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Browse files- README.md +30 -3
- config.json +30 -0
- generation_config.json +6 -0
- model.safetensors +3 -0
- special_tokens_map.json +9 -0
- tokenizer.json +73 -0
- tokenizer_config.json +16 -0
README.md
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---
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---
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pretty_name: p-IgGen
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library_name: transformers
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tags: [science, antibodies, protein,drug discovery]
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---
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# Model Card for Model ID
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Auto-regressive protein language model for paired antibody library generation.
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Pretrained on unpaired heavy and light chain sequences from the Observed Antibody Space (OAS), and finetuned on paired sequences.
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## Getting Started?
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This model was featured in the Hugging Face blog ***How to Train an Antibody Developability Model*** (found here: https://huggingface.co/blog/ginkgo-datapoints/making-antibody-embeddings-and-predictions). Sample code on how to get started using this model can be found in the blog.
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## Model Details
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### Model Description
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- **Funded by:** EPSRC, AstraZeneca
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- **License:** BSD-3-Clause license
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### Model Sources
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<!-- Provide the basic links for the model. -->
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Note: This is a duplicate of Ollie Turnbull's model repo, found here: https://huggingface.co/ollieturnbull/p-IgGen
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- **Repository:** https://github.com/OliverT1/p-IgGen
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- **Paper:** https://academic.oup.com/bioinformatics/article/40/11/btae659/7888884
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config.json
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{
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"_name_or_path": ".",
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"architectures": [
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"GPTNeoXForCausalLM"
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],
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"attention_bias": true,
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"attention_dropout": 0.0,
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"bos_token_id": 0,
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"classifier_dropout": 0.1,
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"eos_token_id": 2,
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"hidden_act": "gelu",
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"hidden_dropout": 0.0,
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"hidden_size": 768,
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"initializer_range": 0.02,
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"intermediate_size": 2048,
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"layer_norm_eps": 1e-05,
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"max_position_embeddings": 400,
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"model_type": "gpt_neox",
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"num_attention_heads": 8,
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"num_hidden_layers": 4,
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"rope_scaling": null,
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"rotary_emb_base": 10000,
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"rotary_pct": 0.25,
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"tie_word_embeddings": false,
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"torch_dtype": "float32",
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"transformers_version": "4.42.3",
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"use_cache": true,
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"use_parallel_residual": true,
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"vocab_size": 26
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}
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generation_config.json
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{
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"_from_model_config": true,
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"bos_token_id": 0,
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"eos_token_id": 2,
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"transformers_version": "4.42.3"
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}
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model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:4fac8e89ae5abb432e29c3af2ca5176da6b6bbeef64ea6847bd51393180918bd
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size 88395416
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special_tokens_map.json
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{
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"pad_token": {
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"content": "<PAD>",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false
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}
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}
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tokenizer.json
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{
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"version": "1.0",
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"truncation": null,
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"padding": null,
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"added_tokens": [
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"id": 0,
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"single_word": false,
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"rstrip": false,
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}
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],
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"normalizer": null,
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"pre_tokenizer": {
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"type": "ByteLevel",
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"trim_offsets": true,
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"type": "ByteLevel",
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"add_prefix_space": true,
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"trim_offsets": true,
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"use_regex": true
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},
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"decoder": {
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"type": "ByteLevel",
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"add_prefix_space": true,
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"trim_offsets": true,
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"use_regex": true
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},
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"model": {
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"type": "BPE",
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"unk_token": null,
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"continuing_subword_prefix": null,
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"end_of_word_suffix": null,
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"fuse_unk": false,
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"byte_fallback": false,
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"2": 24,
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"3": 25
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},
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"merges": []
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}
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}
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tokenizer_config.json
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{
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"added_tokens_decoder": {
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"0": {
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"content": "<PAD>",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false,
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"special": true
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}
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},
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"clean_up_tokenization_spaces": true,
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"model_max_length": 512,
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"pad_token": "<PAD>",
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"tokenizer_class": "PreTrainedTokenizerFast"
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}
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