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Last active October 8, 2024 03:19
GSoC '24 GIMP | Robust OpenCL Operations

Robust OpenCL Operations

Mentee: Varun Samaga B L
Mentor: Jacob Boerema
Project link: https://summerofcode.withgoogle.com/programs/2024/projects/NmrndTt8

Introduction

The massively parallel nature of many real-world computations has led to the development of specialized massively parallel hardware such as GPUs, TPUs and FPGAs. Many closely-related programming models exist such as CUDA and OpenCL. OpenCL is a popular framework for writing massively parallel code given its broader ecosystem and supported platforms. GIMP is a popular free open-source image manipulation tool often shipped as the default tool in many Unix-based distributions. GIMP uses GEGL internally for accelerating various image processing tasks. GEGL comes with OpenCL implementations for many operations. However, the OpenCL backend in GEGL was often slower than the baselines and resulted in incorrect outputs (and crashed sometimes).