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Open deep learning compiler stack for cpu, gpu and specialized accelerators

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### Expected behavior Tune retina-face-resnet50-fixed.onnx from this repo: https://github.com/gmeeker/RetinaFace This is a fixed size input version of this: https://github.com/discipleofhamilton/RetinaFace ### Actual behavior [Task 30/37] Current/Best: 0.00/ 0.00 GFLOPS | Progress:...

type: bug
needs-triage

I convert a vit model from onnx, and then run relay.build with NVIDAI-RTX4090 for compilation. with tvm.transform.PassContext(opt_level=3): lib = relay.build(mod, target=target, params=params) and then meet an error like this: Compilation...

I have been working with TVM+Ansor (auto-scheduler) to generate code for a set of operators for both CPU (LLVM backend) and GPU (CUDA backend). The operators use trigonometric functions in...

type: bug
needs-triage

We currently only support lower cross thread with several constrains. For example, the lower_cross_thread only apples when the thread binding reduced axis is the innermost loop, and the block must...

When compiling and running inference for the Bevformer network using TVM, I encountered an error stating that DeformConv2d is not supported. Although I have added support for DeformConv2d, I am...

I encountered the following error message during the compilation process. ```shell [ 98%] Building CXX object CMakeFiles/tvm_objs.dir/src/relay/backend/contrib/example_target_hooks/relay_to_tir.cc.o [ 98%] Building CXX object CMakeFiles/tvm_objs.dir/src/relay/backend/contrib/example_target_hooks/target.cc.o [ 98%] Building CXX object CMakeFiles/tvm_objs.dir/src/relay/backend/contrib/example_target_hooks/tir_to_runtime.cc.o [...

type: bug
needs-triage

### Environment * FPGA board: PYNQ Z2 * TVM commit: [6ae2961](https://github.com/apache/tvm/commit/6ae29610a531cea66e94f8bdcf96f2c5cbdb3bf9) * Host sytem: Ubuntu 22.04.4 LTS ### Steps to reproduce I follow the guidance in the [VTA document](https://tvm.apache.org/docs/topic/vta/install.html#xilinx-pynq-fpga-setup), and...

type: bug
needs-triage

Prior to this commit, the `relax.transform.RemoveUnusedOutputs` pass only marked a tuple element as used if it occurred in a `TupleGetItem` node. This ignored use cases where a tuple is used...

I am working on cross compiling Apache TVM with QNX for aarch64. When I make I get the below libtvm.so error when i do make. I use ubuntu 20.4. With...

type: bug
needs-triage

I am compiling a test model with the following TVMC command: ``` python -m tvm.driver.tvmc compile test.onnx --verbose --target='c -keys=cpu' --runtime=crt --runtime-crt-system-lib=1 --executor=aot --executor-aot-interface-api=c --executor-aot-unpacked-api=1 --pass-config tir.disable_vectorize=1 --output-format=mlf --output=model_tvm.tar ```...

type: bug
needs-triage