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GPU基准测试工具 - 用于评估NVIDIA GPU性能的综合工具包

Project description

GPU基准测试工具

这是一个用于测试NVIDIA GPU性能的综合工具,可以评估GPU的各项性能指标。

功能特点

  • 环境检查:自动检测NVIDIA驱动、CUDA和PyTorch环境
  • 系统依赖安装:自动安装必要的系统依赖
  • CUDA基础能力测试:包括设备信息查询和内存带宽测试
  • GPU计算性能与稳定性测试:使用gpu-burn进行压力测试
  • 大模型推理测试:测试Stable Diffusion和LLaMA等模型的推理性能

安装方法

# 从PyPI安装
pip install gpu-benchmark-linux

# 或者从源码安装
git clone https://github.com/yourusername/gpu-benchmark-linux.git
cd gpu-benchmark-linux
pip install -e .

使用方法

# 运行完整测试
gpu-benchmark-linux

# 或者使用Python模块方式运行
python -m gpu-benchmark-linux

# 运行特定测试
gpu-benchmark-linux --test cuda
gpu-benchmark-linux --test model

测试结果

测试结果将保存在./gpu-benchmark-linux_results目录下,包含详细的日志信息。

系统要求

  • NVIDIA GPU
  • NVIDIA驱动
  • CUDA Toolkit(推荐)
  • Python 3.7+

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