BATCH_SIZE = 32 def batched_sample_data(inputs, labels): sampled_inputs = [] sampled_labels = [] for i in range(inputs.size(0)): inp, lab = sample_data(inputs[i], labels[i]) sampled_inputs.append(inp) sampled_labels.append(lab) return torch.stack(sampled_inputs), torch.stack(sampled_labels)