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Modelfile
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# ollama modelfile auto-generated by llamafactory
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FROM .
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TEMPLATE """<|begin▁of▁sentence|>{{ if .System }}{{ .System }}{{ end }}{{ range .Messages }}{{ if eq .Role "user" }}<|User|>{{ .Content }}<|Assistant|>{{ else if eq .Role "assistant" }}{{ .Content }}<|end▁of▁sentence|>{{ end }}{{ end }}"""
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PARAMETER stop "<|end▁of▁sentence|>"
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PARAMETER num_ctx 4096
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README.md
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# DeepSeek-R1-Distill-SRE-Qwen-32B-INT8
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## 模型简介
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`DeepSeek-R1-Distill-SRE-Qwen-32B-INT8` 是一个基于 `DeepSeek-R1-Distill-Qwen-32B` 模型进一步微调的专业化混合精度的 8-bit 量化大语言模型,专为 **DevOps** 与 **站点可靠性工程(SRE)** 场景优化。该模型继承了 DeepSeek-R1 系列强大的推理能力,通过使用 [ahmedgongi/Devops_LLM](https://huggingface.co/datasets/ahmedgongi/Devops_LLM) 数据集进行领域微调,显著提升了在以下任务中的实用性:
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- 自动化脚本生成
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- 系统监控分析
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- 故障排查与根因定位
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该模型适用于企业级系统管理、云原生运维平台开发等场景,为智能运维领域提供了兼顾性能与成本的高效解决方案。当前版本采用 8-bit 量化(INT8),通过 `bitsandbytes` 实现混合精度优化,线性层权重存储为 `torch.int8`,其他部分(如 Embeddings 和 LayerNorm)保持 `torch.float16`。
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我们欢迎社区用户测试并分享使用经验,共同完善模型文档和应用场景!
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---
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## 模型文件和权重
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- **模型文件**:
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模型权重以 huggingface.co 支持的标准格式存储(如 `.safetensors` 或 `.bin`),位于此仓库的根目录。
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示例文件结构:
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```
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├── config.json
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├── model.safetensors
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├── tokenizer.json
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└── ...
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```
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- **量化信息**:
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该模型采用 8-bit 量化(INT8),线性层权重为 `torch.int8`,非量化部分(如 Embeddings、LayerNorm)为 `torch.float16`,通过 `bitsandbytes` 实现混合精度优化。
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---
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## 如何使用模型进行推理
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本模型支持高效推理,已验证兼容 `vLLM` 和 `SGLang` 框架,以下提供SGLang使用示例(推荐)。
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---
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### 1. 使用 SGLang 进行推理
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`SGLang` 是一个高性能服务框架,适合复杂运维任务的快速推理。
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#### 环境准备
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```bash
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pip install sglang
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```
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#### 启动 SGLang 服务
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```bash
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python -m sglang.launch_server --model-path [你的用户名]/DeepSeek-R1-Distill-SRE-Qwen-32B-INT8 --quant bitsandbytes --port 30000
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```
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#### Python 推理示例
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```python
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import openai
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client = openai.Client(
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base_url="http://127.0.0.1:30000/v1", api_key="EMPTY")
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# Chat completion
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response = client.chat.completions.create(
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model="default",
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messages=[
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{"role": "system", "content": "你是一位资深运维专家"},
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{"role": "user", "content": "分析以下日志并定位可能的故障原因:'2023-10-10 12:00:00 ERROR: Disk I/O timeout'。"},
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],
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temperature=0,
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max_tokens=2048,
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)
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print(response.choices[0].message.content)
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```
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---
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## 模型细节
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- **基础模型**: `DeepSeek-R1-Distill-Qwen-32B`
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- **微调数据集**: [ahmedgongi/Devops_LLM](https://huggingface.co/datasets/ahmedgongi/Devops_LLM)
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- **量化**: 8-bit INT8(线性层权重),FP16(Embeddings、LayerNorm 等)
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- **兼容框架**: `bitsandbytes`、`vLLM`、`SGLang`
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- **推荐硬件**: NVIDIA GPU(支持 CUDA),推荐建议 48GB*2+ VRAM 以加载完整模型
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---
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## 使用场景
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- **自动化运维**: 生成脚本、配置管理。
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- **系统监控**: 分析指标、生成告警规则。
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- **故障排查**: 日志解析、根因分析。
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该模型在 SRE 和 DevOps 场景中表现出色,尤其适合需要快速响应和资源优化的企业级应用。
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---
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## 社区贡献
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由于当前文档信息有限,我们鼓励社区参与:
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- 在 huggingface.co 中的【交流反馈】提出问题、使用案例或改进建议。
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- 提交 Pull Request 以补充模型细节、优化推理代码或分享运维相关的 Prompt 示例。
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感谢你的使用与支持!如果有任何问题,请随时联系,微信:yorkoliu。
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