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composable_kernel/docs/conceptual/what-is-ck.rst
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.. meta::
:description: Composable Kernel documentation and API reference library
:keywords: composable kernel, CK, ROCm, API, documentation
.. _what-is-ck:
********************************************************************
What is the Composable Kernel library
********************************************************************
Methodology
===========
The Composable Kernel (CK) library provides a programming model for writing performance critical kernels for machine learning workloads across multiple architectures including GPUs and CPUs, through general purpose kernel languages like HIP C++.
CK utilizes two concepts to achieve performance portability and code maintainability:
* A tile-based programming model
* Algorithm complexity reduction for complex ML operators using an innovative technique called
"Tensor Coordinate Transformation".
.. image:: ../data/ck_component.png
:alt: CK Components
Code Structure
==============
The CK library is structured into 4 layers:
* "Templated Tile Operators" layer
* "Templated Kernel and Invoker" layer
* "Instantiated Kernel and Invoker" layer
* "Client API" layer
It also includes a simple wrapper component used to perform tensor transform operations more easily and with fewer lines of code.
.. image:: ../data/ck_layer.png
:alt: CK Layers