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"info": {
"author": "Microsoft Research AI Compilers Team",
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"License :: OSI Approved :: MIT License",
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"Programming Language :: Python :: 3",
"Programming Language :: Python :: 3.10",
"Programming Language :: Python :: 3.7",
"Programming Language :: Python :: 3.8",
"Programming Language :: Python :: 3.9",
"Topic :: Scientific/Engineering",
"Topic :: Scientific/Engineering :: Artificial Intelligence",
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"Topic :: Software Development",
"Topic :: Software Development :: Libraries",
"Topic :: Software Development :: Libraries :: Python Modules"
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"description": "\n\n\n![\"PyPI](\"https://badge.fury.io/py/accera.svg\")
![\"Python](\"https://img.shields.io/pypi/pyversions/accera\")
\n\n# Problem at Hand\nWriting highly optimized compute-intensive code in a traditional programming language is strenuous and time-consuming. Not only does it require advanced engineering skills such as fluency in Assembly language, but a deep understanding of computer architecture is also indispensable. Manual optimization of even the simplest numerical algorithms demands a significant engineering effort. Needless to say, a highly optimized numerical code is often prone to bugs, lacks readability, and offers little to no usability. Code maintenance becomes a nightmare resulting in the reimplementation of the same logic every time an architecture level change is introduced.\n\n\n# Accera: An Optimized Solution\n\nAccera is a compiler that enables you to experiment with loop optimizations without hand-writing Assembly code. With Accera, these problems and impediments can be addressed in an optimized way. It is available as a Python library and supports cross-compiling to a wide range of [processor targets](https://github.com/microsoft/Accera/blob/main/accera/python/accera/Targets.py).\n\nAccera has THREE primary goals:\n\n* Performance: To guarantee the fastest implementation for any compute-intensive algorithm.\n* Readability: To ensure effective implementation of algorithms without sacrificing the readability of code.\n* Writability: To provide a user-friendly programming model, designed for agility and maintainability.\n\n\n## Install\n\nTo install for Linux, macOS, or Windows (requires Python 3.7-3.10):\n\n```shell\npip install accera\n```\n\nSee the [Install Instructions](https://microsoft.github.io/Accera/Install/) for more details on installing pre-built Python 3 packages and how to build Accera from the source.\n\n\n### Quickstart\n\nIn this example, we will:\n\n* Implement matrix multiplication with a ReLU activation (matmul + ReLU), commonly used in machine learning algorithms.\n* Generate two implementations: a naive algorithm and loop-based transformations.\n* Compare the execution time of both implementations.\n\n\n#### Run in your browser\n\n\n[](https://mybinder.org/v2/gh/microsoft/Accera/demos?labpath=docs%2Fdemos%2Fquickstart.ipynb)\n\nNo installation is required. This will launch a Jupyter notebook with the quickstart example running in the cloud.\n\n#### Run on your machine\n\n1. Create a Python 3 script called `quickstart.py`:\n\n ```python\n import accera as acc\n\n # define placeholder inputs/output\n A = acc.Array(role=acc.Role.INPUT, shape=(512, 512))\n B = acc.Array(role=acc.Role.INPUT, shape=(512, 512))\n C = acc.Array(role=acc.Role.INPUT_OUTPUT, shape=(512, 512))\n\n # implement the logic for matmul and relu\n matmul = acc.Nest(shape=(512, 512, 512))\n i1, j1, k1 = matmul.get_indices()\n @matmul.iteration_logic\n def _():\n C[i1, j1] += A[i1, k1] * B[k1, j1]\n\n relu = acc.Nest(shape=(512, 512))\n i2, j2 = relu.get_indices()\n @relu.iteration_logic\n def _():\n C[i2, j2] = acc.max(C[i2, j2], 0.0)\n\n package = acc.Package()\n\n # fuse the i and j indices of matmul and relu, add to the package\n schedule = acc.fuse(matmul.create_schedule(), relu.create_schedule(), partial=2)\n package.add(schedule, args=(A, B, C), base_name=\"matmul_relu_fusion_naive\")\n\n # transform the schedule, add to the package\n i, j, f, k = schedule.get_indices()\n ii, jj = schedule.tile({\n i: 16,\n j: 16\n }) # loop tiling\n schedule.reorder(j, i, f, k, jj, ii) # loop reordering\n plan = schedule.create_plan()\n plan.unroll(ii) # loop unrolling\n package.add(plan, args=(A, B, C), base_name=\"matmul_relu_fusion_transformed\")\n\n # build a dynamically-linked package (a .dll or .so) that exports both functions\n print(package.build(name=\"hello_accera\", format=acc.Package.Format.HAT_DYNAMIC))\n ```\n\n2. Ensure that you have a compiler in your PATH:\n\n * Windows: Install Microsoft Visual Studio and run `vcvars64.bat` to setup the command prompt.