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Upload LoRA adapter for medical domain

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  1. README.md +31 -0
  2. adapter_config.json +32 -0
  3. adapter_model.safetensors +3 -0
README.md ADDED
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+ ---
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+ base_model: Qwen/Qwen2.5-7B-Instruct
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+ tags:
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+ - peft
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+ - lora
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+ - federated-learning
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+ - flower
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+ - medical
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+ ---
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+
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+ # FlowerTune Medical LoRA Model
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+
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+ This is a LoRA adapter for Qwen/Qwen2.5-7B-Instruct fine-tuned with Flower federated learning framework on medical NLP datasets.
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+
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+ ## Model Performance
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+ - PubMedQA: 0.6515
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+ - MedMCQA: 0.5680
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+ - MedQA: 0.6515
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+ - CareQA: 0.5546
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+ - Average: 0.6064
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+
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+ ## Training Details
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+ - Domain: Medical
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+ - Training method: Federated LoRA fine-tuning with FlowerTune
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+ - Framework: Flower
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+
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+ This model is a LoRA adapter fine-tuned on Qwen/Qwen2.5-7B-Instruct using the Flower federated learning framework. It was trained on medical NLP datasets through distributed learning. The model achieved scores of PubMedQA: 0.6515, MedMCQA: 0.5680, MedQA: 0.6515, CareQA: 0.5546, with an average score of 0.6064.
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+
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+ ## Links
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+ - FlowerTune Homepage: [https://huggingface.co/zjudai/FlowerTune](https://huggingface.co/zjudai/FlowerTune)
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+ - FlowerTune Collection: [https://huggingface.co/collections/zjudai/flowertune-lora-collection-67ecd5d0dae6145cbf798439](https://huggingface.co/collections/zjudai/flowertune-lora-collection-67ecd5d0dae6145cbf798439)
adapter_config.json ADDED
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+ {
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+ "alpha_pattern": {},
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+ "auto_mapping": null,
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+ "base_model_name_or_path": "Qwen/Qwen2.5-7B-Instruct",
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+ "bias": "none",
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+ "eva_config": null,
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+ "exclude_modules": null,
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+ "fan_in_fan_out": false,
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+ "inference_mode": true,
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+ "init_lora_weights": true,
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+ "layer_replication": null,
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+ "layers_pattern": null,
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+ "layers_to_transform": null,
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+ "loftq_config": {},
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+ "lora_alpha": 64,
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+ "lora_bias": false,
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+ "lora_dropout": 0.075,
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+ "megatron_config": null,
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+ "megatron_core": "megatron.core",
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+ "modules_to_save": null,
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+ "peft_type": "LORA",
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+ "r": 32,
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+ "rank_pattern": {},
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+ "revision": null,
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+ "target_modules": [
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+ "v_proj",
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+ "q_proj"
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+ ],
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+ "task_type": "CAUSAL_LM",
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+ "use_dora": false,
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+ "use_rslora": false
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+ }
adapter_model.safetensors ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:9fc43d6dfd3ef1397005462e9585634e8f53eac4c7de737cd248f3de02dd477f
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+ size 40385208