# tenstorrent/tt-metal

> TT-NN neural network operator library in Python and C++, plus TT-Metalium low-level kernel programming model for Tenstorrent accelerators (Wormhole, Blackhole).

- Magnitude: 0.7 out of 10 — Quiet
- Stars: 1,690 total · +1 star on 2026-09-29 (UTC), ≈ 2 by evening
- Star trust: star growth looks organic
- Category: Language models · Language: Python · License: Apache-2.0 · Created: 2023-02-13 · Last push: 2026-09-29
- GitHub: https://github.com/tenstorrent/tt-metal · Homepage: https://docs.tenstorrent.com/tt-metal/latest/ttnn/ · Page: https://gitnova.dev/en/r/tenstorrent/tt-metal

## Useful for

- Run the Llama 3.3 70B demo on Galaxy with tensor parallelism TP=32
- Write and build a simple compute kernel in TT-Metalium from the Hello World examples
- Analyze model execution with TT-NN Visualizer using memory and operation graphs

## Why it’s here

- 1 star so far today, about 2 expected by the end of the day.

## Star trust

Star growth looks organic.

Star-trust labels are heuristics based on the repository’s behavior, not a check of every stargazer.

## Numbers

- Forks: 717
- Issues and pull requests: 57,930
- Watchers: 20
- Average over the last week: 1 per day
- Usual pace: 2 per day
- Latest release: v0.79.0-rc3 (2026-09-29)

## Stars per day, last 30 days (oldest → newest, today is partial)

2026-10-04 … 2026-11-02: None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None

## Magnitude by day, last 12 days

09-18 1.2, 09-19 1.0, 09-20 0.9, 09-21 0.7, 09-22 0.7, 09-23 0.3, 09-24 0.7, 09-25 0.9, 09-26 0.4, 09-27 0.6, 09-28 0.8, 09-29 0.7

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Magnitude (0–10) measures how fast and how unusually interest in a repository is growing right now. It is not a quality score.
Days are UTC. “So far today” is a fact; “expected by the end of the day” is a forecast.
Summaries and use cases are written by an LLM (DeepSeek V4.1 Flash) from the README and may be inaccurate: verify specific claims (benchmarks, speed, hardware) in the repository itself.
Data as of 2026-09-29 10:48 UTC, updated every 30 minutes.