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分层解耦的深度学习推理引擎

License: MIT License

CMake 1.93% Makefile 0.06% C++ 89.41% Python 1.19% C 0.17% Cuda 6.25% Shell 0.06% Rust 0.93%
ai-compiler dataflow-graph inference-engine

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refactorgraph's Issues

Not

  • 前端算子测例
  • 前端算子
  • 计算图算子
  • kernel 测例
  • kernel cpu
  • kernel cuda
  • 模型端到端测试

Sqrt kernel

  • 单元测试测例
  • cpu kernel
  • cuda kernel

Pad

  • 前端算子测例
  • 前端算子
  • 计算图算子
  • kernel 测例
  • kernel cpu
  • kernel cuda
  • 模型端到端测试

Equal

  • 前端算子测例
  • 前端算子
  • 计算图算子
  • kernel 测例
  • kernel cpu
  • kernel cuda
  • 模型端到端测试

完成前端以支持推理

  • load from onnx
  • frontend lower to computation
  • computation lower to kernel
  • kernel lower to stream
  • run stream
  • set input/get output
  • sample script

Hardswish

  • 前端算子测例
  • 前端算子
  • 计算图算子
  • kernel 测例
  • kernel cpu
  • kernel cuda
  • 模型端到端测试

Attention

定义

  • 前端算子测例
  • 前端算子
  • 计算图算子
  • kernel 测例
  • kernel cpu
  • kernel cuda
  • 模型端到端测试

Exp

  • 前端算子测例
  • 前端算子
  • 计算图算子
  • kernel 测例
  • kernel cpu
  • kernel cuda
  • 模型端到端测试

Max&&Min

  • 前端算子测例
  • 前端算子
  • 计算图算子
  • kernel 测例
  • kernel cpu
  • kernel cuda
  • 模型端到端测试

Split kernel

  • 单元测试测例
  • 抽象 Split info 以压缩要传递给 kernel 的维度信息
  • cpu kernel
  • cuda kernel
    • 设计一种方案向 kernel 传递这样的信息：编译器编译时大小不确定/模型编译时值不确定/运行时传值

      可能的方案是直接改造 cudnn 使用的 workspace，因为如果有内存池的情况下分配显存会很快，那就没必要一直保留一个巨大的 workspace，临时需要的变长小块也可以随时分配

Mod

  • 前端算子测例
  • 前端算子
  • 计算图算子
  • kernel 测例
  • kernel cpu
  • kernel cuda
  • 模型端到端测试

Erf

  • 前端算子测例
  • 前端算子
  • 计算图算子
  • kernel 测例
  • kernel cpu
  • kernel cuda
  • 模型端到端测试

Softmax Kernel

  • [√] cpu kernel
  • [√] cuda kernel
  • [√] cudnn kernel
  • [√] 单元测试测例

RMS Normalization

定义

  • 前端算子测例
  • 前端算子
  • 计算图算子
  • kernel 测例
  • kernel cpu
  • kernel cuda
  • 模型端到端测试

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