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A retargetable MLIR-based machine learning compiler and runtime toolkit.

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### Request description From Nod.ai meeting 6/30, filing new issue ### What component(s) does this issue relate to? _No response_ ### Additional context _No response_

enhancement ➕
codegen/nvvm

### Request description I am currently benchmarking a Bert model, and I noticed that the time it takes for the model to run the PyTorch op [`torch.linear`](https://pytorch.org/docs/stable/generated/torch.nn.functional.linear.html?highlight=linear#torch.nn.functional.linear) with IREE+CUDA is...

enhancement ➕
performance ⚡
codegen/nvvm

### What happened? may be related to #9456 but is still failing on latest release. [iree reproducer zip](https://drive.google.com/file/d/1RBhIRQTHllxS8TLUoPDtTf6m9w56Itvg/view?usp=sharing) Assuming steps are redundant with reproducers. ### Steps to reproduce your issue...

bug 🐞
integrations/mhlo

### What happened? Generate following error message running models (mnist, mobilenet, etc.) ``` 10:10:33.4086 [ERROR] "iree/runtime/src/iree/vm/ref.c:204: INVALID_ARGUMENT; source ref type mismatch; while invoking native function module.__init; " 10:10:33.4087 [ERROR] "[...

bug 🐞
runtime/vm
compiler/emitc

This shows an example of e2e codegen driven by fine-grained transform dialect strategies. The target is controlled warp distribution of a reduction op. This exhibits the need to have a...

### What happened? On comparing the results obtained from PyTorch with SHARK results, it was found that the difference in values is more than the acceptable tolerance range. Here's the...

bug 🐞
platform/macos 🍎
codegen/spirv

The last commit should fix the test failures in the EmitC conversion in #10067.

### What happened? from @nicolasvasilache when working on https://github.com/iree-org/iree/pull/9744: ``` ./build/tools/iree-compile ./compiler/transform_dialect/gpu/reduction/reduction.mlir -iree-hal-target-backends=cuda --iree-flow-dispatch-use-transform-dialect=compiler/transform_dialect/gpu/reduction/transform_dialect_dispatch_spec.mlir --iree-codegen-llvmgpu-use-transform-dialect=compiler/transform_dialect/gpu/reduction/transform_dialect_codegen_spec.mlir | ./build/tools/iree-run-module --entry_function=reduce Reading module contents from stdin... EXEC @reduce iree-run-module: iree/runtime/src/iree/task/task.c:107: void iree_task_discard(iree_task_t *,...

bug 🐞
runtime/tools
hal/cuda

I found this while compiling the IREE _compiler_ through Emscripten to WebAssembly (see [notes](https://gist.github.com/ScottTodd/7898981998cefb60902d4fbc8a471ccf)). When cross-compiling the IREE _compiler_, there is no way to specify a host version of `iree-tablegen`,...

bug 🐞
infrastructure
infrastructure/cmake
compiler/tools

Relates to (and may resolve) https://github.com/google/iree/issues/4617 We have a few components like `iree_check_test` that require some tools to exist, but they don't necessarily need to (or can't, depending on the...

enhancement ➕
infrastructure
infrastructure/cmake