TVM 0.1 Release Note

[tqchen]

Thanks all for pushing hard toward the release. We plan to make the repo public on Thursday, it is two days behind our original plan but hopefully we get most pieces here. I will keep editing the issue to as we have more updates, the checklist will go into the release note.

Check List

• Language runtime
  • python
  • javascript
  • java
  • c++
• Backend
  • arm, x86
  • javascript, wasm
  • CUDA
  • opencl
  • Metal
• DNN Library integration
  • nnpack fc
  • nnpack conv
  • CuDNN
  • MPS
• RPC runtime
  • Normal RPC
  • RPC Proxy
  • Websocket RPC
  • Android RPC
  • iOS RPC
• TOPI operator pipeline python
  • Convolution
  • Depthwise convolution
  • GEMM
  • Broadcast and reduction
• TOPI operator pipeline in C++
  • Convolution
  • Depthwise
  • Broadcast
  • reduction
• Rough perf of the TOPI GPU pipeline
  • GPU GEMM
  • GPU depthwise-conv
  • GPU conv2d, batch=64
  • GPU conv2d, batch=1
  • GPU bcast and reduction
• Rough pref of TOPI CPU pipeline
  • CPU GEMM
  • CPU conv2d
  • CPU depthwise-conv
  • CPU bcast and reduction
• End to end graph executors
  • Basic graph lowering framework
  • NNVM Graph runtime
  • Resnet pipeline CPU version
  • Resnet pipeline raspi

[bhack]

Need you to complete this list before publishing this repository?

[tqchen]

as indicated in the issue, we will do the release regardless of the status, in case a few of them is still lagging

[bhack]

Thanks, was just for planning.. probably too late for Gsoc but we will wait for TOPI operator pipeline in C++

[sxjscience]

When comparing the speed of TVM kernels with kernels in other packages like MXNet, pytorch and TF, should we create a separate directory to store these benchmarking scripts?

[tqchen]

For now let us keep the original repo free of dependency. A more cleaner comparison would be directly compare cudnn libraries, which we will have binding for

[tqchen]

Thanks all for pushing hard toward the release. We plan to make the repo public on Thursday, it is two days behind our original plan but hopefully we get most pieces here. I will keep editing the issue to as we have more updates, the checklist will go into the release note.

[tqchen]

close this for now as the release note as been updated

[tqchen]

Roadmap for v0.2 #349