From cd568e2e51ac96b3a2f9965ce0046974c495e590 Mon Sep 17 00:00:00 2001 From: ModelHub XC Date: Thu, 18 Jun 2026 08:26:13 +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: Intelligent-Internet/II-Search-4B Source: Original Platform --- .gitattributes | 51 ++++ LICENSE | 201 +++++++++++++++ README.md | 139 +++++++++++ added_tokens.json | 28 +++ chat_template.jinja | 1 + config.json | 69 ++++++ configuration.json | 1 + generation_config.json | 12 + merges.txt | 3 + model-00001-of-00002.safetensors | 3 + model-00002-of-00002.safetensors | 3 + model.safetensors.index.json | 407 +++++++++++++++++++++++++++++++ special_tokens_map.json | 31 +++ tokenizer.json | 3 + tokenizer_config.json | 240 ++++++++++++++++++ vocab.json | 3 + 16 files changed, 1195 insertions(+) create mode 100644 .gitattributes create mode 100644 LICENSE create mode 100644 README.md create mode 100644 added_tokens.json create mode 100644 chat_template.jinja create mode 100644 config.json create mode 100644 configuration.json create mode 100644 generation_config.json create mode 100644 merges.txt create mode 100644 model-00001-of-00002.safetensors create mode 100644 model-00002-of-00002.safetensors create mode 100644 model.safetensors.index.json create mode 100644 special_tokens_map.json create mode 100644 tokenizer.json create mode 100644 tokenizer_config.json create mode 100644 vocab.json diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..d2fc868 --- /dev/null +++ b/.gitattributes @@ -0,0 +1,51 @@ +*.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 +*.safetensors 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 + +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/LICENSE b/LICENSE new file mode 100644 index 0000000..f49a4e1 --- /dev/null +++ b/LICENSE @@ -0,0 +1,201 @@ + 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 [yyyy] [name of copyright owner] + + 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..e577126 --- /dev/null +++ b/README.md @@ -0,0 +1,139 @@ +--- +base_model: +- Qwen/Qwen3-4B +pipeline_tag: text-generation +library_name: transformers +license: apache-2.0 +--- + +![image/png](https://cdn-uploads.huggingface.co/production/uploads/63466107f7bd6326925fc770/b6xfld0bUDDAQIFvMCapD.png) + +# II-Search-4B + + + + + + +![image/png](https://cdn-uploads.huggingface.co/production/uploads/63466107f7bd6326925fc770/rUpsG4-X9ZdO6JVEp6xVO.png) + + +![image/png](https://cdn-uploads.huggingface.co/production/uploads/63466107f7bd6326925fc770/83kNxbdWU8mk8lqLZ9Gnb.png) + +## Model Description + +II-Search-4B is a 4B parameter language model based on Qwen3-4B, fine-tuned specifically for information seeking tasks and web-integrated reasoning. It excels at complex multi-hop information retrieval, fact verification, and comprehensive report generation. + +### Key Features + +- Enhanced tool usage for web search and webpage visits +- Multi-hop reasoning capabilities with sophisticated planning +- Verified information retrieval with cross-checking +- Strong performance on factual QA benchmarks +- Comprehensive report generation for research queries + +## Training Methodology + +Our training process consisted of three key phases: + +### Phase 1: Tool Call Ability Stimulation + +We used a distillation approach from larger models (Qwen3-235B) to generate reasoning paths with function calling on multi-hop datasets. This established the base capabilities for tool use. + +### Phase 2: Reasoning Improvement + +We addressed initial limitations by: + +- Creating synthetic problems requiring more reasoning turns, inspired by Random Walk algorithm +- Improving