Reinforcement Learning
Transformers
Safetensors
llada
feature-extraction
llm
diffusion-language-model
black-box-optimization
offline-black-box-optimization
design-bench
dibo
custom_code
Instructions to use zpointsun/DiBO-TFBind8 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use zpointsun/DiBO-TFBind8 with Transformers:
# Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("zpointsun/DiBO-TFBind8", trust_remote_code=True, device_map="auto") - Notebooks
- Google Colab
- Kaggle
| { | |
| "base_model": "GSAI-ML/LLaDA-8B-Instruct", | |
| "base_revision": "08b83a6feb34df1a6011b80c3c00c7563e963b07", | |
| "delimiter_tokens": [ | |
| "|design-start|", | |
| "|design-end|", | |
| "|label-start|", | |
| "|label-end|" | |
| ], | |
| "exported_model_directory": "DiBO-TFBind8", | |
| "final_status": "passed", | |
| "git_commit": "912d119a301b318ab91479e9ddb15c836b3b4dd9", | |
| "huggingface_hub_version": "0.36.2", | |
| "local": { | |
| "candidate_generation_parity": true, | |
| "config_match": true, | |
| "export_candidate": { | |
| "decoded_response_sha256": "42816d2f82b93cababc728e19684f9f96505d0b4c857402ebcb8e35f13d268a0", | |
| "parsed_design": "TTGGCCCT", | |
| "valid": true | |
| }, | |
| "export_config_auto_map": { | |
| "AutoConfig": "configuration_llada.LLaDAConfig", | |
| "AutoModel": "modeling_dibo_llada.DiBOLLaDAModelLM", | |
| "AutoModelForCausalLM": "modeling_dibo_llada.DiBOLLaDAModelLM" | |
| }, | |
| "export_config_class": "LLaDAConfig", | |
| "export_forward": { | |
| "argmax": [ | |
| [ | |
| 5998, | |
| 25, | |
| 198, | |
| 126349, | |
| 2129, | |
| 38, | |
| 126350 | |
| ] | |
| ], | |
| "dtype": "bfloat16", | |
| "sha256": "f00d5f300b5dce90dd2a4bdd376a1cb658c39b5769946cd1f6e55b87717979ec", | |
| "shape": [ | |
| 1, | |
| 7, | |
| 126464 | |
| ] | |
| }, | |
| "export_model_class": "DiBOLLaDAModelLM", | |
| "export_tokenizer": { | |
| "additional_special_tokens": [ | |
| "|design-start|", | |
| "|design-end|", | |
| "|label-start|", | |
| "|label-end|" | |
| ], | |
| "class": "PreTrainedTokenizerFast", | |
| "delimiter_token_ids": [ | |
| 126349, | |
| 126350, | |
| 126351, | |
| 126352 | |
| ], | |
| "length": 126353, | |
| "representative_decoding": "Response:\n|design-start|ACGT|design-end|", | |
| "representative_encoding": [ | |
| 5998, | |
| 25, | |
| 198, | |
| 126349, | |
| 2129, | |
| 20479, | |
| 126350 | |
| ], | |
| "vocabulary_sha256": "4b64cb1b98831664d23f842a842165647138534798adf1ecb644e7a20d3d77ad" | |
| }, | |
| "exported_dtype_counts": { | |
| "bfloat16": 8015126528 | |
| }, | |
| "final_vocab_size": 126353, | |
| "forward_parity": true, | |
| "input_embedding_shape": [ | |
| 126353, | |
| 4096 | |
| ], | |
| "output_vocab_shape": [ | |
| 126464, | |
| 4096 | |
| ], | |
| "parameter_count": 8015126528, | |
| "source_candidate": { | |
| "decoded_response_sha256": "42816d2f82b93cababc728e19684f9f96505d0b4c857402ebcb8e35f13d268a0", | |
| "parsed_design": "TTGGCCCT", | |
| "valid": true | |
| }, | |
| "source_config_class": "LLaDAConfig", | |
| "source_dtype_counts": { | |
