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update model

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Files changed (4) hide show
  1. README.md +1 -1
  2. config.json +42 -1
  3. model.safetensors +3 -0
  4. test_metrics.json +0 -1
README.md CHANGED
@@ -18,7 +18,7 @@ All the models have a comparable model size between 90 MB and 150 MB, BPE tokeni
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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:** [Versatile applications of foundation DNA large language models in plant genomes]()
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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 CHANGED
@@ -1 +1,42 @@
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- {"d_model": 768, "n_layer": 24, "vocab_size": 11, "ssm_cfg": {}, "rms_norm": true, "residual_in_fp32": true, "fused_add_norm": true, "pad_vocab_size_multiple": 1, "tie_embeddings": true}
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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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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+ }
model.safetensors ADDED
@@ -0,0 +1,3 @@
 
 
 
 
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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
test_metrics.json DELETED
@@ -1 +0,0 @@
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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}