ncem.estimators.EstimatorCVAE.evaluate_any_posterior_sampling

EstimatorCVAE.evaluate_any_posterior_sampling(img_keys, node_idx, batch_size: int = 1)

Evaluate model based on resampled dataset for posterior resampling.

node_1 + domain_1 -> encoder -> z_1 + domain_2 -> decoder -> reconstruction_2.

Parameters

• img_keys – Image keys in partition.

• node_idx – Dictionary of nodes per image in partition.

• batch_size (int) – Batch size.

Returns

Return type

Tuple of dictionary of evaluated metrics and latent space arrays (z, z_mean, z_log_var)