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Apr 30, 2024
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8 changes: 4 additions & 4 deletions timm/models/maxxvit.py
Original file line number Diff line number Diff line change
Expand Up @@ -632,7 +632,7 @@ def forward(self, x):
def window_partition(x, window_size: List[int]):
B, H, W, C = x.shape
_assert(H % window_size[0] == 0, f'height ({H}) must be divisible by window ({window_size[0]})')
_assert(W % window_size[1] == 0, '')
_assert(W % window_size[1] == 0, f'width ({W}) must be divisible by window ({window_size[1]})')
x = x.view(B, H // window_size[0], window_size[0], W // window_size[1], window_size[1], C)
windows = x.permute(0, 1, 3, 2, 4, 5).contiguous().view(-1, window_size[0], window_size[1], C)
return windows
Expand All @@ -650,7 +650,7 @@ def window_reverse(windows, window_size: List[int], img_size: List[int]):
def grid_partition(x, grid_size: List[int]):
B, H, W, C = x.shape
_assert(H % grid_size[0] == 0, f'height {H} must be divisible by grid {grid_size[0]}')
_assert(W % grid_size[1] == 0, '')
_assert(W % grid_size[1] == 0, f'width {W} must be divisible by grid {grid_size[1]}')
x = x.view(B, grid_size[0], H // grid_size[0], grid_size[1], W // grid_size[1], C)
windows = x.permute(0, 2, 4, 1, 3, 5).contiguous().view(-1, grid_size[0], grid_size[1], C)
return windows
Expand Down Expand Up @@ -816,7 +816,7 @@ def forward(self, x):
def window_partition_nchw(x, window_size: List[int]):
B, C, H, W = x.shape
_assert(H % window_size[0] == 0, f'height ({H}) must be divisible by window ({window_size[0]})')
_assert(W % window_size[1] == 0, '')
_assert(W % window_size[1] == 0, f'width ({W}) must be divisible by window ({window_size[1]})')
x = x.view(B, C, H // window_size[0], window_size[0], W // window_size[1], window_size[1])
windows = x.permute(0, 2, 4, 1, 3, 5).contiguous().view(-1, C, window_size[0], window_size[1])
return windows
Expand All @@ -834,7 +834,7 @@ def window_reverse_nchw(windows, window_size: List[int], img_size: List[int]):
def grid_partition_nchw(x, grid_size: List[int]):
B, C, H, W = x.shape
_assert(H % grid_size[0] == 0, f'height {H} must be divisible by grid {grid_size[0]}')
_assert(W % grid_size[1] == 0, '')
_assert(W % grid_size[1] == 0, f'width {W} must be divisible by grid {grid_size[1]}')
x = x.view(B, C, grid_size[0], H // grid_size[0], grid_size[1], W // grid_size[1])
windows = x.permute(0, 3, 5, 1, 2, 4).contiguous().view(-1, C, grid_size[0], grid_size[1])
return windows
Expand Down