Export summary metrics and config from runs as a csv file from a project
Project description
wandbtocsv
Background
wandbtocsv
allows you to quickly export a flat csv file of the top
level metrics, config, etc. from your Weights &
Biases runs in an easy to use CLI interface. This
utility will also get peak gpu and system memory usage for each run.
Install
pip install wandbtocsv
How to use
!wandbtocsv -h
usage: wandbtocsv [-h] [--entity ENTITY] [--project PROJECT]
[--output_file OUTPUT_FILE]
options:
-h, --help show this help message and exit
--entity ENTITY Entity for the WANDB runs. If not provided,
attempts to fetch from environment variable
'WANDB_ENTITY'.
--project PROJECT Project for the WANDB runs. If not provided,
attempts to fetch from environment variable
'WANDB_PROJECT'.
--output_file OUTPUT_FILE Path to save the output CSV. Default name format:
{entity}-{project}-{mmddyy}.csv
!wandbtocsv --entity hamelsmu --project deepspeed-data
Fetching runs... ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 100% 0:00:00% 0:00:01[36m0:00:03
Saved 480 runs to hamelsmu-deepspeed-data-100823.csv
Bonus, explore your wandb runs in Datasette
csvs-to-sqlite hamelsmu-deepspeed-data-100823.csv hamelsmu-deepspeed-data-100823.db
datasette hamelsmu-deepspeed-data-100823.db -o
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