ijampei
commited on
Commit
·
8fb0b83
1
Parent(s):
98df7d7
add PLANT_fixed model (release v1.1)
Browse files- .DS_Store +0 -0
- README.md +33 -0
- test.txt +0 -1
- variants/.DS_Store +0 -0
- variants/PLANT_fixed/config.json +29 -0
- variants/PLANT_fixed/model-00001-of-00002.safetensors +3 -0
- variants/PLANT_fixed/model-00002-of-00002.safetensors +3 -0
- variants/PLANT_fixed/model.safetensors.index.json +0 -0
- variants/PLANT_fixed/optimizer.pt +3 -0
- variants/PLANT_fixed/ref_encoder.joblib +3 -0
- variants/PLANT_fixed/reference_cat.joblib +3 -0
- variants/PLANT_fixed/reference_passage_cat.joblib +3 -0
- variants/PLANT_fixed/rng_state.pth +3 -0
- variants/PLANT_fixed/rp_encoder.joblib +3 -0
- variants/PLANT_fixed/scheduler.pt +3 -0
- variants/PLANT_fixed/trainer_state.json +451 -0
- variants/PLANT_fixed/training_args.bin +3 -0
- variants/PLANT_fixed/virus_cat.joblib +3 -0
- variants/PLANT_fixed/virus_encoder.joblib +3 -0
- variants/PLANT_fixed/virus_passage_cat.joblib +3 -0
- variants/PLANT_fixed/vp_encoder.joblib +3 -0
.DS_Store
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Binary files a/.DS_Store and b/.DS_Store differ
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README.md
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@@ -0,0 +1,33 @@
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# PLANT
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PLANT is a protein language model-based antigenic cartography model for seasonal influenza A/H3N2 viruses.
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## How to use
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Please check the github repository:
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https://github.com/TheSatoLab/PLANT
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## Google Colab notebook
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A Colab notebook for embedding your sequences of interest onto the antigenic map constructed by the full model is available at the following link:
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[](https://colab.research.google.com/drive/1sLE3ysElImtxBBIzlGHlFTdDo8_O5aoY?usp=sharing)
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## Variants
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- **Original PLANT (v1.0)**: the original model used in the bioRxiv paper.
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- **PLANT_fixed (v1.1)**: fixed version with improved performance
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## Changelog
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## Variants
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- **Original PLANT (v1.0)**: the original model used in the bioRxiv paper
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- **PLANT_fixed (v1.1)**: fixed version with improved performance. Please use the model under **variants/PLANT_fixed/**
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## License
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MIT License
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## Citation
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Integrative modeling of seasonal influenza evolution via AI-powered antigenic cartography
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Jumpei Ito, Shusuke Kawakubo, Hiroaki Unno, Adam Strange, Spyros Lytras, Kaho Okumura, Alice Lilley, Ruth Harvey, Nicola Lewis, Kei Sato
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bioRxiv 2025.08.04.668423; doi: https://doi.org/10.1101/2025.08.04.668423
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## Contact
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jampei@g.ecc.u-tokyo.ac.jp (Jumpei Ito)
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test.txt
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-
aaa
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variants/.DS_Store
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Binary file (8.2 kB). View file
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variants/PLANT_fixed/config.json
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{
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"architectures": [
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"semanticESM"
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],
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"attention_probs_dropout_prob": 0.0,
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"classifier_dropout": null,
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"emb_layer_norm_before": false,
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"esmfold_config": null,
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"hidden_act": "gelu",
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"hidden_dropout_prob": 0.0,
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"hidden_size": 1280,
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"initializer_range": 0.02,
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"intermediate_size": 5120,
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"is_folding_model": false,
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"layer_norm_eps": 1e-05,
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"mask_token_id": 32,
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"max_position_embeddings": 1026,
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"model_type": "esm",
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"num_attention_heads": 20,
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"num_hidden_layers": 33,
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"pad_token_id": 1,
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"position_embedding_type": "rotary",
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"token_dropout": true,
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"torch_dtype": "float32",
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"transformers_version": "4.48.3",
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"use_cache": true,
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"vocab_list": null,
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"vocab_size": 33
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}
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variants/PLANT_fixed/model-00001-of-00002.safetensors
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size 4995966392
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variants/PLANT_fixed/model.safetensors.index.json
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variants/PLANT_fixed/optimizer.pt
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variants/PLANT_fixed/ref_encoder.joblib
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variants/PLANT_fixed/reference_cat.joblib
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variants/PLANT_fixed/reference_passage_cat.joblib
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variants/PLANT_fixed/rng_state.pth
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variants/PLANT_fixed/rp_encoder.joblib
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variants/PLANT_fixed/scheduler.pt
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variants/PLANT_fixed/trainer_state.json
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