https://github.com/sile/hone

A shell-friendly hyperparameter search tool inspired by Optuna
https://github.com/sile/hone

hyperparameter-optimization rust

Last synced: 6 days ago
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A shell-friendly hyperparameter search tool inspired by Optuna

• Host: GitHub
• URL: https://github.com/sile/hone
• Owner: sile
• License: mit
• Created: 2019-12-27T07:03:11.000Z (almost 5 years ago)
• Default Branch: master
• Last Pushed: 2023-12-26T04:17:14.000Z (11 months ago)
• Last Synced: 2024-05-01T23:47:21.478Z (7 months ago)
• Topics: hyperparameter-optimization, rust
• Language: Rust
• Homepage:
• Size: 155 KB
• Stars: 18
• Watchers: 3
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

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README

        
hone

====

```bash

#!/bin/bash

#

# $ hone init

# $ hone run --study mnist --repeats 10 examples/pytorch-mnist.sh

# $ hone trials mnist | hone best

#

set -eux

SCRIPT_URL=https://raw.githubusercontent.com/pytorch/examples/master/mnist/main.py

LR=$(hone get lr choice 0.001 0.01 0.1 1.0)

GAMMA=$(hone get gamma choice 0.2 0.3 0.4 0.5 0.6 0.7 0.8 0.9)

curl -L $SCRIPT_URL | python -u - --lr=$LR --gamma=$GAMMA --epochs 3 | tee /tmp/mnist.log

grep -oP '(?<=Test set: Average loss: )[0-9.]*' /tmp/mnist.log | tail -1 | xargs hone report

```

Tips

----

### How to set timeout to a study or a trial

Please use `timeout` command.

```

# TODO: example

```