Duplicate from GAIR/LIMI

Co-authored-by: JieSun <Sunshine279@users.noreply.huggingface.co>

.gitattributes

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README.md

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+---
+tags:
+- text-generation
+- agent
+- tool-use
+- long-context
+license: other
+language:
+- en
+pipeline_tag: text-generation
+---
+
+<div style="display: flex; justify-content: center; align-items: center; gap: 20px;">
+  <img src="assets/sii.jpg" alt="SII" width="100px">
+  <img src="assets/asi.png" alt="ASI" width="100px">
+
+</div>
+<div align="center>  
+  
+
+<a href="https://github.com/GAIR-NLP/LIMI" target="_blank" style="margin: 2px;">
+    <img alt="Chat" src="assets/teaser.jpg" style="display: inline-block; vertical-align: middle;"/>
+</a>
+
+</div>
+
+# LIMI: Less is More for Agency
+
+[![arXiv](https://img.shields.io/badge/arXiv-2509.17567-b31b1b.svg)](https://arxiv.org/pdf/2509.17567)
+[![GitHub](https://img.shields.io/badge/GitHub-Repository-green)](https://github.com/GAIR-NLP/LIMI)
+[![Hugging Face](https://img.shields.io/badge/%F0%9F%A4%97%20Hugging%20Face-Dataset-blue)](https://huggingface.co/datasets/GAIR/LIMI)
+
+---
+To learn more about LIMI, feel free to explore our documentation and resources. Our release consists of the following sections:
+
+- **Model Zoo && Quick Start**: Basic usage and demonstrations with Transformers, vLLM, and SGLang for LIMI and LIMI-Air;
+- **Evaluation**: Comprehensive evaluation suite with metrics for agentic capabilities assessment;
+- **Prompting**: Usage of LIMI with frameworks for agentic applications, tool use, and reasoning tasks.
+
+## Overview
+
+LIMI is an agentic model fine‑tuned from [GLM‑4.5](https://huggingface.co/zai-org/GLM-4.5) using compact, high‑quality data to emphasize:
+
+- Targeted capabilities: tool use, multi‑turn correction, spec compliance
+- Long‑context trajectory with tokenizer‑filtered samples
+- OpenAI‑style `messages` with optional function/tool calls
+
+## Model Details
+
+- Base model: `zai-org/GLM-4.5`
+- Training framework: slime
+- Training data: curated conversations from [GAIR/LIMI](https://huggingface.co/datasets/GAIR/LIMI)
+
+## Performance on AgencyBench
+
+Our models achieve state-of-the-art performance across multiple agentic evaluation tasks:
+
+| Model | FTFC (↑) | RC@3 (↑) | SR@3 (↑) | Avg. |
+|-------|----------|----------|----------|-----------------|
+| GLM-4.5-Air | 15.0 | 16.1 | 20.0 | 17.0 |
+| GLM-4.5 | 37.8 | 50.0 | 47.4 | 45.1 |
+|GLM-4.5-CodeAgent| 48.0 | 48.0|47.5| 47.8|
+| **LIMI-Air** | **35.4** | **34.3** | **33.1** | **34.3** |
+| **LIMI** | **71.7** | **74.2** | **74.6** | **73.5** |
+
+For detailed benchmark results, experimental setup, and comprehensive comparisons, please refer to our [paper](https://arxiv.org/pdf/2509.17567). 
+
+## Model Zoo
+
+Our LIMO model is available on Hugging Face 🤗:
+
+| Model | Backbone | Size | Link |
+|---|---|---|---|
+| LIMI | [GLM‑4.5](https://huggingface.co/zai-org/GLM-4.5) | 353B | https://huggingface.co/GAIR/LIMI |
+| LIMI‑Air | [GLM‑4.5‑Air](https://huggingface.co/zai-org/GLM-4.5-Air) | 107B | https://huggingface.co/GAIR/LIMI-Air |
+
+
+## Datasets
+
+We release our datasets through Hugging Face 🤗:
