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This document explains how to add experiment results – models and other artifacts to the project. It uses a package called DVC to do this.
if you haven't already installed dvc you can do it with the following command:
pip install dvc
To pull results, simply checkout the version of git you want and then do dvc pull
git checkout {commit/branch/tag}
dvc pull -r origin
To add experiment results, simply put the result files (models, or anything else) into the experiment_results/
folder (if it doesn't exist you can create it with mkdir experiment_results/
).
For convention, I've defined a folder structure as following:
experiment_results
└── task_name/wandb_group_name (e.g lm_base)
└── wandb_run_name (e.g.) lm_base_enwik8_sl-4096_bs-2_n_eps-10_seed-42_grad-accum-8
├── exp_configs
└── models
After you've finished adding the results simply copy and paste the following:
dvc commit experiment_results.dvc
git add .
git commit -m "Added experiment results for XXXX"
Then, in order to push the data back type in:
dvc remote modify origin --local auth basic
dvc remote modify origin --local user {input your dagshub username}
dvc remote modify origin --local ask_password true
git push origin master
dvc push -r origin
You will be prompted for your password, after which all changes will be uploaded.
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Are you sure you want to delete this access key?
Are you sure you want to delete this access key?
Are you sure you want to delete this access key?
Are you sure you want to delete this access key?