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79 changes: 79 additions & 0 deletions tests/test_nan_to_num.py
Original file line number Diff line number Diff line change
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import pytest
import torch

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_nan_to_num(
shape,
input_strides,
out_strides,
dtype,
device,
implementation_index,
rtol,
atol,
):
input = randn_strided(shape, input_strides, dtype=dtype, device=device)
_inject_non_finite(input)
out = empty_strided(shape, out_strides, dtype=dtype, device=device)

return Payload(
lambda input, out: _nan_to_num(input, out, implementation_index),
_torch_nan_to_num,
(input, out),
{},
rtol=rtol,
atol=atol,
)


def _inject_non_finite(input):
flat = input.as_strided(
(input.untyped_storage().size() // input.element_size(),), (1,)
)

flat[0] = float("nan")
flat[1] = float("inf")
flat[2] = float("-inf")


def _nan_to_num(input, out, implementation_index):
infini.ops.nan_to_num(
input,
0.0,
1.0,
-1.0,
out,
stream=get_stream(input.device),
implementation_index=implementation_index,
)

return out


def _torch_nan_to_num(input, out):
out.copy_(torch.nan_to_num(input, nan=0.0, posinf=1.0, neginf=-1.0))

return out
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