| "bfloat16": 8015126528 | |
| }, | |
| "source_forward": { | |
| "argmax": [ | |
| [ | |
| 5998, | |
| 25, | |
| 198, | |
| 126349, | |
| 2129, | |
| 38, | |
| 126350 | |
| ] | |
| ], | |
| "dtype": "bfloat16", | |
| "sha256": "f00d5f300b5dce90dd2a4bdd376a1cb658c39b5769946cd1f6e55b87717979ec", | |
| "shape": [ | |
| 1, | |
| 7, | |
| 126464 | |
| ] | |
| }, | |
| "source_input_embedding_shape": [ | |
| 126353, | |
| 4096 | |
| ], | |
| "source_model_class": "LLaDAModelLM", | |
| "source_output_vocab_shape": [ | |
| 126464, | |
| 4096 | |
| ], | |
| "source_tokenizer": { | |
| "additional_special_tokens": [ | |
| "|design-start|", | |
| "|design-end|", | |
| "|label-start|", | |
| "|label-end|" | |
| ], | |
| "class": "PreTrainedTokenizerFast", | |
| "delimiter_token_ids": [ | |
| 126349, | |
| 126350, | |
| 126351, | |
| 126352 | |
| ], | |
| "length": 126353, | |
| "representative_decoding": "Response:\n|design-start|ACGT|design-end|", | |
| "representative_encoding": [ | |
| 5998, | |
| 25, | |
| 198, | |
| 126349, | |
| 2129, | |
| 20479, | |
| 126350 | |
| ], | |
| "vocabulary_sha256": "4b64cb1b98831664d23f842a842165647138534798adf1ecb644e7a20d3d77ad" | |
| }, | |
| "state_dict_key_match": true, | |
| "strict_source_load": true, | |
| "task_smoke_result": { | |
| "export": { | |
| "candidate_count": 1, | |
| "statistics": { | |
| "n": 1.0, | |
| "norm_max": 0.19003835320472717, | |
| "norm_mean": 0.19003835320472717, | |
| "norm_median": 0.19003835320472717, | |
| "norm_top10_avg": 0.19003835320472717, | |
| "norm_top20_avg": 0.19003835320472717, | |
| "norm_top5_avg": 0.19003835320472717, | |
| "raw_max": 0.19003835320472717, | |
| "raw_mean": 0.19003835320472717, | |
| "raw_median": 0.19003835320472717, | |
| "raw_top10_avg": 0.19003835320472717, | |
| "raw_top20_avg": 0.19003835320472717, | |
| "raw_top5_avg": 0.19003835320472717 | |
| }, | |
| "valid_candidates": 1 | |
| }, | |
| "parity": true, | |
| "ran": true, | |
| "source": { | |
| "candidate_count": 1, | |
| "statistics": { | |
| "n": 1.0, | |
| "norm_max": 0.19003835320472717, | |
| "norm_mean": 0.19003835320472717, | |
| "norm_median": 0.19003835320472717, | |
| "norm_top10_avg": 0.19003835320472717, | |
| "norm_top20_avg": 0.19003835320472717, | |
| "norm_top5_avg": 0.19003835320472717, | |
| "raw_max": 0.19003835320472717, | |
| "raw_mean": 0.19003835320472717, | |
| "raw_median": 0.19003835320472717, | |
| "raw_top10_avg": 0.19003835320472717, | |
| "raw_top20_avg": 0.19003835320472717, | |
| "raw_top5_avg": 0.19003835320472717 | |
| }, | |
| "valid_candidates": 1 | |
| } | |
| }, | |
| "tensor_dtype_match": true, | |
| "tensor_shape_match": true, | |
| "tensor_value_match": true, | |
| "tokenizer_match": true | |
| }, | |
| "remote": { | |
| "downloaded_checkpoint": "dibo_tfbind8_final.pt", | |
| "from_pretrained": true, | |
| "pt_hash_match": true, | |
| "repository_id": "zpointsun/DiBO-TFBind8", | |
| "revision": "188209c9660b6711bc0f5f47ce6d01f5b40acae4", | |
| "standard_cache_contains_base_weight_snapshot": false, | |
