Instructions to use Synthyra/ESM2-3B with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use Synthyra/ESM2-3B with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("fill-mask", model="Synthyra/ESM2-3B", trust_remote_code=True)# Load model directly from transformers import AutoModelForMaskedLM model = AutoModelForMaskedLM.from_pretrained("Synthyra/ESM2-3B", trust_remote_code=True, device_map="auto") - Notebooks
- Google Colab
- Kaggle
| { | |
| "architectures": [ | |
| "EsmForMaskedLM" | |
| ], | |
| "attention_probs_dropout_prob": 0.0, | |
| "attn_backend": "sdpa", | |
| "auto_map": { | |
| "AutoConfig": "modeling_fastplms.FastEsmConfig", | |
| "AutoModel": "modeling_fastplms.FastEsmModel", | |
| "AutoModelForMaskedLM": "modeling_fastplms.FastEsmForMaskedLM", | |
| "AutoModelForSequenceClassification": "modeling_fastplms.FastEsmForSequenceClassification", | |
| "AutoModelForTokenClassification": "modeling_fastplms.FastEsmForTokenClassification" | |
| }, | |
| "classifier_dropout": null, | |
| "dtype": "float32", | |
| "emb_layer_norm_before": false, | |
| "esmfold_config": null, | |
| "fastplms_checkpoint_hash": "2809793203a41f8acf89ca07894d2266d1f21445609fbdba74c1be568da110c7", | |
| "fastplms_checkpoint_repo_id": "Synthyra/ESM2-3B", | |
| "fastplms_checkpoint_revision": "ff89d0180f414ab9c677219a25da79bf09185456", | |
| "fastplms_model_id": "esm2_3b", | |
| "fastplms_release_tool_revision": "e6dd397a9ad368c998d714f6bd64d40b533d1ed1", | |
| "fastplms_release_tool_sha256": "6d335c05aa49a232086a816deb25d248d1490529e5783acc3355b9bc6f03e0c2", | |
| "fastplms_runtime_bundle_sha256": "f22353ef386f607784889dc303488a2dc5e99b009a5e423ab3eff1f1eb03a9a4", | |
| "fastplms_runtime_revision": "e6dd397a9ad368c998d714f6bd64d40b533d1ed1", | |
| "fastplms_source_tree_sha256": "818bf2bf5f573adc842b55f4f8feff926ddc25f904c5769ff5c382077d3a78a2", | |
| "fastplms_weights_revision": "ff89d0180f414ab9c677219a25da79bf09185456", | |
| "hidden_act": "gelu", | |
| "hidden_dropout_prob": 0.0, | |
| "hidden_size": 2560, | |
| "initializer_range": 0.02, | |
| "intermediate_size": 10240, | |
| "is_folding_model": false, | |
| "layer_norm_eps": 1e-05, | |
| "mask_token_id": 32, | |
| "max_position_embeddings": 1026, | |
| "model_type": "fast_esm", | |
| "num_attention_heads": 40, | |
| "num_hidden_layers": 36, | |
| "pad_token_id": 1, | |
| "position_embedding_type": "rotary", | |
| "tie_word_embeddings": false, | |
| "token_dropout": true, | |
| "transformers_version": "4.57.6", | |
| "use_cache": true, | |
| "vocab_list": null, | |
| "vocab_size": 33 | |
| } | |