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54 changes: 54 additions & 0 deletions requirements.txt
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# ========================
# 核心框架
# ========================
torch>=2.3.0 # 基础框架
torchvision>=0.18.0
pytorch-lightning>=2.2.0 # 训练管理

# ========================
# 模型压缩专用库
# ========================
model-compression-toolkit>=1.8.0 # 量化/剪枝工具包
nni>=3.0.0 # 微软神经网络智能压缩组件
openvino-dev==2025.1.0 # Intel模型优化工具

# ========================
# 计算优化
# ========================
thop>=0.2.0 # FLOPs计算
onnxruntime-gpu>=1.17.0 # 加速推理
tensorrt==8.6.1.post5 # NVIDIA部署优化

# ========================
# 辅助工具
# ========================
wandb>=0.18.0 # 实验跟踪
mlflow>=3.0.0 # 模型管理
networkx>=3.2 # 网络结构分析

# ========================
# 数据处理
# ========================
numpy>=1.26.0
pandas>=2.2.0
scipy>=1.13.0

# ========================
# 可视化
# ========================
matplotlib>=3.8.0
seaborn>=0.14.0
plotly>=5.18.0

# ========================
# 部署支持
# ========================
onnx>=1.15.0
openvino>=2025.1.0
tvm>=1.2.0 # 跨平台编译

# ========================
# 可选组件(按需安装)
# ========================
# apex @ git+https://github.com/NVIDIA/apex # 混合精度训练
# intel-extension-for-pytorch>=2.3.10 # Intel硬件加速