MCPcopy Create free account
hub / github.com/apple/ml-pointersect / forward

Method forward

cdslib/core/nn/modules/subspace.py:284–305  ·  view source on GitHub ↗

r""" Args: x `(*, in_features)`: input tensor s `(*, style_features)`: style tensor or those can be broadcast Returns: y `(*, out_features)`:

(self, x: torch.Tensor, s: torch.Tensor)

Source from the content-addressed store, hash-verified

282 self.input_bias = None
283
284 def forward(self, x: torch.Tensor, s: torch.Tensor):
285 r"""
286 Args:
287 x `(*, in_features)`:
288 input tensor
289 s `(*, style_features)`:
290 style tensor or those can be broadcast
291 Returns:
292 y `(*, out_features)`:
293
294 """
295 dx, _ = self.subspace(input=s, mode="A", input_left=None) # (*, cin) or (batch, cin)
296
297 # add input bias
298 ndim = x.ndim
299 if self.input_bias is not None:
300 dx = dx + self.input_bias.view(*([1] * (ndim - 1) + [self.in_features]))
301 if self.fixed_input_bias is not None:
302 dx = dx + self.fixed_input_bias
303
304 y = self.linear(x, dx)
305 return y
306
307 def subspace_fun(self, xl=None, xr=None, mode="A"):
308 """

Callers

nothing calls this directly

Calls

no outgoing calls

Tested by

no test coverage detected