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Experiment Tracking

AIM

Note: AIM ui is almost completely unusable.

aim (github) and docs

pip3 install aim

aim init

from aim import Run

# Initialize a new run
run = Run()

# Log run parameters
run["hparams"] = {
    "learning_rate": 0.001,
    "batch_size": 32,
}

# or more likely
# aim_run["hparams"] = cfg_dict  # store the hydra config

# Log metrics
for i in range(10):
    run.track(i, name='loss', step=i, context={ "subset":"train" })
    run.track(i, name='acc', step=i, context={ "subset":"train" })

aim up to open webui

Wandb