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ai-agent

TT-Metal: AI Acceleration

Get low-level kernel programming with TT-Metal, for founders using GPU acceleration. 1.6k+ GitHub stars
1,575 stars524 forksC++Quality 8/10Updated 7/9/2026100% free ยท open source
What it does

TT-Metal provides a low-level kernel programming model for founders to leverage GPU acceleration with C++

Install / run
git clone https://github.com/tenstorrent/tt-metal.git
When to use it
  • โ€ขYou need fine-grained control over GPU acceleration for a specific AI task
  • โ€ขYour application requires optimized performance and customization of neural network operators
  • โ€ขYou're working with a team that prefers C++ for building high-performance computing applications
Quick start
  1. 1Navigate to the cloned repository with `cd tt-metal`
  2. 2Explore the `tt-metalium` directory for low-level kernel programming examples
  3. 3Review the `README.md` for specific build and installation instructions for your environment
  4. 4Use the `tt-nn` operator library to create custom neural network operators
  5. 5Compile and run example code to understand how TT-Metal interacts with your GPU
Ready-to-paste prompt
Compile an example TT-Metal program with `g++ -o example example.cpp -I./include -L./lib -ltt-metal`
Heads up: Ensure you have a compatible C++ compiler and GPU drivers installed, as TT-Metal requires specific versions for optimal performance
Saves to your device

Topics

accelerator
ai
cuda
deepseek
gpu
img-gen
kernels
llama
llm
metal
scale-out
stable-diffusion
tenstorrent
video-gen
What's inside โ€” free to inspect
No purchase needed

Read the entire source before you build โ€” unlike paid marketplaces that hide it behind a buy button.

30
top-level files
19
folders
1325.0M
repo size
Apache-2.0
license
Key files
.pre-commit-config.yaml
README.md
File tree
.cursor/
.github/
cmake/
contributing/
dockerfile/
docs/
infra/
model_tracer/
models/
releases/
scripts/
tech_reports/
tests/
third_party/
tools/
tt_metal/
tt_stl/
tt-train/
ttnn/
.clang-format
.clang-format-ignore
.clang-tidy
.codechecker.json
.codechecker.skiplist
Quick Actions
Details
Creator
tenstorrent
Language
C++
Category
ai-agent
Published
2/13/2023

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