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NVIDIA/TensorRT-LLM

Language modelsPython#blackwell#cuda#moe#pytorch#llm-serving
Total stars
14,746
Today
+1
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TensorRT LLM provides users with an easy-to-use Python API to define Large Language Models (LLMs) and supports state-of-the-art optimizations to perform inference efficiently on NVIDIA GPUs. TensorRT LLM also contains components to create Python and C++ runtimes that orchestrate the inference execution in a performant way.

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About the project

NVIDIA library for optimizing inference of large language models and visual generative models on GPUs, with a Python API, specialized kernels, and an efficient C++/Python runtime.

Useful for
  • Deploy a high-throughput LLM inference server on NVIDIA GPUs
  • Speed up video and image generation with quantization and optimized kernels
  • Configure speculative decoding and KV cache to reduce latency

README summarized by DeepSeek V4.1 Flash. Details may be inaccurate. Read the original README →

1.6 Steady Magnitude out of 10 — how fast interest is growing, not a quality score.

Star growth looks organic. Data as of September 30, 2026, 10:54 UTC.

The star-growth assessment does not verify whether the project is safe to run.

Stars per day

01020August 6, 2026November 3, 2026

Bars show stars per UTC day; the line is a moving average of available history. Gaps mean missing data, not zero growth. Today's bar is incomplete. Red marks spike days.

Why it’s trending

  • 1 star so far today, about 5 expected by the end of the day.
  • Recent forks include notable developers: @jiazhihao (610 followers).

Measured growth: the last 7 completed days

The full 7-day window is unavailable; no weekly total or comparison is calculated.

Daily measurements · UTC
October 27, 2026
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October 28, 2026
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October 29, 2026
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October 30, 2026
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October 31, 2026
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November 1, 2026
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November 2, 2026
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Completed days come from GitHub star history; today and forecasts are excluded from this comparison. History checked: September 30, 2026, 10:54 UTC. Sources and measurement limits →

Three GitHub discoveries in each edition

What they do, why they are gaining interest, and what to check before using them.

Editions at 10:00, 16:00, 22:00 MSK.

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Numbers

Total stars
14,746
Today
+1 star on 2026-09-30 (UTC), ≈ 4 by evening
Forks
2,782
Issues and pull requests
19,485
Watchers
123
Language
Python
Latest release
v1.3.0rc29 · September 29, 2026
Created
August 16, 2023
Last push
September 30, 2026

Star trust

Growth looks organic: forks and discussion are in line with active projects, and stars arrive unevenly, the way people give them.

These are heuristics, not a verdict: we judge by the repository’s behavior, not by a list of stargazers.

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