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willitrun CLI checks model fit, speed

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willitrun CLI checks model fit, speed
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// 50d agoOPENSOURCE RELEASE

willitrun CLI checks model fit, speed

willitrun is a CLI tool that uses real benchmark data from NVIDIA, MLPerf, and the community to predict if an AI model will fit and run on your hardware before you download it. It supports LLMs and vision models across NVIDIA GPUs, Apple Silicon, and edge devices.

// ANALYSIS

willitrun solves the "download and pray" problem for local AI, moving from theoretical TFLOPS to empirical benchmark-driven predictions.

  • Combines real-world benchmark lookups with scaled fallback estimations for 482+ benchmarks across 88 devices
  • Prevents wasted time and bandwidth by flagging models that will exceed VRAM or run at unusable speeds
  • Extends beyond LLMs to cover vision models like YOLO and ResNet on edge hardware like Jetson Orin
  • Supports offline use and HuggingFace integration, making it a versatile tool for both cloud and local developers
  • Community-driven benchmark updates ensure data stays fresh as new models and hardware configurations emerge
// TAGS
willitrunclillmgpuedge-aibenchmarkdevtoolopen-source

DISCOVERED

50d ago

2026-04-07

PUBLISHED

50d ago

2026-04-06

RELEVANCE

8/ 10

AUTHOR

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