commit 683fe439732ed1ef4d9775bf188379dceff2b50f Author: ModelHub XC Date: Thu Oct 1 11:41:14 2026 +0800 初始化项目，由ModelHub XC社区提供模型 Model: EganAI/Qwen3-4B-Thinking-2507-20250813-033307-1 Source: Original Platform diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..f8f1d8e --- /dev/null +++ b/.gitattributes @@ -0,0 +1,53 @@ +*.7z filter=lfs diff=lfs merge=lfs -text +*.arrow filter=lfs diff=lfs merge=lfs -text +*.bin filter=lfs diff=lfs merge=lfs -text +*.bin.* filter=lfs diff=lfs merge=lfs -text +*.bz2 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 +*.model filter=lfs diff=lfs merge=lfs -text +*.msgpack 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 +*.pt filter=lfs diff=lfs merge=lfs -text +*.pth filter=lfs diff=lfs merge=lfs -text +*.rar filter=lfs diff=lfs merge=lfs -text +saved_model/**/* 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 +*.xz filter=lfs diff=lfs merge=lfs -text +*.zip filter=lfs diff=lfs merge=lfs -text +*.zstandard filter=lfs diff=lfs merge=lfs -text +*.tfevents* filter=lfs diff=lfs merge=lfs -text +*.db* filter=lfs diff=lfs merge=lfs -text +*.ark* filter=lfs diff=lfs merge=lfs -text +**/*ckpt*data* filter=lfs diff=lfs merge=lfs -text +**/*ckpt*.meta filter=lfs diff=lfs merge=lfs -text +**/*ckpt*.index filter=lfs diff=lfs merge=lfs -text + +*.ckpt filter=lfs diff=lfs merge=lfs -text +*.gguf* filter=lfs diff=lfs merge=lfs -text +*.ggml filter=lfs diff=lfs merge=lfs -text +*.llamafile* filter=lfs diff=lfs merge=lfs -text +*.pt2 filter=lfs diff=lfs merge=lfs -text +*.mlmodel filter=lfs diff=lfs merge=lfs -text +*.npy filter=lfs diff=lfs merge=lfs -text +*.npz filter=lfs diff=lfs merge=lfs -text +*.pickle filter=lfs diff=lfs merge=lfs -text +*.pkl 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 + +tokenizer.json filter=lfs diff=lfs merge=lfs -text +model-00003-of-00003.safetensors filter=lfs diff=lfs merge=lfs -text +model-00001-of-00003.safetensors filter=lfs diff=lfs merge=lfs -text +model-00002-of-00003.safetensors 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/LICENSE b/LICENSE new file mode 100644 index 0000000..6634c8c --- /dev/null +++ b/LICENSE @@ -0,0 +1,202 @@ + + Apache License + Version 2.0, January 2004 + http://www.apache.org/licenses/ + + TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION + + 1. 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We also recommend that a + file or class name and description of purpose be included on the + same "printed page" as the copyright notice for easier + identification within third-party archives. + + Copyright 2024 Alibaba Cloud + + Licensed under the Apache License, Version 2.0 (the "License"); + you may not use this file except in compliance with the License. + You may obtain a copy of the License at + + http://www.apache.org/licenses/LICENSE-2.0 + + Unless required by applicable law or agreed to in writing, software + distributed under the License is distributed on an "AS IS" BASIS, + WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + See the License for the specific language governing permissions and + limitations under the License. \ No newline at end of file diff --git a/README.md b/README.md new file mode 100644 index 0000000..478e3ae --- /dev/null +++ b/README.md @@ -0,0 +1,179 @@ +--- +language: +- en +license: apache-2.0 +library_name: transformers +tags: +- merge +- model-merging +- mergekit +- lazymergekit +- qwen3 +- 4b +- text-generation +- causal-lm +datasets: +- Idavidrein/gpqa +metrics: +- accuracy +base_model: +- Qwen/Qwen3-4B-Thinking-2507 +- Qwen/Qwen3-4B-Thinking-2507-FP8 +- unsloth/Qwen3-4B-Thinking-2507 +- ertghiu256/Qwen3-4b-tcomanr-merge-v2 +- huihui-ai/Huihui-Qwen3-4B-Thinking-2507-abliterated +- janhq/Jan-v1-4B +- BRlkl/BingoGuard-qwen3-4B-pt-grpo +- fireworks1231/agentic-4b-2607-sft +- sequelbox/Qwen3-4B-Thinking-2507-DAG-Reasoning +- ReallyFloppyPenguin/Mastermind-2x4b-thinking +base_model_relation: merge +model-index: +- name: qwen3-4b-merged---configuration-1 + results: + - task: + type: text-generation + name: Text Generation + dataset: + type: cais/mmlu + name: MMLU (Massive Multitask Language Understanding) + config: all + split: test + args: + num_few_shot: 5 + metrics: + - type: accuracy + value: 68.37 + name: MMLU (5-shot) + verified: false + - task: + type: text-generation + name: Text Generation + dataset: + type: Idavidrein/gpqa + name: GPQA (Graduate-level Physics Q&A) + config: gpqa_diamond + split: test + args: + num_few_shot: 0 + metrics: + - type: accuracy + value: 43.43 + name: GPQA Diamond (0-shot) + verified: false +--- + +# Qwen3-4B Merged - Configuration 1 + +This is a Qwen3-4B based model created through layer-wise merging of multiple fine-tuned variants to optimize performance on GPQA Diamond. + +## Performance Metrics + +| Benchmark | Score | Description | +|-----------|-------|-------------| +| **MMLU (5-shot)** | 0.6837 (68.37%) | Massive Multitask Language Understanding | +| **GPQA Diamond (0-shot)** | 0.4343 (43.43%) | Graduate-level Physics Q&A | + +### Benchmark Details + +- **MMLU**: Evaluated on the test set with 5-shot prompting across 57 subjects +- **GPQA**: Evaluated on the diamond subset with 0-shot prompting on graduate-level physics questions + +## Performance Visualizations + +### GPQA Diamond Performance Comparison +![GPQA Performance](./gpqa_performance.png) + +### MMLU and GPQA Diamond Combined Performance +![MMLU and GPQA Performance](./mmlu_gpqa_performance.png) + +## Model Information + +- **Run ID**: 20250813_033307 +- **Optimization Task**: GPQA (Graduate-level Physics Q&A) +- **Number of Layers**: 36 +- **Base Architecture**: Qwen3-4B + +## Source Models + +The following models were used in the layer-wise merge: + +- Qwen/Qwen3-4B-Thinking-2507 +- Qwen/Qwen3-4B-Thinking-2507-FP8 +- unsloth/Qwen3-4B-Thinking-2507 +- ertghiu256/Qwen3-4b-tcomanr-merge-v2 +- huihui-ai/Huihui-Qwen3-4B-Thinking-2507-abliterated +- janhq/Jan-v1-4B +- BRlkl/BingoGuard-qwen3-4B-pt-grpo +- fireworks1231/agentic-4b-2607-sft +- sequelbox/Qwen3-4B-Thinking-2507-DAG-Reasoning +- ReallyFloppyPenguin/Mastermind-2x4b-thinking + +## Usage + +```python +from transformers import AutoModelForCausalLM, AutoTokenizer +import torch + +# Load the model +model = AutoModelForCausalLM.from_pretrained( + "EganAI/Qwen3-4B-Thinking-2507-20250813-033307-1", + torch_dtype=torch.float16, + device_map="auto" +) +tokenizer = AutoTokenizer.from_pretrained("EganAI/Qwen3-4B-Thinking-2507-20250813-033307-1") + +# Example: MMLU-style question +prompt = '''Question: The study of the distribution and determinants of health and disease in populations is: +A) Epidemiology +B) Ecology +C) Etiology +D) Endocrinology +Answer:''' + +inputs = tokenizer(prompt, return_tensors="pt") +outputs = model.generate( + **inputs, + max_length=150, + temperature=0.7, + do_sample=True +) +response = tokenizer.decode(outputs[0], skip_special_tokens=True) +print(response) +``` + +### Inference with vLLM + +```python +from vllm import LLM, SamplingParams + +llm = LLM(model="EganAI/Qwen3-4B-Thinking-2507-20250813-033307-1") +sampling_params = SamplingParams(temperature=0.7, top_p=0.95, max_tokens=256) + +prompts = ["Question: Explain quantum entanglement in simple terms."] +outputs = llm.generate(prompts, sampling_params) +``` + +## Technical Details + +This model uses a layer-wise merging approach where each transformer layer is selected from different source models based on optimization criteria. This technique allows combining strengths from multiple fine-tuned models. + +### Merging Process + +1. **Layer Selection**: Each layer (0-35 for this architecture) is independently selected from one of the source models +2. **Non-layer Weights**: Embeddings and final layers are taken from the base model +3. **Optimization**: The configuration was found through systematic optimization on the target benchmark + +## Limitations + +- This is an experimental merge and performance may vary on tasks outside the optimization targets +- The model inherits limitations from its source models +- Performance on general tasks may differ from benchmark scores + +## Citation + +If you use this model, please cite the original source models and egan.ai + +## Note + +This model is provided for research purposes. Always validate performance on your specific use case before deployment. \ No newline at end of file diff --git a/config.json b/config.json new file mode 100644 index 0000000..9c65528 --- /dev/null +++ b/config.json @@ -0,0 +1,86 @@ +{ + "architectures": [ + "Qwen3ForCausalLM" + ], + "attention_bias": false, + "attention_dropout": 0.0, + "bos_token_id": 151643, + "eos_token_id": 151645, + "head_dim": 128, + "hidden_act": "silu", + "hidden_size": 2560, + "initializer_range": 0.02, + "intermediate_size": 9728, + "max_position_embeddings": 262144, + "max_window_layers": 36, + "model_type": "qwen3", + "num_attention_heads": 32, + "num_hidden_layers": 36, + "num_key_value_heads": 8, + "rms_norm_eps": 1e-06, + "rope_scaling": null, + "rope_theta": 5000000, + "sliding_window": null, + "tie_word_embeddings": true, + "torch_dtype": "bfloat16", + "transformers_version": "4.51.0", + "use_cache": true, + "use_sliding_window": false, + "vocab_size": 151936, + "genetic_merge_info": { + "run_id": "20250813_033307", + "task": "gpqa_diamond_zeroshot", + "best_fitness": 0.43434343434343436, + "improvement_percentage": 19.444444444444446, + "source_models": [ + "Qwen/Qwen3-4B-Thinking-2507", + "Qwen/Qwen3-4B-Thinking-2507-FP8", + "unsloth/Qwen3-4B-Thinking-2507", + "ertghiu256/Qwen3-4b-tcomanr-merge-v2", + "huihui-ai/Huihui-Qwen3-4B-Thinking-2507-abliterated", + "janhq/Jan-v1-4B", + "BRlkl/BingoGuard-qwen3-4B-pt-grpo", + "fireworks1231/agentic-4b-2607-sft", + "sequelbox/Qwen3-4B-Thinking-2507-DAG-Reasoning", + "ReallyFloppyPenguin/Mastermind-2x4b-thinking" + ], + "configuration": [ + 4, + 0, + 4, + 2, + 9, + 6, + 0, + 0, + 2, + 2, + 7, + 3, + 8, + 2, + 3, + 9, + 7, + 7, + 2, + 8, + 3, + 9, + 4, + 3, + 5, + 6, + 3, + 6, + 3, + 0, + 8, + 6, + 6, + 2, + 0, + 3 + ] + } +} \ No newline at end of file diff --git a/configuration.json b/configuration.json new file mode 100644 