diff --git a/.gitattributes b/.gitattributes index 53d7257..d2fc868 100644 --- a/.gitattributes +++ b/.gitattributes @@ -44,4 +44,8 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text *.tar filter=lfs diff=lfs merge=lfs -text *.wasm filter=lfs diff=lfs merge=lfs -text *.zst filter=lfs diff=lfs merge=lfs -text -*tfevents* filter=lfs diff=lfs merge=lfs -text \ No newline at end of file +*tfevents* filter=lfs diff=lfs merge=lfs -text + +merges.txt filter=lfs diff=lfs merge=lfs -text +tokenizer.json filter=lfs diff=lfs merge=lfs -text +vocab.json filter=lfs diff=lfs merge=lfs -text \ No newline at end of file diff --git a/README.md b/README.md index 7c05cec..4f910a5 100644 --- a/README.md +++ b/README.md @@ -1,47 +1,158 @@ --- -license: Apache License 2.0 - -#model-type: -##如 gpt、phi、llama、chatglm、baichuan 等 -#- gpt - -#domain: -##如 nlp、cv、audio、multi-modal -#- nlp - -#language: -##语言代码列表 https://help.aliyun.com/document_detail/215387.html?spm=a2c4g.11186623.0.0.9f8d7467kni6Aa -#- cn - -#metrics: -##如 CIDEr、Blue、ROUGE 等 -#- CIDEr - -#tags: -##各种自定义，包括 pretrained、fine-tuned、instruction-tuned、RL-tuned 等训练方法和其他 -#- pretrained - -#tools: -##如 vllm、fastchat、llamacpp、AdaSeq 等 -#- vllm +base_model: +- mergekit-community/Qwen2.5-7B-della +- mergekit-community/Qwen2.5-7B-ties +- Qwen/Qwen2.5-7B-Instruct +- Qwen/Qwen2.5-7B-Instruct-1M +- mergekit-community/Qwen2.5-7B-ties-1M +- Qwen/Qwen2.5-7B +- mergekit-community/Qwen2.5-7B-della-1M +library_name: transformers +tags: +- mergekit +- merge +license: apache-2.0 +language: +- en +- zh +pipeline_tag: text-generation --- -### 当前模型的贡献者未提供更加详细的模型介绍。模型文件和权重，可浏览“模型文件”页面获取。 -#### 您可以通过如下git clone命令，或者ModelScope SDK来下载模型 +# Achieve the Optimal Merged Model by Using One Basic Model and Two Fine-tuned Models! -SDK下载 -```bash -#安装ModelScope -pip install modelscope -``` -```python -#SDK模型下载 -from modelscope import snapshot_download -model_dir = snapshot_download('YOYO-AI/Qwen2.5-7B-YOYO-super') -``` -Git下载 -``` -#Git模型下载 -git clone https://www.modelscope.cn/YOYO-AI/Qwen2.5-7B-YOYO-super.git -``` +*What is the best way to merge **one base model** and **two fine-tuned models**?* -

如果您是本模型的贡献者，我们邀请您根据模型贡献文档，及时完善模型卡片内容。

\ No newline at end of file +## This might be the best answer at the present stage! + +[Qwen2.5-7B-YOYO-super](https://huggingface.co/YOYO-AI/Qwen2.5-7B-YOYO-super) + +[Qwen2.5-14B-YOYO-super](https://huggingface.co/YOYO-AI/Qwen2.5-14B-YOYO-super) + +*This is not a whim release, but the optimal result of countless merging experiments!* + +*Here is the formula for the **previous generation**:* +```yaml +models: + - model: Qwen/Qwen2.5-7B-Instruct + parameters: + density: 1 + weight: 1 + lambda: 0.9 + - model: Qwen/Qwen2.5-7B-Instruct-1M + parameters: + density: 1 + weight: 1 + lambda: 0.9 +merge_method: della +base_model: Qwen/Qwen2.5-7B +parameters: + density: 1 + weight: 1 + lambda: 0.9 + normalize: true + int8_mask: true +dtype: bfloat16 +tokenizer_source: base +``` +*It was widely used in the merging process of the **previous generation of models***. + +*However, there are some **deficiencies***: + +*1.There is relatively little retention of knowledge of the basic model.* + +*2.The mathematical and coding abilities have declined.* + +## And here is the formula for this generation: +```yaml +models: + - model: Qwen/Qwen2.5-7B-instruct + parameters: + density: 1 + weight: 1 + lambda: 0.9 +merge_method: della +base_model: Qwen/Qwen2.5-7B +parameters: + density: 1 + weight: 1 + lambda: 0.9 + normalize: true + int8_mask: true +dtype: float16 +tokenizer_source: base +name: Qwen2.5-7B-della +``` +```yaml +models: + - model: Qwen/Qwen2.5-7B-instruct-1M + parameters: + density: 1 + weight: 1 + lambda: 0.9 +merge_method: della +base_model: Qwen/Qwen2.5-7B +parameters: + density: 1 + weight: 1 + lambda: 0.9 + normalize: true + int8_mask: true +dtype: float16 +tokenizer_source: