How to record and view hyperparameters

Record hyperparameters

To record hyperparameters to a Run, you can use the set_parameters method.

import tlc

# Hyperparameters
EPOCHS = 5
BATCH_SIZE  = 32
INITIAL_LR = 0.01
MODEL_NAME = "resnet18"

# Create a Run
run = tlc.init(
    project_name = "my_project",
    run_name = "my_run",
    description = "record hyperparameters"
)

# Record the hyperparameters into the Run
config = {
    "epochs": EPOCHS,
    "batch_size": BATCH_SIZE,
    "initial_lr": INITIAL_LR,
    "model_name": MODEL_NAME
}
run.set_parameters(config)

View hyperparameters

To view the hyperparameters of a Run in the Dashboard, click the Run’s name on upper left corner and then click Hyperparameters..., or simply press SHIFT + P.

All recorded hyperparameters are listed in the popup Hyperparameters window.

When the eye icons are turned on in the Hyperparameters window, those hyperparameters will show up in the RUNS panel in the Runs page. You get a quick view of how the selected hyperparameters are set up for different Runs as shown below.

Then, you can create scatter plot charts for any of the hyperparameters columns. Please refer to this page for how to create a chart for selected columns.