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triton

A language and compiler for custom Deep Learning operations

compilerdeeplearningpypi
Why this rank:Strong adoptionRelease freshnessHealthy release cadence

Description

A language and compiler for custom Deep Learning operations

Release History

VersionChangesUrgencyDate
v3.7.0## Table of Contents - [Dialect & Frontend](#dialect--frontend) - [Backend & Compiler](#backend--compiler) - [AMD/HIP Backend](#amdhip-backend) - [NVIDIA Backend](#nvidia-backend) - [Gluon & Layout Improvements](#gluon--layout-improvements) - [Kernels & Benchmarks](#kernels--benchmarks) - [Proton Profiling](#proton-profiling) - [Testing & CI](#testing--ci) - [Build & Infrastructure](#build--infrastructure) - [Documentation](#documentation) - [Breaking Changes](#breaking-changes) - [CHigh5/7/2026
3.6.0Imported from PyPI (3.6.0)Low4/21/2026
v3.6.0# Triton 3.6 Release Notes ## Table of Contents - [Dialect & Frontend](#dialect--frontend) - [Backend & Compiler](#backend--compiler) - [AMD/HIP Backend](#amdhip-backend) - [NVIDIA Backend](#nvidia-backend) - [Gluon & Layout Improvements](#gluon--layout-improvements) - [Kernels & Benchmarks](#kernels--benchmarks) - [Proton Profiling](#proton-profiling) - [Testing & CI](#testing--ci) - [Build & Infrastructure](#build--infrastructure) - [Documentation](#documentation) - [Breaking ChaLow1/21/2026
v3.6.0# Triton 3.6 Release Notes ## Table of Contents - [Dialect & Frontend](#dialect--frontend) - [Backend & Compiler](#backend--compiler) - [AMD/HIP Backend](#amdhip-backend) - [NVIDIA Backend](#nvidia-backend) - [Gluon & Layout Improvements](#gluon--layout-improvements) - [Kernels & Benchmarks](#kernels--benchmarks) - [Proton Profiling](#proton-profiling) - [Testing & CI](#testing--ci) - [Build & Infrastructure](#build--infrastructure) - [Documentation](#documentation) - [Breaking ChaLow1/21/2026
v3.6.0# Triton 3.6 Release Notes ## Table of Contents - [Dialect & Frontend](#dialect--frontend) - [Backend & Compiler](#backend--compiler) - [AMD/HIP Backend](#amdhip-backend) - [NVIDIA Backend](#nvidia-backend) - [Gluon & Layout Improvements](#gluon--layout-improvements) - [Kernels & Benchmarks](#kernels--benchmarks) - [Proton Profiling](#proton-profiling) - [Testing & CI](#testing--ci) - [Build & Infrastructure](#build--infrastructure) - [Documentation](#documentation) - [Breaking ChaLow1/21/2026
v3.6.0# Triton 3.6 Release Notes ## Table of Contents - [Dialect & Frontend](#dialect--frontend) - [Backend & Compiler](#backend--compiler) - [AMD/HIP Backend](#amdhip-backend) - [NVIDIA Backend](#nvidia-backend) - [Gluon & Layout Improvements](#gluon--layout-improvements) - [Kernels & Benchmarks](#kernels--benchmarks) - [Proton Profiling](#proton-profiling) - [Testing & CI](#testing--ci) - [Build & Infrastructure](#build--infrastructure) - [Documentation](#documentation) - [Breaking ChaLow1/21/2026
v3.6.0# Triton 3.6 Release Notes ## Table of Contents - [Dialect & Frontend](#dialect--frontend) - [Backend & Compiler](#backend--compiler) - [AMD/HIP Backend](#amdhip-backend) - [NVIDIA Backend](#nvidia-backend) - [Gluon & Layout Improvements](#gluon--layout-improvements) - [Kernels & Benchmarks](#kernels--benchmarks) - [Proton Profiling](#proton-profiling) - [Testing & CI](#testing--ci) - [Build & Infrastructure](#build--infrastructure) - [Documentation](#documentation) - [Breaking ChaLow1/21/2026
v3.6.0# Triton 3.6 Release Notes ## Table of Contents - [Dialect & Frontend](#dialect--frontend) - [Backend & Compiler](#backend--compiler) - [AMD/HIP Backend](#amdhip-backend) - [NVIDIA Backend](#nvidia-backend) - [Gluon & Layout Improvements](#gluon--layout-improvements) - [Kernels & Benchmarks](#kernels--benchmarks) - [Proton Profiling](#proton-profiling) - [Testing & CI](#testing--ci) - [Build & Infrastructure](#build--infrastructure) - [Documentation](#documentation) - [Breaking ChaLow1/21/2026
v3.6.0# Triton 3.6 Release Notes ## Table of Contents - [Dialect & Frontend](#dialect--frontend) - [Backend & Compiler](#backend--compiler) - [AMD/HIP Backend](#amdhip-backend) - [NVIDIA Backend](#nvidia-backend) - [Gluon & Layout Improvements](#gluon--layout-improvements) - [Kernels & Benchmarks](#kernels--benchmarks) - [Proton Profiling](#proton-profiling) - [Testing & CI](#testing--ci) - [Build & Infrastructure](#build--infrastructure) - [Documentation](#documentation) - [Breaking ChaLow1/21/2026
v3.6.0# Triton 3.6 Release Notes ## Table of Contents - [Dialect & Frontend](#dialect--frontend) - [Backend & Compiler](#backend--compiler) - [AMD/HIP Backend](#amdhip-backend) - [NVIDIA Backend](#nvidia-backend) - [Gluon & Layout Improvements](#gluon--layout-improvements) - [Kernels & Benchmarks](#kernels--benchmarks) - [Proton Profiling](#proton-profiling) - [Testing & CI](#testing--ci) - [Build & Infrastructure](#build--infrastructure) - [Documentation](#documentation) - [Breaking ChaLow1/21/2026