base +name: Qwen2.5-7B-della-1M +``` +```yaml +models: + - model: Qwen/Qwen2.5-7B-instruct + parameters: + density: 1 + weight: 1 +merge_method: ties +base_model: Qwen/Qwen2.5-7B +parameters: + density: 1 + weight: 1 + normalize: true + int8_mask: true +dtype: float16 +tokenizer_source: base +name: Qwen2.5-7B-ties +``` +```yaml +models: + - model: Qwen/Qwen2.5-7B-instruct-1M + parameters: + density: 1 + weight: 1 +merge_method: ties +base_model: Qwen/Qwen2.5-7B +parameters: + density: 1 + weight: 1 + normalize: true + int8_mask: true +dtype: float16 +tokenizer_source: base +name: Qwen2.5-7B-ties-1M +``` +```yaml +merge_method: model_stock +base_model: Qwen/Qwen2.5-7B +models: + - model: mergekit-community/Qwen2.5-7B-della + - model: mergekit-community/Qwen2.5-7B-della-1M + - model: mergekit-community/Qwen2.5-7B-ties + - model: mergekit-community/Qwen2.5-7B-ties-1M + - model: Qwen/Qwen2.5-7B-instruct-1M + - model: Qwen/Qwen2.5-7B-instruct +tokenizer_source: base +int8_mask: true +normalize: true +dtype: float16 +``` +*Except for a slight decrease in instruction following, **significant improvements** have been achieved in all other aspects.* + +*This formula will also be used in the development of **the next generation of YOYO models**.* + +***YOYO-AI** not only releases merged models with excellent performance but also publishes a **complete and high-quality model merging formula**, hoping to promote the progress of model merging technology in the open-source community with this!* + +### If you can use this formula when merging models, it will be the greatest support for YOYO-AI! \ No newline at end of file diff --git a/added_tokens.json b/added_tokens.json new file mode 100644 index 0000000..482ced4 --- /dev/null +++ b/added_tokens.json @@ -0,0 +1,24 @@ +{ + "": 151658, + "": 151657, + "<|box_end|>": 151649, + "<|box_start|>": 151648, + "<|endoftext|>": 151643, + "<|file_sep|>": 151664, + "<|fim_middle|>": 151660, + "<|fim_pad|>": 151662, + "<|fim_prefix|>": 151659, + "<|fim_suffix|>": 151661, + "<|im_end|>": 151645, + "<|im_start|>": 151644, + "<|image_pad|>": 151655, + "<|object_ref_end|>": 151647, + "<|object_ref_start|>": 151646, + "<|quad_end|>": 151651, + "<|quad_start|>": 151650, + "<|repo_name|>": 151663, + "<|video_pad|>": 151656, + "<|vision_end|>": 151653, + "<|vision_pad|>": 151654, + "<|vision_start|>": 151652 +} diff --git a/config.json b/config.json new file mode 100644 index 0000000..02fc8ba --- /dev/null +++ b/config.json @@ -0,0 +1,30 @@ +{ + "_name_or_path": "YOYO-AI/Qwen2.5-7B-YOYO-super", + "architectures": [ + "Qwen2ForCausalLM" + ], + "attention_dropout": 0.0, + "bos_token_id": 151643, + "eos_token_id": 151643, + "hidden_act": "silu", + "hidden_size": 3584, + "initializer_range": 0.02, + "intermediate_size": 18944, + "max_position_embeddings": 131072, + "max_window_layers": 28, + "model_type": "qwen2", + "num_attention_heads": 28, + "num_hidden_layers": 28, + "num_key_value_heads": 4, + "rms_norm_eps": 1e-06, + "rope_scaling": null, + "rope_theta": 1000000.0, + "sliding_window": 131072, + "tie_word_embeddings": false, + "torch_dtype": "float16", + "transformers_version": "4.49.0", + "use_cache": true, + "use_mrope": false, + "use_sliding_window": false, + "vocab_size": 151665 +} diff --git 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"<|vision_pad|>", + "<|image_pad|>", + "<|video_pad|>" + ], + "eos_token": { + "content": "<|endoftext|>", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false + }, + "pad_token": { + "content": "<|endoftext|>", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false + } +} diff --git a/tokenizer.json b/tokenizer.json new file mode 100644 index 0000000..51ebb3b --- /dev/null +++ b/tokenizer.