779bfd632de679cc30c28 inputs/mutation/inputs/fold_3_test_indices.npy
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+ 9bab07f9e552d5f82ab3a407fc1734494e9a9580b5fac9303be95f873fbf895f inputs/mutation/inputs/fold_3_test_rows.csv
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+ 778144eb05790c3f87021d21cb7a65c4d8d4ec1478901d07aeee41b858b0c150 inputs/mutation/inputs/fold_3_train_indices.npy
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+ 18edddbd90e64bce97c62b1738b2ede711f735d8020f796f88a68d0badc13ca7 inputs/mutation/inputs/fold_3_train_rows.csv
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+ 09e178ca8fd232049b76de1ef9f9e0824bad28046ea8fa0dbd648ee739fb7fe9 inputs/mutation/inputs/fold_3_valid_indices.npy
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+ 78d5630cd2feb49fa11b40527b829d20ce5bfc0c975f15a40a3b30f268481d67 inputs/mutation/inputs/fold_3_valid_rows.csv
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+ 09e178ca8fd232049b76de1ef9f9e0824bad28046ea8fa0dbd648ee739fb7fe9 inputs/mutation/inputs/fold_4_test_indices.npy
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+ 02075415f2bebeeb6bc3d689a03fafe5738882babf385ddcf2a7546255983c97 inputs/mutation/inputs/fold_4_test_rows.csv
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+ b5bcb09aa11300a450dc328cc2e528b79d6914b8f649d64451e8adf830c40b90 inputs/mutation/inputs/fold_4_train_indices.npy
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+ f7745a85ba958eb6a4e930b95e1b0d6aee64bf88f4d12451b37d3a26b16500c5 inputs/mutation/inputs/fold_4_train_rows.csv
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+ bae9e705fffad2f64cc8db38d8a79e20db3bfb582bbcda56122396e0a5e4c9d7 inputs/mutation/inputs/fold_5_test_rows.csv
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+ 2479a3022b27a0585a759b8a9fcf370f647847737073108977275493f5558127 inputs/mutation/inputs/fold_5_train_indices.npy
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+ 962f3cff14752d07360e3abbbebcd0c69363a12de4551d05a55a28c4a6dae7f5 inputs/mutation/inputs/fold_5_train_rows.csv
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+ 1bbe550559a6e86198aee4435a2df8d4601a6fcb5397d19a8c6f10aa4b3cd27b inputs/mutation/inputs/fold_5_valid_indices.npy
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+ bc337c4682a77f893e77132504317731a7a6e246aad72da1bf08092be90c612b inputs/mutation/inputs/fold_5_valid_rows.csv
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+ 1bbe550559a6e86198aee4435a2df8d4601a6fcb5397d19a8c6f10aa4b3cd27b inputs/mutation/inputs/fold_6_test_indices.npy
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+ 965ae3e5de11d3b3c02c8c546e7f018884c632bb89bf8a3c1ab7d1c453abd66d inputs/mutation/inputs/fold_6_test_rows.csv
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+ c71026962170725d469adab135a40b2f83ee9023367322c3e54d28ecc8f11f9d inputs/mutation/inputs/fold_6_train_indices.npy
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+ 974400789d9503a9edbd861be4015dd9cbc7ae8668f0dd68f6a5704959f99918 inputs/mutation/inputs/fold_6_train_rows.csv
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+ 24a94b40ce3f6a5c1133abd060474423eb6ebe975ed331869f4603d4197aabb0 inputs/mutation/inputs/fold_6_valid_indices.npy
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+ 7c73c3d0ded0aa8124d026dab494c83c1165770ba6dedf55971f618a4daf79ef inputs/mutation/inputs/fold_6_valid_rows.csv
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+ 24a94b40ce3f6a5c1133abd060474423eb6ebe975ed331869f4603d4197aabb0 inputs/mutation/inputs/fold_7_test_indices.npy
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+ ecad040a7889149ee773292ec8f8d92037ac4ed188f8f03609807a5b9305e3bc inputs/mutation/inputs/fold_7_test_rows.csv
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+ 8ddea2590907af384fe50caf1d200e538971c296e08115998766dcb4626e248d inputs/mutation/inputs/fold_7_train_indices.npy
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+ f02a6fde6eba441e0f41065bf09f5bea016492f86726d56cabd3fe60f2e4dbea inputs/mutation/inputs/fold_7_train_rows.csv
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+ 8556c05d5845140dc9f6314a4e53f403850c4cb57930c3da99ca82382d428ae1 inputs/mutation/inputs/fold_7_valid_indices.npy
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+ c8b2b8f6678aa84efa77807c4c8dc53bb1c64c62b16e0bd7bda438e164974829 inputs/mutation/inputs/fold_7_valid_rows.csv
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+ f4ba4e05be1cbb5ed1edceb090782ec4502773602aa12369044b2573bb3f6adf inputs/mutation/inputs/rows.csv
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+ 1e05ebc907689397c7cde63d8249fed20e0c47962864b68873b21f4c48b1c580 inputs/mutation/proteingym_rows.csv
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+ 03b09ecc4c2f9c3e7ff7931e9249a3533a290f58d7673625a0567b935dae19c1 inputs/mutation/protocol.json
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+ 15c9d9f0389bc9c5cf9b65825696227eaffa2a707bee6e3543af98607e9d9296 inputs/mutation/references.csv
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+ 6e8b46d7fe65d4f25acaac58ac033e83df319275325ea874c113acb0207cd5b7 inputs/mutation/variants.csv
