lgq12697
commited on
Commit
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Parent(s):
e728df1
update model
Browse files- README.md +1 -1
- config.json +42 -1
- model.safetensors +3 -0
- test_metrics.json +0 -1
README.md
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### Model Sources
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- **Repository:** [Plant DNA LLMs](https://github.com/zhangtaolab/plant_DNA_LLMs)
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- **Manuscript:** [
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### Architecture
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### Model Sources
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- **Repository:** [Plant DNA LLMs](https://github.com/zhangtaolab/plant_DNA_LLMs)
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- **Manuscript:** [PDLLMs: A group of tailored DNA large language models for analyzing plant genomes]()
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### Architecture
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config.json
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{
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{
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"_name_or_path": "Plant_DNAMamba_singlebase_lncRNAs",
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"architectures": [
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"MambaForSequenceClassification"
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],
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"bos_token_id": 0,
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"conv_kernel": 4,
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"d_inner": 1536,
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"d_model": 768,
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"eos_token_id": 0,
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"expand": 2,
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"fused_add_norm": true,
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"hidden_act": "silu",
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"hidden_size": 768,
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"initializer_range": 0.1,
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"intermediate_size": 1536,
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"layer_norm_epsilon": 1e-05,
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"model_type": "mamba",
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"n_layer": 24,
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"num_hidden_layers": 24,
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"pad_token_id": 0,
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"pad_vocab_size_multiple": 8,
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"problem_type": "single_label_classification",
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"rescale_prenorm_residual": false,
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"residual_in_fp32": true,
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"rms_norm": true,
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"ssm_cfg": {},
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"state_size": 16,
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"time_step_floor": 0.0001,
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"time_step_init_scheme": "random",
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"time_step_max": 0.1,
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"time_step_min": 0.001,
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"time_step_rank": 48,
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"time_step_scale": 1.0,
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"torch_dtype": "float32",
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"transformers_version": "4.45.0.dev0",
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"use_bias": false,
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"use_cache": false,
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"use_conv_bias": true,
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"use_mambapy": false,
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"vocab_size": 11
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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 sha256:809b2c8ed3d4b96e63db70e6ab8691bcb2bc01dddf8b2b9be8a05fb052b4f3ce
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size 362147352
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test_metrics.json
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{'test_loss': 0.439256876707077, 'test_accuracy': 0.8060413354531002, 'test_f1': 0.8361316319677636, 'test_precision': 0.7962903741605373, 'test_recall': 0.88016967126193, 'test_matthews_correlation': 0.6045237630866616, 'test_runtime': 15.8565, 'test_samples_per_second': 317.345, 'test_steps_per_second': 19.866}
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