v3.6.0# Triton 3.6 Release Notes ## Table of Contents - [Dialect & Frontend](#dialect--frontend) - [Backend & Compiler](#backend--compiler) - [AMD/HIP Backend](#amdhip-backend) - [NVIDIA Backend](#nvidia-backend) - [Gluon & Layout Improvements](#gluon--layout-improvements) - [Kernels & Benchmarks](#kernels--benchmarks) - [Proton Profiling](#proton-profiling) - [Testing & CI](#testing--ci) - [Build & Infrastructure](#build--infrastructure) - [Documentation](#documentation) - [Breaking ChaLow1/21/2026
v3.6.0# Triton 3.6 Release Notes ## Table of Contents - [Dialect & Frontend](#dialect--frontend) - [Backend & Compiler](#backend--compiler) - [AMD/HIP Backend](#amdhip-backend) - [NVIDIA Backend](#nvidia-backend) - [Gluon & Layout Improvements](#gluon--layout-improvements) - [Kernels & Benchmarks](#kernels--benchmarks) - [Proton Profiling](#proton-profiling) - [Testing & CI](#testing--ci) - [Build & Infrastructure](#build--infrastructure) - [Documentation](#documentation) - [Breaking ChaLow1/21/2026
v3.6.0# Triton 3.6 Release Notes ## Table of Contents - [Dialect & Frontend](#dialect--frontend) - [Backend & Compiler](#backend--compiler) - [AMD/HIP Backend](#amdhip-backend) - [NVIDIA Backend](#nvidia-backend) - [Gluon & Layout Improvements](#gluon--layout-improvements) - [Kernels & Benchmarks](#kernels--benchmarks) - [Proton Profiling](#proton-profiling) - [Testing & CI](#testing--ci) - [Build & Infrastructure](#build--infrastructure) - [Documentation](#documentation) - [Breaking ChaLow1/21/2026
v3.6.0# Triton 3.6 Release Notes ## Table of Contents - [Dialect & Frontend](#dialect--frontend) - [Backend & Compiler](#backend--compiler) - [AMD/HIP Backend](#amdhip-backend) - [NVIDIA Backend](#nvidia-backend) - [Gluon & Layout Improvements](#gluon--layout-improvements) - [Kernels & Benchmarks](#kernels--benchmarks) - [Proton Profiling](#proton-profiling) - [Testing & CI](#testing--ci) - [Build & Infrastructure](#build--infrastructure) - [Documentation](#documentation) - [Breaking ChaLow1/21/2026
v3.6.0# Triton 3.6 Release Notes ## Table of Contents - [Dialect & Frontend](#dialect--frontend) - [Backend & Compiler](#backend--compiler) - [AMD/HIP Backend](#amdhip-backend) - [NVIDIA Backend](#nvidia-backend) - [Gluon & Layout Improvements](#gluon--layout-improvements) - [Kernels & Benchmarks](#kernels--benchmarks) - [Proton Profiling](#proton-profiling) - [Testing & CI](#testing--ci) - [Build & Infrastructure](#build--infrastructure) - [Documentation](#documentation) - [Breaking ChaLow1/21/2026
v3.6.0# Triton 3.6 Release Notes ## Table of Contents - [Dialect & Frontend](#dialect--frontend) - [Backend & Compiler](#backend--compiler) - [AMD/HIP Backend](#amdhip-backend) - [NVIDIA Backend](#nvidia-backend) - [Gluon & Layout Improvements](#gluon--layout-improvements) - [Kernels & Benchmarks](#kernels--benchmarks) - [Proton Profiling](#proton-profiling) - [Testing & CI](#testing--ci) - [Build & Infrastructure](#build--infrastructure) - [Documentation](#documentation) - [Breaking ChaLow1/21/2026
v3.6.0# Triton 3.6 Release Notes ## Table of Contents - [Dialect & Frontend](#dialect--frontend) - [Backend & Compiler](#backend--compiler) - [AMD/HIP Backend](#amdhip-backend) - [NVIDIA Backend](#nvidia-backend) - [Gluon & Layout Improvements](#gluon--layout-improvements) - [Kernels & Benchmarks](#kernels--benchmarks) - [Proton Profiling](#proton-profiling) - [Testing & CI](#testing--ci) - [Build & Infrastructure](#build--infrastructure) - [Documentation](#documentation) - [Breaking ChaLow1/21/2026
v3.5.1This release is meant to fix the following issue: Fix sm103 (GB300) support broken by Triton 3.5.0 release (https://github.com/triton-lang/triton/pull/8045)Low11/12/2025
v3.5.0# Triton Release Notes ## Table of Contents - [Dialect & Frontend](#dialect--frontend) - [Backend & Compiler](#backend--compiler) - [AMD/HIP Backend](#amdhip-backend) - [NVIDIA Backend](#nvidia-backend) - [Gluon & Layout Improvements](#gluon--layout-improvements) - [Kernels & Benchmarks](#kernels--benchmarks) - [Testing & CI](#testing--ci) - [Build & Infrastructure](#build--infrastructure) - [Documentation](#documentation) - [Breaking Changes](#breaking-changes) --- ## DialectLow10/21/2025
v3.4.0## Highlights ### Gluon Framework Comprehensive Enhancement The Gluon framework has received major enhancements across all areas including new APIs, tensor memory management, layout operations, and synchronization primitives. Key additions include `static_assert` functionality, TensorDescriptor kernel arguments, async TMA operations, tensor memory implementation, thread synchronization barriers, and comprehensive tensor operations like split/join/reshape and reductions. ([#7172](https://githLow7/30/2025

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