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:9c5ae00e602b8860cbd784ba82a8aa14e8feecec692e7076590d014d7b7fdafa +size 11421896 diff --git a/tokenizer_config.json b/tokenizer_config.json new file mode 100644 index 0000000..22b931e --- /dev/null +++ b/tokenizer_config.json @@ -0,0 +1,208 @@ +{ + "add_bos_token": false, + "add_prefix_space": false, + "added_tokens_decoder": { + "151643": { + "content": "<|endoftext|>", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": 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}, + "151657": { + "content": "", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": false + }, + "151658": { + "content": "", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": false + }, + "151659": { + "content": "<|fim_prefix|>", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": false + }, + "151660": { + "content": "<|fim_middle|>", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": false + }, + "151661": { + "content": "<|fim_suffix|>", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": false + }, + "151662": { + "content": "<|fim_pad|>", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": false + }, + "151663": { + "content": "<|repo_name|>", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": false + }, + "151664": { + "content": "<|file_sep|>", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": false + } + }, + "additional_special_tokens": [ + "<|im_start|>", + "<|im_end|>", + "<|object_ref_start|>", + "<|object_ref_end|>", + "<|box_start|>", + "<|box_end|>", + "<|quad_start|>", + "<|quad_end|>", + "<|vision_start|>", + "<|vision_end|>", + "<|vision_pad|>", + "<|image_pad|>", + "<|video_pad|>" + ], + "bos_token": null, + "chat_template": "{%- if tools %}\n {{- '<|im_start|>system\\n' }}\n {%- if messages[0]['role'] == 'system' %}\n {{- messages[0]['content'] }}\n {%- else %}\n {{- 'You are a helpful assistant.' }}\n {%- endif %}\n {{- \"\\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\" }}\n {%- for tool in tools %}\n {{- \"\\n\" }}\n {{- tool | tojson }}\n {%- endfor %}\n {{- \"\\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\" }}\n{%- else %}\n {%- if messages[0]['role'] == 'system' %}\n {{- '<|im_start|>system\\n' + messages[0]['content'] + '<|im_end|>\\n' }}\n {%- else %}\n {{- '<|im_start|>system\\nYou are a helpful assistant.<|im_end|>\\n' }}\n {%- endif %}\n{%- endif %}\n{%- for message in messages %}\n {%- if (message.role == \"user\") or (message.role == \"system\" and not loop.first) or (message.role == \"assistant\" and not message.tool_calls) %}\n {{- '<|im_start|>' + message.role + '\\n' + message.content + '<|im_end|>' + '\\n' }}\n {%- elif message.role == \"assistant\" %}\n {{- '<|im_start|>' + message.role }}\n {%- if message.content %}\n {{- '\\n' + message.content }}\n {%- endif %}\n {%- for tool_call in message.tool_calls %}\n {%- if tool_call.function is defined %}\n {%- set tool_call = tool_call.function %}\n {%- endif %}\n {{- '\\n\\n{\"name\": \"' }}\n {{- tool_call.name }}\n {{- '\", \"arguments\": ' }}\n {{- tool_call.arguments | tojson }}\n {{- '}\\n' }}\n {%- endfor %}\n {{- '<|im_end|>\\n' }}\n {%- elif message.role == \"tool\" %}\n {%- if (loop.index0 == 0) or (messages[loop.index0 - 1].role != \"tool\") %}\n {{- '<|im_start|>user' }}\n {%- endif %}\n {{- '\\n\\n' }}\n {{- message.content }}\n {{- '\\n' }}\n {%- if loop.last or (messages[loop.index0 + 1].role != \"tool\") %}\n {{- '<|im_end|>\\n' }}\n {%- endif %}\n {%- endif %}\n{%- endfor %}\n{%- if add_generation_prompt %}\n {{- '<|im_start|>assistant\\n' }}\n{%- endif %}\n", + "clean_up_tokenization_spaces": false, + "eos_token": "<|endoftext|>", + "errors": "replace", + "extra_special_tokens": {}, + "model_max_length": 131072, + "pad_token": "<|endoftext|>", + "split_special_tokens": false, + "tokenizer_class": "Qwen2Tokenizer", + "unk_token": null +} diff --git a/vocab.json b/vocab.json new file mode 100644 index 0000000..6c49fc6 --- 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