reasoning thought patterns for more efficient and cleaner reasoning paths + +### Phase 3: Rejection Sampling & Report Generation + +We applied: + +- Filtering to keep only high-quality reasoning traces (correct answers with proper reasoning) +- STORM-inspired techniques to enhance comprehensive report generation + +### Phase 4: Reinforcement Learning + +We trained the model using reinforcement learning +- Used dataset: [dgslibisey/MuSiQue](https://huggingface.co/datasets/dgslibisey/MuSiQue) +- Incorporated our in-house search database (containing Wiki data, Fineweb data, and ArXiv data) + +## Performance + +| **Benchmark** | **Qwen3-4B** | **Jan-4B** | **WebSailor-3B** | **II-Search-4B** | +| --- | --- | --- | --- | --- | +| OpenAI/SimpleQA | 76.8 | 80.1 | 81.8 | 91.8 | +| Google/Frames | 30.7 | 24.8 | 34.0 | 67.5 | +| Seal_0 | 6.31 | 2.7 | 1.8 | 22.5 | + +### Tool Usage Comparison + +**Simple QA (SerpDev)** + +| | **Qwen3-4B** | **Jan-4B** | **WebSailor-3B** | **II-Search-4B** | +| --- | --- | --- | --- | --- | +| # Search | 1.0 | 0.9 | 2.1 | 2.2 | +| # Visit | 0.1 | 1.9 | 6.4 | 3.5 | +| # Total Tools | 1.1 | 2.8 | 8.5 | 5.7 | + +All benchmark traces from models can be found at: https://huggingface.co/datasets/Intelligent-Internet/II-Search-Benchmark-Details + +## Intended Use + +II-Search-4B is designed for: + +- Information seeking and factual question answering +- Research assistance and comprehensive report generation +- Fact verification and evidence-based reasoning +- Educational and research applications requiring factual accuracy + +## Usage +To deploy and interact with the II-Search-4B model effectively, follow these options: +1. Serve the model using vLLM or SGLang + +Use the following command to serve the model with vLLM (adjust parameters as needed for your hardware setup): +```bash +vllm serve Intelligent-Internet/II-Search-4B --served-model-name II-Search-4B --tensor-parallel-size 8 --enable-reasoning --reasoning-parser deepseek_r1 --rope-scaling '{"rope_type":"yarn","factor":1.5,"original_max_position_embeddings":98304}' --max-model-len 131072 +``` +This configuration enables distributed tensor parallelism across 8 GPUs, reasoning capabilities, custom RoPE scaling for extended context, and a maximum context length of 131,072 tokens. + +2. Integrate web_search and web_visit tools + +Equip the served model with web_search and web_visit tools to enable internet-aware functionality. Alternatively, use a middleware like MCP for tool integration—see this example repository: https://github.com/hoanganhpham1006/mcp-server-template. + +## Host on macOS with MLX for local use + As an alternative for Apple Silicon users, host the quantized [II-Search-4B-MLX](https://huggingface.co/Intelligent-Internet/II-Search-4B-MLX) version on your Mac. Then, interact with it via user-friendly interfaces like LM Studio or Ollama Desktop. + +## Recommended Generation Parameters + +```python +generate_cfg = { + 'top_k': 20, + 'top_p': 0.95, + 'temperature': 0.6, + 'repetition_penalty': 1.1, + 'max_tokens': 2048 +} +``` + +- For a query that you need to find a short and accurate answer. Add the following phrase: "\n\nPlease reason step-by-step and put the final answer within \\\\boxed{}." + +## Citation + +``` +@misc{II-Search-4B, + author = {Intelligent Internet}, + title = {II-Search-4B: Information Seeking and Web-Integrated Reasoning LLM}, + year = {2025}, + publisher = {Hugging Face}, + journal = {Hugging Face Hub}, + howpublished = {\url{https://huggingface.co/II-Vietnam/II-Search-4B}}, +} + +``` \ No newline at end of file diff --git a/added_tokens.json