Merge branch 'inference' into 'main'

Inference

See merge request !5

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src/data/lagrangian_datatools.py

@@ -75,6 +75,7 @@ class CollatorForDiffwave:
         pass
 
     def collate(self, minibatch):
+        # shape is (batch_size, trajectory_length)
         trajectories = np.stack([record ['audio']for record in minibatch])
         return {
             'audio': torch.from_numpy(trajectories),

src/diffwave/learner.py

@@ -28,6 +28,17 @@ from params import AttrDict
 
 
 def _nested_map(struct, map_fn):
+  '''
+  This function will dive into an structure until it finds a tensor, and then
+  send it to a device.
+  Example:
+  if struct is a dict like:
+  x = {"audio": Tensor(64,22000),
+   "spectrogram": Tensor(64,1024,128)}
+  and map_fn is a function that sends a tensor to a device, then the result is
+  x = {"audio": Tensor(64,22000).to(device),
+    "spectrogram": Tensor(64,1024,128).to(device)}
+  '''
   if isinstance(struct, tuple):
     return tuple(_nested_map(x, map_fn) for x in struct)
   if isinstance(struct, list):
@@ -101,6 +112,8 @@ class DiffWaveLearner:
   def train(self, max_steps=None):
     device = next(self.model.parameters()).device
     while True:
+      # number of epochs = max_steps / num_batches
+      # e.g. for max_steps = 100000 and num_batches = 1000, we have 100 epochs
       for features in tqdm(self.dataset, desc=f'Epoch {self.step // len(self.dataset)}') if self.is_master else self.dataset:
         if max_steps is not None and self.step >= max_steps:
           # Save final checkpoint.

src/diffwave/model.py

@@ -37,6 +37,9 @@ def silu(x):
 
 
 class DiffusionEmbedding(nn.Module):
+  '''
+  Sinusoidal embedding for diffusion step.
+  '''
   def __init__(self, max_steps):
     super().__init__()
     self.register_buffer('embedding', self._build_embedding(max_steps), persistent=False)
@@ -147,7 +150,8 @@ class DiffWave(nn.Module):
   def forward(self, audio, diffusion_step, spectrogram=None):
     assert (spectrogram is None and self.spectrogram_upsampler is None) or \
            (spectrogram is not None and self.spectrogram_upsampler is not None)
-    x = audio.unsqueeze(1) # watch out for this, we can leave this to the dataloader actually
+    # watch out for this, we can leave this to the dataloader actually
+    x = audio.unsqueeze(1) # shape is (batch_size, 1, trajectory_length)
     x = self.input_projection(x)
     x = F.relu(x)