\n * Linux/macOS: Install gcc\n\n Don't have a compiler handy? We recommend trying Accera in your browser instead [](https://mybinder.org/v2/gh/microsoft/Accera/demos?labpath=docs%2Fdemos%2Fquickstart.ipynb)\n\n\n3. Install Accera:\n\n ```shell\n pip install accera\n ```\n\n4. Generate the library that implements two versions of matmul + ReLU:\n\n ```shell\n python quickstart.py\n ```\n\n5. To consume and compare the library functions, create a file called `benchmark.py` in the same location:\n\n ```python\n import hatlib as hat\n import numpy as np\n\n # load the package\n _, functions = hat.load(\"hello_accera.hat\")\n\n # call one of the functions with test inputs\n A_test = np.random.rand(512, 512).astype(np.float32)\n B_test = np.random.rand(512, 512).astype(np.float32)\n C_test = np.zeros((512, 512)).astype(np.float32)\n C_numpy = np.maximum(C_test + A_test @ B_test, 0.0)\n\n matmul_relu = functions[\"matmul_relu_fusion_transformed\"]\n matmul_relu(A_test, B_test, C_test)\n\n # check correctness\n np.testing.assert_allclose(C_test, C_numpy, atol=1e-3)\n\n # benchmark all functions\n hat.run_benchmark(\"hello_accera.hat\", batch_size=5, min_time_in_sec=5)\n ```\n\n6. Run the benchmark to get the execution time results:\n\n ```shell\n python benchmark.py\n ```\n\n#### Next Steps\n\nThe [Manual](https://microsoft.github.io/Accera/Manual/00%20Introduction/) is the best introductory resource for the Accera Python programming model.\n\nIn particular, the [schedule transformations](https://microsoft.github.io/Accera/Manual/03%20Schedules/#schedule-transformations) describe how you can experiment with different loop transformations with just a few lines of Python code.\n\nFinally, the `.hat` format is just a C header file containing the metadata. Learn more about the [HAT format](https://github.com/microsoft/hat) and [benchmarking](https://github.com/microsoft/hat/tree/main/tools).\n\n## How it works\n\nIn a nutshell, Accera takes the Python code that defines the loop schedule and algorithm while converting it into [MLIR](https://mlir.llvm.org/) intermediate representation (IR). Accera's compiler then takes this IR through a series of MLIR pipelines to perform transformations. The result is a binary library with a C header file. The library implements the algorithms that are defined in Python and it is compatible with the target.\n\nTo peek into the stages of IR transformation that Accera does, try replacing `format=acc.Package.Format.HAT_DYNAMIC` with `format=acc.Package.Format.MLIR_DYNAMIC` in `quickstart.py`, re-run the script, and search the `_tmp` subfolder for the intermediate `*.mlir` files. We plan to document these IR constructs in the future.\n\n## Documentation\n\nGet familiar with Accera's concepts and Python constructs in the [Documentation](https://microsoft.github.io/Accera/) page.\n\n## Tutorials\n\nStep-by-step examples are available on the [Tutorials](https://microsoft.github.io/Accera/Tutorials) page. We're working on adding more complementary examples and tutorials.\n\n## Contributions\n\nAccera is a research platform-in-progress that can certainly benefit from your contributions. We would love your feedback, recommendations, and feature requests. Not to mention that we are excited to answer your questions. Let\u2019s collaborate! Please file a [Github issue](https://github.com/microsoft/Accera/issues/new) or send us a pull request. Please review the [Microsoft Code of Conduct](https://opensource.microsoft.com/codeofconduct/) to learn more.\n\n## Credits\n\nAccera is built using several open source libraries, including: [LLVM](https://llvm.org/), [pybind11](https://pybind11.readthedocs.io/en/stable/), [toml++](https://marzer.github.io/tomlplusplus/), [tomlkit](https://github.com/sdispater/tomlkit), [vcpkg](https://vcpkg.io/en/index.html), [pyyaml](https://pyyaml.org/), and [HAT](https://github.com/microsoft/hat). For testing, we used [numpy](https://github.com/numpy/numpy) and [catch2](https://github.com/catchorg/Catch2).\n\n## License\n\nThis project is released under the [MIT License](https://github.com/microsoft/Accera/blob/main/LICENSE).\n\n\n\n",
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