b/added_tokens.json new file mode 100644 index 0000000..b54f913 --- /dev/null +++ b/added_tokens.json @@ -0,0 +1,28 @@ +{ + "": 151668, + "": 151658, + "": 151666, + "": 151667, + "": 151657, + "": 151665, + "<|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/chat_template.jinja b/chat_template.jinja new file mode 100644 index 0000000..372d353 --- /dev/null +++ b/chat_template.jinja @@ -0,0 +1 @@ +{%- if tools %}{{- '<|im_start|>system\n' }}{%- if messages[0].role == 'system' %}{{- messages[0].content + '\n\n' }}{%- endif %}{{- "# 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' }}{%- endif %}{%- endif %}{%- set ns = namespace(multi_step_tool=true, last_query_index=messages|length - 1) %}{%- for message in messages[::-1] %}{%- set index = (messages|length - 1) - loop.index0 %}{%- if ns.multi_step_tool and message.role == "user" and message.content is string and not(message.content.startswith('') and message.content.endswith('')) %}{%- set ns.multi_step_tool = false %}{%- set ns.last_query_index = index %}{%- endif %}{%- endfor %}{%- for message in messages %}{%- if message.content is string %}{%- set content = message.content %}{%- else %}{%- set content = '' %}{%- endif %}{%- if (message.role == "user") or (message.role == "system" and not loop.first) %}{{- '<|im_start|>' + message.role + '\n' + content + '<|im_end|>' + '\n' }}{%- elif message.role == "assistant" %}{%- set reasoning_content = '' %}{%- if message.reasoning_content is string %}{%- set reasoning_content = message.reasoning_content %}{%- else %}{%- if '' in content %}{%- set reasoning_content = content.split('')[0].rstrip('\n').split('')[-1].lstrip('\n') %}{%- set content = content.split('')[-1].lstrip('\n') %}{%- endif %}{%- endif %}{%- if loop.index0 > ns.last_query_index %}{%- if loop.last or (not loop.last and reasoning_content) %}{{- '<|im_start|>' + message.role + '\n\n' + reasoning_content.strip('\n') + '\n\n\n' + content.lstrip('\n') }}{%- else %}{{- '<|im_start|>' + message.role + '\n' + content }}{%- endif %}{%- else %}{{- '<|im_start|>' + message.role + '\n' + content }}{%- endif %}{%- if message.tool_calls %}{%- for tool_call in message.tool_calls %}{%- if (loop.first and content) or (not loop.first) %}{{- '\n' }}{%- endif %}{%- if tool_call.function %}{%- set tool_call = tool_call.function %}{%- endif %}{{- '\n{"name": "' }}{{- tool_call.name }}{{- '", "arguments": ' }}{%- if tool_call.arguments is string %}{{- tool_call.arguments }}{%- else %}{{- tool_call.arguments | tojson }}{%- endif %}{{- '}\n' }}{%- endfor %}{%- endif %}{{- '<|im_end|>\n' }}{%- elif message.role == "tool" %}{%- if loop.first or (messages[loop.index0 - 1].role != "tool") %}{{- '<|im_start|>user' }}{%- endif %}{{- '\n\n' }}{%- set tool_output = content %}{%- set prefix = '[{"type":"text","text":"' %}{%- set suffix = '"}]' %}{%- if content is string and content.startswith(prefix) and content.endswith(suffix) %}{%- set tool_output = content | replace(prefix, '') | replace(suffix, '') %}{%- endif %}{{- tool_output }}{{- '\n' }}{%- if loop.last or (messages[loop.index0 + 1].role != "tool") %}{{- '<|im_end|>\n' }}{%- endif %}{%- endif %}{%- endfor %}{%- if add_generation_prompt %}{{- '<|im_start|>assistant\n' }}{%- if enable_thinking is defined and enable_thinking is false %}{{- '\n\n\n\n' }}{%- endif %}{%- endif %} \ No newline at end of file diff --git a/config.json b/config.json new file mode 100644 index 0000000..eb3cc8d --- /dev/null +++ b/config.json @@ -0,0 +1,69 @@ +{ + "_attn_implementation_autoset": true, + "architectures": [ + 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