| "standard_cache_contains_original_checkpoint": false, | |
| "validation": { | |
| "candidate_generation_parity": true, | |
| "config_match": true, | |
| "export_candidate": { | |
| "decoded_response_sha256": "42816d2f82b93cababc728e19684f9f96505d0b4c857402ebcb8e35f13d268a0", | |
| "parsed_design": "TTGGCCCT", | |
| "valid": true | |
| }, | |
| "export_config_auto_map": { | |
| "AutoConfig": "zpointsun/DiBO-TFBind8--configuration_llada.LLaDAConfig", | |
| "AutoModel": "zpointsun/DiBO-TFBind8--modeling_dibo_llada.DiBOLLaDAModelLM", | |
| "AutoModelForCausalLM": "zpointsun/DiBO-TFBind8--modeling_dibo_llada.DiBOLLaDAModelLM" | |
| }, | |
| "export_config_class": "LLaDAConfig", | |
| "export_forward": { | |
| "argmax": [ | |
| [ | |
| 5998, | |
| 25, | |
| 198, | |
| 126349, | |
| 2129, | |
| 38, | |
| 126350 | |
| ] | |
| ], | |
| "dtype": "bfloat16", | |
| "sha256": "f00d5f300b5dce90dd2a4bdd376a1cb658c39b5769946cd1f6e55b87717979ec", | |
| "shape": [ | |
| 1, | |
| 7, | |
| 126464 | |
| ] | |
| }, | |
| "export_model_class": "DiBOLLaDAModelLM", | |
| "export_tokenizer": { | |
| "additional_special_tokens": [ | |
| "|design-start|", | |
| "|design-end|", | |
| "|label-start|", | |
| "|label-end|" | |
| ], | |
| "class": "PreTrainedTokenizerFast", | |
| "delimiter_token_ids": [ | |
| 126349, | |
| 126350, | |
| 126351, | |
| 126352 | |
| ], | |
| "length": 126353, | |
| "representative_decoding": "Response:\n|design-start|ACGT|design-end|", | |
| "representative_encoding": [ | |
| 5998, | |
| 25, | |
| 198, | |
| 126349, | |
| 2129, | |
| 20479, | |
| 126350 | |
| ], | |
| "vocabulary_sha256": "4b64cb1b98831664d23f842a842165647138534798adf1ecb644e7a20d3d77ad" | |
| }, | |
| "exported_dtype_counts": { | |
| "bfloat16": 8015126528 | |
| }, | |
| "final_vocab_size": 126353, | |
| "forward_parity": true, | |
| "input_embedding_shape": [ | |
| 126353, | |
| 4096 | |
| ], | |
| "output_vocab_shape": [ | |
| 126464, | |
| 4096 | |
| ], | |
| "parameter_count": 8015126528, | |
| "source_candidate": { | |
| "decoded_response_sha256": "42816d2f82b93cababc728e19684f9f96505d0b4c857402ebcb8e35f13d268a0", | |
| "parsed_design": "TTGGCCCT", | |
| "valid": true | |
| }, | |
| "source_config_class": "LLaDAConfig", | |
| "source_dtype_counts": { | |
| "bfloat16": 8015126528 | |
| }, | |
| "source_forward": { | |
| "argmax": [ | |
| [ | |
| 5998, | |
| 25, | |
| 198, | |
| 126349, | |
| 2129, | |
| 38, | |
| 126350 | |
| ] | |
| ], | |
| "dtype": "bfloat16", | |
| "sha256": "f00d5f300b5dce90dd2a4bdd376a1cb658c39b5769946cd1f6e55b87717979ec", | |
| "shape": [ | |
| 1, | |
| 7, | |
| 126464 | |
| ] | |
| }, | |
| "source_input_embedding_shape": [ | |
| 126353, | |
| 4096 | |
| ], | |
| "source_model_class": "LLaDAModelLM", | |
| "source_output_vocab_shape": [ | |
| 126464, | |
| 4096 | |
| ], | |
| "source_tokenizer": { | |
| "additional_special_tokens": [ | |
| "|design-start|", | |
| "|design-end|", | |
| "|label-start|", | |
| "|label-end|" | |
| ], | |
| "class": "PreTrainedTokenizerFast", | |
| "delimiter_token_ids": [ | |