+- Name: `GAIR/LIMI`
+- Summary: curated agentic SFT data (OpenAI `messages`, optional `tools`, normalized tool‑call arguments); current release contains ~78 high‑quality samples.
+- Link: https://huggingface.co/datasets/GAIR/LIMI
+
+## Quick Start
+
+<details>
+<summary>Start with HF Transformers</summary>
+
+```python
+from transformers import AutoModelForCausalLM, AutoTokenizer
+import torch
+
+model = AutoModelForCausalLM.from_pretrained(
+    "GAIR/LIMI", torch_dtype="auto", device_map="auto", trust_remote_code=True
+)
+tok = AutoTokenizer.from_pretrained("GAIR/LIMI", trust_remote_code=True)
+
+messages = [
+    {"role": "system", "content": "You are a helpful assistant tasked with discovering mathematical function structures for scientific systems."},
+    {"role": "user", "content": "Modify the equation.py function, considering the physical meaning and relationships of the inputs."}
+]
+
+text = tok.apply_chat_template(messages, tokenize=False, add_generation_prompt=True)
+inputs = tok(text, return_tensors="pt").to(model.device)
+out = model.generate(
+    **inputs,
+    max_new_tokens=4096,
+    temperature=0.6,
+    top_p=0.95,
+    do_sample=True,
+)
+print(tok.decode(out[0][inputs['input_ids'].shape[1]:], skip_special_tokens=True))
+```
+
+</details>
+
+<details>
+<summary>Start with VLLM</summary>
+
+```python
+from vllm import LLM, SamplingParams
+from transformers import AutoTokenizer
+
+llm = LLM(model="GAIR/LIMI", trust_remote_code=True)
+tok = AutoTokenizer.from_pretrained("GAIR/LIMI", trust_remote_code=True)
+text = tok.apply_chat_template(messages, tokenize=False, add_generation_prompt=True)
+out = llm.generate(text, SamplingParams(temperature=0.6, max_tokens=4096, top_p=0.95))
+print(out[0].outputs[0].text)
+```
+
+</details>
+
+## Prompting
+
+- Messages follow OpenAI chat format; include a grounding system message when helpful.
+- Example:
+
+```json
+[
+  {"role": "system", "content": "You are a helpful assistant tasked with discovering mathematical function structures for scientific systems."},
+  {"role": "user", "content": "Modify the equation.py function, considering the physical meaning and relationships of the inputs."}
+]
+```
+
+## Evaluation
+
+- We report FTFC (First‑Turn Functional Completeness), SR@R (Success Rate at R), and RC@R (Remaining Chances at R) with R=3.
+- See the paper for experimental protocol and scores.
+
+## Limitations
+
+- May produce incorrect tool arguments or overfit to frequent schemas
+- Not safety‑filtered for sensitive domains; use with guardrails and oversight
+
+## License
+
+- Inherits base model (GLM‑4.5) terms; verify upstream license before deployment
+
+## Citation
+
+```bibtex
+@misc{xiao2025limiagency,
+      title={LIMI: Less is More for Agency}, 
+      author={Yang Xiao and Mohan Jiang and Jie Sun and Keyu Li and Jifan Lin and Yumin Zhuang and Ji Zeng and Shijie Xia and Qishuo Hua and Xuefeng Li and Xiaojie Cai and Tongyu Wang and Yue Zhang and Liming Liu and Xia Wu and Jinlong Hou and Yuan Cheng and Wenjie Li and Xiang Wang and Dequan Wang and Pengfei Liu},
+      year={2025},
+      eprint={2509.17567},
+      archivePrefix={arXiv},
+      primaryClass={cs.AI},
+      url={https://arxiv.org/abs/2509.17567}, 
+}
+```
+

