commit 7fc042383395ca7c648f82dc418ee274d7d8112a Author: ModelHub XC Date: Mon Jun 15 11:38:16 2026 +0800 初始化项目，由ModelHub XC社区提供模型 Model: vibhorag101/llama-2-13b-chat-hf-phr_mental_therapy Source: Original Platform diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..a6344aa --- /dev/null +++ b/.gitattributes @@ -0,0 +1,35 @@ +*.7z filter=lfs diff=lfs merge=lfs -text +*.arrow filter=lfs diff=lfs merge=lfs -text +*.bin filter=lfs diff=lfs merge=lfs -text +*.bz2 filter=lfs diff=lfs merge=lfs -text +*.ckpt filter=lfs diff=lfs merge=lfs -text +*.ftz filter=lfs diff=lfs merge=lfs -text +*.gz filter=lfs diff=lfs merge=lfs -text +*.h5 filter=lfs diff=lfs merge=lfs -text +*.joblib filter=lfs diff=lfs merge=lfs -text +*.lfs.* filter=lfs diff=lfs merge=lfs -text +*.mlmodel filter=lfs diff=lfs merge=lfs -text +*.model filter=lfs diff=lfs merge=lfs -text +*.msgpack filter=lfs diff=lfs merge=lfs -text +*.npy filter=lfs diff=lfs merge=lfs -text +*.npz filter=lfs diff=lfs merge=lfs -text +*.onnx filter=lfs diff=lfs merge=lfs -text +*.ot filter=lfs diff=lfs merge=lfs -text +*.parquet filter=lfs diff=lfs merge=lfs -text +*.pb filter=lfs diff=lfs merge=lfs -text +*.pickle filter=lfs diff=lfs merge=lfs -text +*.pkl filter=lfs diff=lfs merge=lfs -text +*.pt filter=lfs diff=lfs merge=lfs -text +*.pth filter=lfs diff=lfs merge=lfs -text +*.rar filter=lfs diff=lfs merge=lfs -text +*.safetensors filter=lfs diff=lfs merge=lfs -text +saved_model/**/* filter=lfs diff=lfs merge=lfs -text +*.tar.* filter=lfs diff=lfs merge=lfs -text +*.tar filter=lfs diff=lfs merge=lfs -text +*.tflite filter=lfs diff=lfs merge=lfs -text +*.tgz filter=lfs diff=lfs merge=lfs -text +*.wasm filter=lfs diff=lfs merge=lfs -text +*.xz filter=lfs diff=lfs merge=lfs -text +*.zip filter=lfs diff=lfs merge=lfs -text +*.zst filter=lfs diff=lfs merge=lfs -text +*tfevents* filter=lfs diff=lfs merge=lfs -text diff --git a/README.md b/README.md new file mode 100644 index 0000000..dc2c7f9 --- /dev/null +++ b/README.md @@ -0,0 +1,61 @@ +--- +license: mit +datasets: +- vibhorag101/phr_mental_therapy_dataset +# - jerryjalapeno/nart-100k-synthetic +language: +- en +pipeline_tag: text-generation +--- +# Model Card + + +- This model is a finetune of the **llama-2-13b-chat-hf** model on a therapy dataset. +- The model aims to provide basic therapy to the users and improve their mental health until they seek professional help. +- The model has been adjusted to encourage giving cheerful responses to the user. The system prompt has been mentioned below. + +## Model Details +### Training Hardware +- RTX A5000 24GB +- 48 Core Intel Xeon +- 128GB Ram. +### Model Hyperparameters +- This [training script](https://github.com/phr-winter23/phr-mental-chat/blob/main/finetuneModel/finetuneScriptLLaMA-2.ipynb) was used to do the finetuning. +- The shareGPT format dataset was converted to llama-2 training format using this [script](https://github.com/phr-winter23/phr-mental-chat/blob/main/finetuneModel/llamaDataMaker.ipynb). +- num_train_epochs = 2 +- per_device_train_batch_size = 2 +- per_device_eval_batch_size = 2 +- gradient_accumulation_steps = 1 +- max_seq_length = 4096 +- lora_r = 64 +- lora_alpha = 16 +- lora_dropout = 0.1 +- use_4bit = True +- bnb_4bit_compute_dtype = "float16" +- bnb_4bit_quant_type = "nf4" +- use_nested_quant = False +- fp16 = False +- bf16 = True +- Data Sample: 1000 (80:20 split) + +### Model System Prompt +You are a helpful and joyous mental therapy assistant. Always answer as helpfully and cheerfully as possible, while being safe. Your answers should not include any harmful, unethical, racist, sexist, toxic, dangerous, or illegal content.Please ensure that your responses are socially unbiased and positive in nature. + +If a question does not make any sense, or is not factually coherent, explain why instead of answering something not correct. If you don't know the answer to a question, please don't share false information. + +#### Model Training Data + +![image/png](https://cdn-uploads.huggingface.co/production/uploads/64eb1e4a55e4f0ecb9c4f406/x298HbUKHrom-RFmNgSbH.png) + +### Model Benchmarks +Detailed results can be found [here](https://huggingface.co/datasets/open-llm-leaderboard/details_vibhorag101__llama-2-13b-chat-hf-phr_mental_therapy) + +| Metric | Value | +|-----------------------|---------------------------| +| Avg. | 42.5 | +| ARC (25-shot) | 38.82 | +| HellaSwag (10-shot) | 72.76 | +| MMLU (5-shot) | 23.12 | +| TruthfulQA (0-shot) | 46.92 | +| Winogrande (5-shot) | 65.59 | +| GSM8K (5-shot) | 7.81 | \ No newline at end of file diff --git a/config.json b/config.json new file mode 100644 index 0000000..9d6bf4e --- /dev/null +++ b/config.json @@ -0,0 +1,26 @@ +{ + "_name_or_path": "meta-llama/Llama-2-13b-chat-hf", + "architectures": [ + "LlamaForCausalLM" + ], + "bos_token_id": 1, + "eos_token_id": 2, + 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