| 126349, | |
| 126350, | |
| 126351, | |
| 126352 | |
| ], | |
| "length": 126353, | |
| "representative_decoding": "Response:\n|design-start|ACGT|design-end|", | |
| "representative_encoding": [ | |
| 5998, | |
| 25, | |
| 198, | |
| 126349, | |
| 2129, | |
| 20479, | |
| 126350 | |
| ], | |
| "vocabulary_sha256": "4b64cb1b98831664d23f842a842165647138534798adf1ecb644e7a20d3d77ad" | |
| }, | |
| "state_dict_key_match": true, | |
| "strict_source_load": true, | |
| "task_smoke_result": { | |
| "export": { | |
| "candidate_count": 1, | |
| "statistics": { | |
| "n": 1.0, | |
| "norm_max": 0.19003835320472717, | |
| "norm_mean": 0.19003835320472717, | |
| "norm_median": 0.19003835320472717, | |
| "norm_top10_avg": 0.19003835320472717, | |
| "norm_top20_avg": 0.19003835320472717, | |
| "norm_top5_avg": 0.19003835320472717, | |
| "raw_max": 0.19003835320472717, | |
| "raw_mean": 0.19003835320472717, | |
| "raw_median": 0.19003835320472717, | |
| "raw_top10_avg": 0.19003835320472717, | |
| "raw_top20_avg": 0.19003835320472717, | |
| "raw_top5_avg": 0.19003835320472717 | |
| }, | |
| "valid_candidates": 1 | |
| }, | |
| "parity": true, | |
| "ran": true, | |
| "source": { | |
| "candidate_count": 1, | |
| "statistics": { | |
| "n": 1.0, | |
| "norm_max": 0.19003835320472717, | |
| "norm_mean": 0.19003835320472717, | |
| "norm_median": 0.19003835320472717, | |
| "norm_top10_avg": 0.19003835320472717, | |
| "norm_top20_avg": 0.19003835320472717, | |
| "norm_top5_avg": 0.19003835320472717, | |
| "raw_max": 0.19003835320472717, | |
| "raw_mean": 0.19003835320472717, | |
| "raw_median": 0.19003835320472717, | |
| "raw_top10_avg": 0.19003835320472717, | |
| "raw_top20_avg": 0.19003835320472717, | |
| "raw_top5_avg": 0.19003835320472717 | |
| }, | |
| "valid_candidates": 1 | |
| } | |
| }, | |
| "tensor_dtype_match": true, | |
| "tensor_shape_match": true, | |
| "tensor_value_match": true, | |
| "tokenizer_match": true | |
| } | |
| }, | |
| "safetensors_version": "0.8.0", | |
| "source_checkpoint": "tfbind8__legacy_old__rl_step128.pt", | |
| "source_checkpoint_sha256": "0d8e17f7aa60baf4173d71a4ec8475d182a992812b59d29a728eec719d1b67bf", | |
| "source_checkpoint_size": 16030379937, | |
| "task": "TFBind8-Exact-v0", | |
| "torch_version": "2.6.0+cu118", | |
| "transformers_export_weights": [ | |
| { | |
| "byte_size": 4994672360, | |
| "filename": "model-00001-of-00004.safetensors", | |
| "sha256": "b1d0d9d09be47f1c47dff91926fd7f3eda272dc2ecbdd1b1a68f4bf42984473c" | |
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| { | |
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| "filename": "model-00002-of-00004.safetensors", | |
| "sha256": "dbe8101a92f660a2c2bd3d5d3dae6cc58f8258ccafc5d487d627f4aa7f48f7ad" | |
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| "filename": "model-00003-of-00004.safetensors", | |
| "sha256": "62c12ec9f508f42811eaa1880dfcb7c4fbca1a48d8379e796d2e8f34f978abfe" | |
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| } | |
| ], | |
| "transformers_version": "4.44.2" | |
| } | |