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+ 5499429d6f6e1c2407ccb79f43a2d84209f455740902363c438619331dfeca97 inputs/specificity/eval/eval.csv
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+ 8aa6753100bded3eee4d16220edd22523137bdbeafbc328ed4b244a34810b296 inputs/specificity/features/drfp/reaction_fingerprints.pkl
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+ 5b10709c7d5131de33f0e4d2f28108ccd390c11ba44053dbddc1b8bd0f75d63f inputs/specificity/features/reference/positive_context.npz
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+ 7917e709dcc5eaa39febdf2b5330c47d980463724a06a87e68da1589e4e504c8 inputs/specificity/features/reference/positive_protein_pocket.npz
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+ e4d875785b9d298ac89b80eaa819e5e2f0f49830d7a5c31974fcaee51c63fff5 inputs/specificity/tables/train.csv
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+ bfddd9dcd8a6d5b075ca3093c3fb7ccdf154ce48198d08e029110bbf51d6e5af inputs/specificity/tables/valid.csv
inputs/CONTRACT.json ADDED
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+ {
2
+ "release": "AlphaEnzyme",
3
+ "tasks": {
4
+ "specificity": {
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+ "tables": [
6
+ "inputs/specificity/tables/train.csv",
7
+ "inputs/specificity/tables/valid.csv",
8
+ "inputs/specificity/eval/eval.csv"
9
+ ],
10
+ "reference_banks": [
11
+ "inputs/specificity/features/reference/positive_context.npz",
12
+ "inputs/specificity/features/reference/positive_protein_pocket.npz"
13
+ ],
14
+ "reaction_fingerprints": "inputs/specificity/features/drfp/reaction_fingerprints.pkl"
15
+ },
16
+ "kinetics": {
17
+ "tables": [
18
+ "inputs/kinetics/train.csv",
19
+ "inputs/kinetics/valid.csv",
20
+ "inputs/kinetics/test.csv"
21
+ ],
22
+ "sources": "inputs/kinetics/alpha_sources.json",
23
+ "row_extra": [
24
+ "inputs/kinetics/alpha_train_row_extra.npz",
25
+ "inputs/kinetics/alpha_valid_row_extra.npz",
26
+ "inputs/kinetics/alpha_test_row_extra.npz"
27
+ ],
28
+ "training_stats": "inputs/kinetics/alpha_training_zscore_stats.npz",
29
+ "substrate_fingerprints": "inputs/kinetics/features/substrate/substrate_fp_ecfp4_2048.pkl",
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+ "reaction_fingerprints": "inputs/kinetics/features/drfp/rxn2fp_public_kinetics.pkl",
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+ "protein_pocket_bank": "inputs/kinetics/features/protein_pocket/all_protein_pocket.npz"
32
+ },
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+ "mutation": {
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+ "labels": "inputs/mutation/inputs/rows.csv",
35
+ "variants": "inputs/mutation/variants.csv",
36
+ "references": "inputs/mutation/references.csv",
37
+ "full_raw_table": "inputs/mutation/proteingym_rows.csv",
38
+ "folds": "inputs/mutation/folds.json",
39
+ "protocol": "inputs/mutation/protocol.json",
40
+ "component_scores": "inputs/mutation/component_inputs_unlabelled.csv",
41
+ "fold_normalization": "inputs/mutation/features/fold_*_normalization.npz"
42
+ }
43
+ },
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+ "precomputed_features": "Not included. Generate Pairformer/ESMC features from the raw tables with code/scripts/data_preprocessing/prepare_pairs.py; see docs/NEW_DATA.md.",
45
+ "checkpoints": "Distributed separately in AlphaEnzyme_checkpoints.zip.",
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+ "path_base": "Repository root after unzipping the data archive into data/"
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+ }
inputs/README.md ADDED
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+ # AlphaEnzyme raw data
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+
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+ This archive contains the raw tables and the small released input assets used
4
+ by the three tasks: specificity reference banks, reaction fingerprints,
5
+ kinetics descriptor banks and the eight mutation fold-normalization files.
6
+
7
+ Unpack into `data/` so that the paths are:
8
+
9
+ ```text
10
+ data/inputs/specificity/tables/{train,valid}.csv
11
+ data/inputs/specificity/eval/eval.csv
12
+ data/inputs/specificity/features/reference/positive_context.npz
13
+ data/inputs/specificity/features/reference/positive_protein_pocket.npz
14
+ data/inputs/specificity/features/drfp/reaction_fingerprints.pkl
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+ data/inputs/kinetics/{train,valid,test}.csv
16
+ data/inputs/mutation/{variants,references,proteingym_rows}.csv
17
+ data/inputs/mutation/{folds,protocol}.json
18
+ data/inputs/mutation/component_inputs_unlabelled.csv
19
+ data/inputs/mutation/inputs/rows.csv
20
+ data/inputs/mutation/inputs/fold_*_{train,valid,test}_{rows,indices}.*
21
+ data/inputs/mutation/features/fold_*_normalization.npz
22
+ ```
23
+
24
+ The large per-pair Pairformer/ESMC feature caches are not included. The mutation
25
+ `inputs/` directory contains the released fold row tables and index arrays. See
26
+ `docs/NEW_DATA.md` for the feature-generation commands.
27
+
28
+ `CONTRACT.json` lists the machine-readable layout.
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+ "LGK_LIPST_Klesmith_2015",
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