semvec/pypi-packages huggingface dataset:
mpact 20240607
MPACT retargetable ML compiler
Requires Python: >=3.8

# The MPACT Project

## Introduction

The MPACT project's main objective is to dramatically reduce the effort
required to create highly optimizing HPC and ML compilers for a large class
of architectures using LLVM and MLIR.  We do this by providing a
declarative language-based mechanism for collecting and expressing
critical aspects of a target architecture in a way that can be reasoned
about and leveraged by all passes in both MLIR and LLVM.

## Building the MPACT compiler

To build and run the MPACT compiler from source (for developers),
please follow the steps below.

### Check out code and sync submodules

Use the following commands to clone the MPACT compiler repository.

```shell
git clone https://github.com/MPACT-ORG/mpact-compiler.git
cd mpact-compiler
git submodule update --init --recursive --progress
```

All following commands assume you remain in the `mpact-compiler` directory.

### Setup Python virtual environment

The following commands initialize a virtual environment.

```shell
python3.11 -m venv mpact_venv  # one time set up
source mpact_venv/bin/activate # for each session
```

Also make sure to set the Python paths as follows.

```shell
export PYTHONPATH=`pwd`/build/tools/mpact/python_packages/mpact
```

### Install build requirements

Note that currently we rely on `torch-mlir` requirements defined in the
submodule to ensure all the build requirements are consistent.

```shell
python -m pip install --upgrade pip
python -m pip install -r externals/torch-mlir/requirements.txt
python -m pip install -r externals/torch-mlir/torchvision-requirements.txt
```

### Building the MPACT compiler in-tree

The following command generates configuration files to build the MPACT compiler
project completely *in-tree*, which means that both LLVM as well as torch-mlir
are built from source.

```shell
cmake -GNinja -Bbuild \
  -DCMAKE_BUILD_TYPE=Release \
  -DPython3_FIND_VIRTUALENV=ONLY \
  -DLLVM_ENABLE_PROJECTS=mlir \
  -DLLVM_EXTERNAL_PROJECTS="torch-mlir;mpact" \
  -DLLVM_EXTERNAL_TORCH_MLIR_SOURCE_DIR="${PWD}/externals/torch-mlir" \
  -DLLVM_EXTERNAL_MPACT_SOURCE_DIR="${PWD}" \
  -DLLVM_TARGETS_TO_BUILD=host \
  -DMLIR_ENABLE_BINDINGS_PYTHON=ON \
  externals/torch-mlir/externals/llvm-project/llvm
```

Run the following to ensure the MPACT compiler builds and runs correctly.

```shell
cmake --build build --target check-mpact
```