Skip to content
Open
Changes from all commits
Commits
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
67 changes: 67 additions & 0 deletions tests/test_softshrink.py
Original file line number Diff line number Diff line change
@@ -0,0 +1,67 @@
import pytest
import torch
import torch.nn.functional as F

import infini.ops

from tests.utils import Payload, empty_strided, get_stream, randn_strided


_SHAPE_CASES = (
((13, 4), None, None),
((13, 4), (10, 1), (10, 1)),
((13, 4, 4), None, None),
((13, 4, 4), (20, 4, 1), (20, 4, 1)),
((16, 5632), None, None),
((4, 4, 5632), None, None),
)

_FLOAT_DTYPE_CASES = (
(torch.float32, 0.0, 0.0),
(torch.float16, 0.0, 0.0),
(torch.bfloat16, 0.0, 0.0),
)


@pytest.mark.auto_act_and_assert
@pytest.mark.parametrize("shape, input_strides, out_strides", _SHAPE_CASES)
@pytest.mark.parametrize(("dtype", "rtol", "atol"), _FLOAT_DTYPE_CASES)
def test_softshrink(
shape,
input_strides,
out_strides,
dtype,
device,
implementation_index,
rtol,
atol,
):
input = randn_strided(shape, input_strides, dtype=dtype, device=device)
out = empty_strided(shape, out_strides, dtype=dtype, device=device)

return Payload(
lambda input, out: _softshrink(input, out, implementation_index),
_torch_softshrink,
(input, out),
{},
rtol=rtol,
atol=atol,
)


def _softshrink(input, out, implementation_index):
infini.ops.softshrink(
input,
0.5,
out,
stream=get_stream(input.device),
implementation_index=implementation_index,
)

return out


def _torch_softshrink(input, out):
out.copy_(F.softshrink(input, lambd=0.5))

return out
Loading