update model

README.md

@@ -18,7 +18,7 @@ All the models have a comparable model size between 90 MB and 150 MB, BPE tokeni
 ### Model Sources
 
 - **Repository:** [Plant DNA LLMs](https://github.com/zhangtaolab/plant_DNA_LLMs)
-- **Manuscript:** [Versatile applications of foundation DNA large language models in plant genomes]() 
+- **Manuscript:** [PDLLMs: A group of tailored DNA large language models for analyzing plant genomes]() 
 
 ### Architecture
 

config.json

@@ -1 +1,50 @@
-{"d_model": 768, "n_layer": 24, "vocab_size": 267, "ssm_cfg": {}, "rms_norm": true, "residual_in_fp32": true, "fused_add_norm": true, "pad_vocab_size_multiple": 1, "tie_embeddings": true}
+{
+  "_name_or_path": "../model/finetune/PlantDna_Mamba_4mer/plant-multi-species-core-promoters",
+  "architectures": [
+    "MambaForSequenceClassification"
+  ],
+  "bos_token_id": 0,
+  "conv_kernel": 4,
+  "d_inner": 1536,
+  "d_model": 768,
+  "eos_token_id": 0,
+  "expand": 2,
+  "fused_add_norm": true,
+  "hidden_act": "silu",
+  "hidden_size": 768,
+  "id2label": {
+    "0": "Not_promoter",
+    "1": "promoter"
+  },
+  "initializer_range": 0.1,
+  "intermediate_size": 1536,
+  "label2id": {
+    "Not_promoter": 0,
+    "promoter": 1
+  },
+  "layer_norm_epsilon": 1e-05,
+  "model_type": "mamba",
+  "n_layer": 24,
+  "num_hidden_layers": 24,
+  "pad_token_id": 0,
+  "pad_vocab_size_multiple": 8,
+  "problem_type": "single_label_classification",
+  "rescale_prenorm_residual": false,
+  "residual_in_fp32": true,
+  "rms_norm": true,
+  "ssm_cfg": {},
+  "state_size": 16,
+  "time_step_floor": 0.0001,
+  "time_step_init_scheme": "random",
+  "time_step_max": 0.1,
+  "time_step_min": 0.001,
+  "time_step_rank": 48,
+  "time_step_scale": 1.0,
+  "torch_dtype": "float32",
+  "transformers_version": "4.45.0.dev0",
+  "use_bias": false,
+  "use_cache": false,
+  "use_conv_bias": true,
+  "use_mambapy": false,
+  "vocab_size": 267
+}

model.safetensors

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:01dbdb064b40d7f3b75730dab53b7d7db8156bd8648a6b498e6d5870e0f4d79d
+size 362933784

test_metrics.json

@@ -1 +0,0 @@
-{'test_loss': 0.40144839882850647, 'test_accuracy': 0.81875, 'test_f1': 0.8262672811059908, 'test_precision': 0.7933628318584071, 'test_recall': 0.8620192307692308, 'test_matthews_correlation': 0.639900580307719, 'test_runtime': 26.0814, 'test_samples_per_second': 319.001, 'test_steps_per_second': 19.938}