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Method forward

sat/sgm/modules/autoencoding/vqvae/movq_enc_3d.py:387–413  ·  view source on GitHub ↗
(self, x, use_cp=False)

Source from the content-addressed store, hash-verified

385 )
386
387 def forward(self, x, use_cp=False):
388 # assert x.shape[2] == x.shape[3] == self.resolution, "{}, {}, {}".format(x.shape[2], x.shape[3], self.resolution)
389 # timestep embedding
390 temb = None
391
392 # downsampling
393 hs = [self.conv_in(x)]
394 for i_level in range(self.num_resolutions):
395 for i_block in range(self.num_res_blocks):
396 h = self.down[i_level].block[i_block](hs[-1], temb)
397 if len(self.down[i_level].attn) > 0:
398 h = self.down[i_level].attn[i_block](h)
399 hs.append(h)
400 if i_level != self.num_resolutions - 1:
401 hs.append(self.down[i_level].downsample(hs[-1]))
402
403 # middle
404 h = hs[-1]
405 h = self.mid.block_1(h, temb)
406 # h = self.mid.attn_1(h)
407 h = self.mid.block_2(h, temb)
408
409 # end
410 h = self.norm_out(h)
411 h = nonlinearity(h)
412 h = self.conv_out(h)
413 return h

Callers

nothing calls this directly

Calls 2

appendMethod · 0.80
nonlinearityFunction · 0.70

Tested by

no test coverage detected