https://github.com/rlworkgroup/dowel

A little logger for machine learning research
https://github.com/rlworkgroup/dowel

Last synced: 2 months ago
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A little logger for machine learning research

• Host: GitHub
• URL: https://github.com/rlworkgroup/dowel
• Owner: rlworkgroup
• License: mit
• Created: 2019-05-10T02:50:00.000Z (over 6 years ago)
• Default Branch: master
• Last Pushed: 2023-08-30T21:10:53.000Z (about 2 years ago)
• Last Synced: 2025-08-23T19:37:08.929Z (3 months ago)
• Language: Python
• Homepage:
• Size: 81.1 KB
• Stars: 34
• Watchers: 23
• Forks: 37
• Open Issues: 20
• Metadata Files:
  • Readme: README.md
  • Contributing: CONTRIBUTING.md
  • License: LICENSE
  • Codeowners: CODEOWNERS

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README

          
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# dowel

dowel is a little logger for machine learning research.

## Installation

```shell

pip install dowel

```

## Usage

```python

import dowel

from dowel import logger, tabular

logger.add_output(dowel.StdOutput())

logger.add_output(dowel.TensorBoardOutput('tensorboard_logdir'))

logger.log('Starting up...')

for i in range(1000):

    logger.push_prefix('itr {}'.format(i))

    logger.log('Running training step')

    tabular.record('itr', i)

    tabular.record('loss', 100.0 / (2 + i))

    logger.log(tabular)

    logger.pop_prefix()

    logger.dump_all()

logger.remove_all()

```