commit d481d68d5830d2e5bfe8d4ac6d5ac1eae8e9000c Author: ModelHub XC Date: Sat May 2 04:33:07 2026 +0800 初始化项目，由ModelHub XC社区提供模型 Model: Vaisu23/ner-qwen_model Source: Original Platform diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..52373fe --- /dev/null +++ b/.gitattributes @@ -0,0 +1,36 @@ +*.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 +tokenizer.json filter=lfs diff=lfs merge=lfs -text diff --git a/README.md b/README.md new file mode 100644 index 0000000..416c6a8 --- /dev/null +++ b/README.md @@ -0,0 +1,68 @@ +--- +base_model: unsloth/qwen2.5-0.5b-unsloth-bnb-4bit +tags: +- text-generation-inference +- transformers +- unsloth +- qwen2 +license: apache-2.0 +language: +- en +--- + +# Uploaded finetuned model + +- **Developed by:** Vaisu23 +- **License:** apache-2.0 +- **Finetuned from model :** unsloth/qwen2.5-0.5b-unsloth-bnb-4bit + +This qwen2 model was trained 2x faster with [Unsloth](https://github.com/unslothai/unsloth) and Huggingface's TRL library. + + + + +# Financial NER Qwen + +This model is fine-tuned for high-accuracy Named Entity Recognition (NER), outputting structured JSON. + +## How to use + +```python +from transformers import AutoModelForCausalLM, AutoTokenizer +import torch + +model_id = "Vaisu23/ner-qwen_model" # Update this to your repo ID +tokenizer = AutoTokenizer.from_pretrained(model_id) +model = AutoModelForCausalLM.from_pretrained( + model_id, + torch_dtype=torch.float16, + device_map="auto" +) + +# 1. Set the ChatML template +tokenizer.chat_template = "{{% for message in messages %}}{{{{'<|im_start|>' + message['role'] + '\\n' + message['content'] + '<|im_end|>' + '\\n'}}}}% endfor %}{{% if add_generation_prompt %}}{{{{ '<|im_start|>assistant\\n' }}}}{% endif %}}" + +# 2. Prepare the input +messages = [ + {{"role": "system", "content": "Extract all entities from the text in a structured JSON format."}}, + {{"role": "user", "content": "Yesterday, Vaisakh P K spent 1250.50 USD at Google."}} +] + +inputs = tokenizer.apply_chat_template( + messages, + add_generation_prompt=True, + return_tensors="pt", + return_dict=True +).to("cuda") + +# 3. Generate and clean the output +with torch.no_grad(): + outputs = model.generate(**inputs, max_new_tokens=128, temperature=0.1) + +# Skip the prompt tokens to show ONLY the JSON +prediction_ids = outputs[0][len(inputs['input_ids'][0]):] +prediction = tokenizer.decode(prediction_ids, skip_special_tokens=True) + +print(prediction) + +[](https://github.com/unslothai/unsloth) diff --git a/config.json b/config.json new file mode 100644 index 0000000..0564d78 --- /dev/null +++ b/config.json @@ -0,0 +1,59 @@ +{ + "architectures": [ + "Qwen2ForCausalLM" + ], + "attention_dropout": 0.0, + "bos_token_id": null, + "torch_dtype": "float16", + "eos_token_id": 151643, + "hidden_act": "silu", + "hidden_size": 896, + "initializer_range": 0.02, + "intermediate_size": 4864, + "layer_types": [ + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + 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