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Aim

Self-hosted, open-source ML training metadata tracker with a powerful exploratory web UI.

@ai-supply
Instalações95k
Avaliação★ 4.5
Análises32
↗ Repositório fonte

Aim

Aim is a self-hosted, open-source experiment tracking tool. It logs training metadata — metrics, hyperparameters, text, images, audio, video — and provides a powerful web UI for exploring thousands of runs simultaneously. Unlike hosted solutions, all data stays on your infrastructure.

Key Features

  • Local-first: all tracking data stays in a local .aim repo — no account needed
  • Exploratory UI: query runs with a SQL-like expression language and visualize anything
  • Multi-modal logging: metrics, images, audio, video, text, distributions, figures
  • Remote tracking server: centralize tracking for a team without SaaS
  • Deep integrations: PyTorch Lightning, Keras, XGBoost, Optuna, Hugging Face, Comet
  • Python SDK for fine-grained control

Quick Start

from aim import Run

run = Run()
run["hparams"] = {"lr": 0.001, "batch_size": 32}

for step in range(100):
    run.track(loss, name="loss", step=step)
    run.track(acc, name="accuracy", step=step)
# Launch the UI
aim up

Install via ai-supply

npx ai-supply add aim-training-metadata-ui

Curated mirror of the open-source Aim (Apache-2.0). Get it from the source.

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