From 8e94596b26466612792ddb3b89da0247ae778c17 Mon Sep 17 00:00:00 2001 From: ModelHub XC Date: Sat, 13 Jun 2026 17:26:16 +0800 Subject: [PATCH] =?UTF-8?q?=E5=88=9D=E5=A7=8B=E5=8C=96=E9=A1=B9=E7=9B=AE?= =?UTF-8?q?=EF=BC=8C=E7=94=B1ModelHub=20XC=E7=A4=BE=E5=8C=BA=E6=8F=90?= =?UTF-8?q?=E4=BE=9B=E6=A8=A1=E5=9E=8B?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Model: shirochange/kansaiben-qwen2.5-0.5b Source: Original Platform --- .gitattributes | 36 +++++ README.md | 87 ++++++++++ chat_template.jinja | 54 +++++++ config.json | 30 ++++ generation_config.json | 14 ++ model.safetensors | 3 + model.safetensors.index.json | 298 +++++++++++++++++++++++++++++++++++ tokenizer.json | 3 + tokenizer_config.json | 29 ++++ 9 files changed, 554 insertions(+) create mode 100644 .gitattributes create mode 100644 README.md create mode 100644 chat_template.jinja create mode 100644 config.json create mode 100644 generation_config.json create mode 100644 model.safetensors create mode 100644 model.safetensors.index.json create mode 100644 tokenizer.json create mode 100644 tokenizer_config.json 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..69a33e1 --- /dev/null +++ b/README.md @@ -0,0 +1,87 @@ +--- +language: + - ja +license: apache-2.0 +base_model: Qwen/Qwen2.5-0.5B-Instruct +tags: + - kansai-dialect + - japanese + - fine-tuned + - mlx + - chat +pipeline_tag: text-generation +datasets: + - shirochange/kansaiben +--- + +# kansaiben-qwen2.5-0.5b + +A fine-tuned model that responds in Kansai dialect (Osaka-ben). Based on Qwen2.5-0.5B-Instruct, trained on the [shirochange/kansaiben](https://huggingface.co/datasets/shirochange/kansaiben) dataset. + +関西弁（大阪弁）で話すAIアシスタントのファインチューニング済みモデルです。 + +## Model Details + +| 項目 | 内容 | +|---|---| +| ベースモデル | [Qwen/Qwen2.5-0.5B-Instruct](https://huggingface.co/Qwen/Qwen2.5-0.5B-Instruct) | +| パラメータ数 | 0.5B | +| ファインチューニング手法 | LoRA（MLX-LM） | +| データセット | [shirochange/kansaiben](https://huggingface.co/datasets/shirochange/kansaiben) | +| 学習データ件数 | 320件（シングルターン会話） | +| 学習環境 | Apple M3 Max | + +## Training Hyperparameters + +| パラメータ | 値 | +|---|---| +| Iterations | 300 | +| Batch size | 4 | +| Learning rate | 1e-4 | +| LoRA layers | 8 | +| Best val loss | 1.566（iter 150） | + +## 使い方（Apple Silicon / MLX） + +このモデルは **Apple Silicon（M1/M2/M3）** 搭載のMac上で [mlx-lm](https://github.com/ml-explore/mlx-examples/tree/main/llms/mlx_lm) を使って動作します。 + +```bash +pip install mlx-lm +``` + +```python +from mlx_lm import load, generate + +model, tokenizer = load("shirochange/kansaiben-qwen2.5-0.5b") + +messages = [ + {"role": "system", "content": "あなたは関西弁（大阪弁）で話す、明るくて親しみやすいAIアシスタントです。どんな質問にも関西弁で自然に答えてください。"}, + {"role": "user", "content": "こんにちは！"}, +] +prompt = tokenizer.apply_chat_template(messages, add_generation_prompt=True, tokenize=False) +response = generate(model, tokenizer, prompt=prompt, max_tokens=100, verbose=False) +print(response) +# まいど！元気しとるか？ +``` + +## 出力例 + +| 入力 | 出力 | +|---|---| +| こんにちは！元気ですか？ | まいど！元気しとるか？ | +| ありがとうございます！ | こちらこそおおきに！また話しかけてや。 | +| 疲れました... | あんた、お疲れさんやで。ゆっくりしいや。 | +| 大阪のおすすめ観光スポットを教えてください。 | そらもう、道頓堀でグリコの看板見て、たこ焼き食うのが最高やわ。 | + +## Limitations（制限事項） + +- **モデルサイズの限界**: 0.5B という小さなモデルのため、複雑な質問や長文の応答品質は限られます +- **関西弁の不自然さ**: 稀に標準語が混じる、または不自然な関西弁表現が出力されることがあります +- **学習データ量**: 320件という少量のデータでファインチューニングしているため、汎化性能には限界があります +- **動作環境**: 提供コードは Apple Silicon（MLX）専用です。他の環境での動作は保証されません +- **事実性**: ベースモデルの知識に依存するため、誤った情報を関西弁で出力する可能性があります + +## License + +このモデルは [Apache 2.0](https://www.apache.org/licenses/LICENSE-2.0) ライセンスのもとで公開されています。 +ベースモデルのライセンス（[Qwen/Qwen2.5-0.5B-Instruct](https://huggingface.co/Qwen/Qwen2.5-0.5B-Instruct)）も合わせてご確認ください。 diff --git a/chat_template.jinja b/chat_template.jinja new file mode 100644 index 0000000..bdf7919 --- /dev/null +++ b/chat_template.jinja @@ -0,0 +1,54 @@ +{%- if tools %} + {{- '<|im_start|>system\n' }} + {%- if messages[0]['role'] == 'system' %} + {{- messages[0]['content'] }} + {%- else %} + {{- 'You are Qwen, created by Alibaba Cloud. You are a helpful assistant.' }} + {%- endif %} + {{- "\n\n# Tools\n\nYou may call one or more functions to assist with the user query.\n\nYou are provided with function signatures within XML tags:\n" }} + {%- for tool in tools %} + {{- "\n" }} + {{- tool | tojson }} + {%- endfor %} + {{- "\n\n\nFor each function call, return a json object with function name and arguments within XML tags:\n\n{\"name\": , \"arguments\": }\n<|im_end|>\n" }} +{%- else %} + {%- if messages[0]['role'] == 'system' %} + {{- '<|im_start|>system\n' + messages[0]['content'] + '<|im_end|>\n' }} + {%- else %} + {{- '<|im_start|>system\nYou are Qwen, created by Alibaba Cloud. You are a helpful assistant.<|im_end|>\n' }} + {%- endif %} +{%- endif %} +{%- for message in messages %} + {%- if (message.role == "user") or (message.role == "system" and not loop.first) or (message.role == "assistant" and not message.tool_calls) %} + {{- '<|im_start|>' + message.role + '\n' + message.content + '<|im_end|>' + '\n' }} + {%- elif message.role == "assistant" %} + {{- '<|im_start|>' + message.role }} + {%- if message.content %} + {{- '\n' + message.content }} + {%- endif %} + {%- for tool_call in message.tool_calls %} + {%- if tool_call.function is defined %} + {%- set tool_call = tool_call.function %} + {%- endif %} + {{- '\n\n{"name": "' }} + {{- tool_call.name }} + {{- '", "arguments": ' }} + {{- tool_call.arguments | tojson }} + {{- '}\n' }} + {%- endfor %} + {{- '<|im_end|>\n' }} + {%- elif message.role == "tool" %} + {%- if (loop.index0 == 0) or (messages[loop.index0 - 1].role != "tool") %} + {{- '<|im_start|>user' }} + {%- endif %} + {{- '\n\n' }} + {{- 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