diff --git a/search.py b/search.py index 7a9b3cc..d4413aa 100644 --- a/search.py +++ b/search.py @@ -18,10 +18,10 @@ job_plugin = studio.installed_plugins["jobs"] # do a sweep over learning rates # Define the ranges or sets of values for each hyperparameter -alpha_values = list(np.round(np.linspace(0, 2, 21), 4)) -learning_rate_values = [1e-3, 1e-4, 1e-5] -batch_size_values = [128] -max_epochs_values = [5000] +alpha_values = list(np.round(np.linspace(0, 4, 41), 4)) +learning_rate_values = np.log(np.linspace(-5, -3, 11)) +batch_size_values = [64, 128] +max_epochs_values = [500] # Generate all possible combinations of hyperparameters all_params = [