Added latent regularization control to deepof.data.coordinates.deep_unsupervised_embedding()

deepof/train_utils.py

@@ -523,8 +523,8 @@ def tune_search(
     if hpt_type == "hyperband":
         tuner = Hyperband(
             directory="HyperBandx_{}_{}".format(loss, str(date.today())),
-            max_epochs=hypertun_trials,
-            hyperband_iterations=3,
+            max_epochs=35,
+            hyperband_iterations=hypertun_trials,
             factor=2,
             **hpt_params
         )

deepof_experiments.smk

@@ -28,7 +28,7 @@ rule deepof_experiments:
         #         loss=losses,
         # )
         expand(
-            "/psycl/g/mpsstatgen/lucas/DLC/DLC_autoencoders/DeepOF/deepof/logs/dimension_and_loss_experiments/trained_weights/"
+            "/psycl/g/mpsstatgen/lucas/DLC/DLC_autoencoders/DeepOF/deepof/logs/latent_regularization_experiments/trained_weights/"
             "GMVAE_loss={loss}_encoding={encs}_k={k}_latreg={latreg}_final_weights.h5",
             loss=losses,
             encs=encodings,