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🔥 A tool for visualizing and tracking your machine learning experiments. This repo contains the CLI and Python API.

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Weights and Biases

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A CLI and library for interacting with the Weights and Biases API. Sign up for an account at wandb.ai

Features

  • Keep a history of your weights and models from every training run
  • Store all configuration parameters used in a training run
  • Associate version control with your training runs
  • Search and visualize training runs in a project
  • Sync canonical models in your preferred format

Usage

CLI:

cd myproject
# Initialize a directory
wandb init
# Push files to W&B
wandb push bucket model.json weights.h5
# Sync training logs and push files when they change
./my_training.py | wandb bucket model.json weights.h5
# Manage configuration
wandb config set epochs=30

Client:

import wandb
conf = wandb.sync(["weights.h5", "model.json"], config={'existing': 'config'})

if conf.turbo:
    print("TURBO MODE!!!")

Detailed usage can be found in our documentation.

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🔥 A tool for visualizing and tracking your machine learning experiments. This repo contains the CLI and Python API.

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