index 0000000..bbeeda1 --- /dev/null +++ b/configuration.json @@ -0,0 +1 @@ +{"framework": "pytorch", "task": 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"content": "", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": false + }, + "151668": { + "content": "", + "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\\n' }}\n {%- endif %}\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 {%- endif %}\n{%- endif %}\n{%- set ns = namespace(multi_step_tool=true, last_query_index=messages|length - 1) %}\n{%- for message in messages[::-1] %}\n {%- set index = (messages|length - 1) - loop.index0 %}\n {%- if ns.multi_step_tool and message.role == \"user\" and message.content is string and not(message.content.startswith('') and message.content.endswith('')) %}\n {%- set ns.multi_step_tool = false %}\n {%- set ns.last_query_index = index %}\n {%- endif %}\n{%- endfor %}\n{%- for message in messages %}\n {%- if message.content is string %}\n {%- set content = message.content %}\n {%- else %}\n {%- set content = '' %}\n {%- endif %}\n {%- if (message.role == \"user\") or (message.role == \"system\" and not loop.first) %}\n {{- '<|im_start|>' + message.role + '\\n' + content + '<|im_end|>' + '\\n' }}\n {%- elif message.role == \"assistant\" %}\n {%- set reasoning_content = '' %}\n {%- if message.reasoning_content is string %}\n {%- set reasoning_content = message.reasoning_content %}\n {%- else %}\n {%- if '' in content %}\n {%- set reasoning_content = content.split('')[0].rstrip('\\n').split('')[-1].lstrip('\\n') %}\n {%- set content = content.split('')[-1].lstrip('\\n') %}\n {%- endif %}\n {%- endif %}\n {%- if loop.index0 > ns.last_query_index %}\n {%- if loop.last or (not loop.last and reasoning_content) %}\n {{- '<|im_start|>' + message.role + '\\n\\n' + reasoning_content.strip('\\n') + '\\n\\n\\n' + content.lstrip('\\n') }}\n {%- else %}\n {{- '<|im_start|>' + message.role + '\\n' + content }}\n {%- endif %}\n {%- else %}\n {{- '<|im_start|>' + message.role + '\\n' + content }}\n {%- endif %}\n {%- if message.tool_calls %}\n {%- for tool_call in message.tool_calls %}\n {%- if (loop.first and content) or (not loop.first) %}\n {{- '\\n' }}\n {%- endif %}\n {%- if tool_call.function %}\n {%- set tool_call = tool_call.function %}\n {%- endif %}\n {{- '\\n{\"name\": \"' }}\n {{- tool_call.name }}\n {{- '\", \"arguments\": ' }}\n {%- if tool_call.arguments is string %}\n {{- tool_call.arguments }}\n {%- else %}\n {{- tool_call.arguments | tojson }}\n {%- endif %}\n {{- '}\\n' }}\n {%- endfor %}\n {%- endif %}\n {{- '<|im_end|>\\n' }}\n {%- elif message.role == \"tool\" %}\n {%- if loop.first or (messages[loop.index0 - 1].role != \"tool\") %}\n {{- '<|im_start|>user' }}\n {%- endif %}\n {{- '\\n\\n' }}\n {{- 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' }}\n{%- endif %}", + "clean_up_tokenization_spaces": false, + "eos_token": "<|im_end|>", + "errors": "replace", + "model_max_length": 262144, + "pad_token": "<|endoftext|>", + "split_special_tokens": false, + "tokenizer_class": "Qwen2Tokenizer", + "unk_token": null, + "add_bos_token": false +} \ No newline at end of file diff --git a/vocab.json b/vocab.json new file mode 100644 index 0000000..6c49fc6 --- /dev/null +++ b/vocab.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ca10d7e9fb3ed18575dd1e277a2579c16d108e32f27439684afa0e10b1440910 +size 2776833