Skip to content
New issue

Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

Sign up for GitHub

By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.

Already on GitHub? Sign in to your account

Jump to bottom

fix small bug about dense_grad #5695

Merged
merged 1 commit into from
Jun 6, 2020
Merged

fix small bug about dense_grad #5695

Show file tree
Hide file tree
Changes from all commits
Commits
Show all changes
1 commit
Select commit
File filter

Filter by extension

Filter by extension
Conversations
Failed to load comments.
Loading
Jump to
Jump to file
Failed to load files.
Loading
Diff view
Diff view
7 changes: 4 additions & 3 deletions python/tvm/relay/op/_tensor_grad.py
View file
Open in desktop
Original file line number Diff line number Diff line change
Expand Up @@ -472,9 +472,10 @@ def bias_add_grad(orig, grad):
def dense_grad(orig, grad):
"""Returns [grad' @ weight, data @ grad']"""
data, weight = orig.args
return [collapse_sum_like(transpose(grad) * weight, data),
collapse_sum_like(data * transpose(grad), weight)]

return [collapse_sum_like(_nn.dense(grad, transpose(weight),
units=weight.checked_type.shape[1]), data),
collapse_sum_like(_nn.dense(transpose(grad), transpose(data),
units=data.checked_type.shape[1]), weight)]

@register_gradient("reshape")
def reshape_grad(orig, grad):
Expand Down
1 change: 1 addition & 0 deletions tests/python/relay/test_op_grad_level2.py
View file
Open in desktop
Original file line number Diff line number Diff line change
Expand Up @@ -162,6 +162,7 @@ def verify_dense_grad(d_shape, w_shape):
def test_dense_grad():
verify_dense_grad((1, 8), (16, 8))
verify_dense_grad((1, 4), (3, 4))
verify_dense_grad((5, 4), (3, 4))


def verify_batch_flatten_grad(d_shape):
Expand Down