chat_template.jinja

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+[gMASK]<sop>
+{%- if tools -%}
+<|system|>
+# Tools
+
+You may call one or more functions to assist with the user query.
+
+You are provided with function signatures within <tools></tools> XML tags:
+<tools>
+{% for tool in tools %}
+{{ tool | tojson(ensure_ascii=False) }}
+{% endfor %}
+</tools>
+
+For each function call, output the function name and arguments within the following XML format:
+<tool_call>{function-name}
+<arg_key>{arg-key-1}</arg_key>
+<arg_value>{arg-value-1}</arg_value>
+<arg_key>{arg-key-2}</arg_key>
+<arg_value>{arg-value-2}</arg_value>
+...
+</tool_call>{%- endif -%}
+{%- macro visible_text(content) -%}
+    {%- if content is string -%}
+        {{- content }}
+    {%- elif content is iterable and content is not mapping -%}
+        {%- for item in content -%}
+            {%- if item is mapping and item.type == 'text' -%}
+                {{- item.text }}
+            {%- elif item is string -%}
+                {{- item }}
+            {%- endif -%}
+        {%- endfor -%}
+    {%- else -%}
+        {{- content }}
+    {%- endif -%}
+{%- endmacro -%}
+{%- set ns = namespace(last_user_index=-1) %}
+{%- for m in messages %}
+    {%- if m.role == 'user' %}
+        {% set ns.last_user_index = loop.index0 -%}
+    {%- endif %}
+{%- endfor %}
+{% for m in messages %}
+{%- if m.role == 'user' -%}<|user|>
+{{ visible_text(m.content) }}
+{{- '/nothink' if (enable_thinking is defined and not enable_thinking and not visible_text(m.content).endswith("/nothink")) else '' -}}
+{%- elif m.role == 'assistant' -%}
+<|assistant|>
+{%- set reasoning_content = '' %}
+{%- set content = visible_text(m.content) %}
+{%- if m.reasoning_content is string %}
+    {%- set reasoning_content = m.reasoning_content %}
+{%- else %}
+    {%- if '</think>' in content %}
+        {%- set reasoning_content = content.split('</think>')[0].rstrip('\n').split('<think>')[-1].lstrip('\n') %}
+        {%- set content = content.split('</think>')[-1].lstrip('\n') %}
+    {%- endif %}
+{%- endif %}
+{%- if loop.index0 > ns.last_user_index and reasoning_content -%}
+{{ '\n<think>' + reasoning_content.strip() +  '</think>'}}
+{%- else -%}
+{{ '\n<think></think>' }}
+{%- endif -%}
+{%- if content.strip() -%}
+{{ '\n' + content.strip() }}
+{%- endif -%}
+{% if m.tool_calls %}
+{% for tc in m.tool_calls %}
+{%- if tc.function %}
+    {%- set tc = tc.function %}
+{%- endif %}
+{{ '\n<tool_call>' + tc.name }}
+{% set _args = tc.arguments %}
+{% for k, v in _args.items() %}
+<arg_key>{{ k }}</arg_key>
+<arg_value>{{ v | tojson(ensure_ascii=False) if v is not string else v }}</arg_value>
+{% endfor %}
+</tool_call>{% endfor %}
+{% endif %}
+{%- elif m.role == 'tool' -%}
+{%- if m.content is string -%}
+{%- if loop.first or (messages[loop.index0 - 1].role != "tool") %}
+    {{- '<|observation|>' }}
+{%- endif %}
+{{- '\n<tool_response>\n' }}
+{{- m.content }}
+{{- '\n</tool_response>' }}
+{%- else -%}
+<|observation|>{% for tr in m.content %}
+
+<tool_response>
+{{ tr.output if tr.output is defined else tr }}
+</tool_response>{% endfor -%}
+{% endif -%}
+{%- elif m.role == 'system' -%}
+<|system|>
+{{ visible_text(m.content) }}
+{%- endif -%}
+{%- endfor -%}
+{%- if add_generation_prompt -%}
+    <|assistant|>{{- '\n<think></think>' if (enable_thinking is defined and not enable_thinking) else '' -}}
+{%- endif -%}

config.json

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+{
+  "architectures": [
+    "Glm4MoeForCausalLM"
+  ],
+  "attention_bias": true,
+  "attention_dropout": 0.0,
+  "pad_token_id": 151329,
+  "eos_token_id": [
+    151329,
+    151336,
+    151338
+  ],
+  "head_dim": 128,
+  "hidden_act": "silu",
+  "hidden_size": 5120,
+  "partial_rotary_factor": 0.5,
+  "initializer_range": 0.02,
+  "intermediate_size": 12288,
+  "max_position_embeddings": 131072,
+  "model_type": "glm4_moe",
+  "moe_intermediate_size": 1536,
+  "norm_topk_prob": true,
+  "num_attention_heads": 96,
+  "n_group": 1,
+  "topk_group": 1,
+  "n_routed_experts": 160,
+  "n_shared_experts": 1,
+  "routed_scaling_factor": 2.5,
+  "num_experts_per_tok": 8,
+  "first_k_dense_replace": 3,
+  "num_hidden_layers": 92,
+  "num_key_value_heads": 8,
+  "rms_norm_eps": 1e-05,
+  "rope_scaling": null,
+  "rope_theta": 1000000,
+  "num_nextn_predict_layers": 1,
+  "tie_word_embeddings": false,
+  "torch_dtype": "bfloat16",
+  "transformers_version": "4.54.0",
+  "use_cache": true,
+  "use_qk_norm": true,
+  "vocab_size": 151552
+}

generation_config.json

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+{
+  "_from_model_config": true,
+  "eos_token_id": [
+    151329,
+    151336,
+    151338
+  ],
+  "pad_token_id": 151329,
+  "transformers_version": "4.54.0"
+}

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