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Summary: Add `baddbmm_test.py` to cover common use cases in glow. See Test Plan for details. Refer to D35258987 (4eb32a6) for context. Reviewed By: mikekgfb Differential Revision: D35304821 fbshipit-source-id: 59c0cb1f704dc2bf20dcce2e6281b84fe607b880
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# Copyright (c) Glow Contributors. See CONTRIBUTORS file. | ||
# | ||
# Licensed under the Apache License, Version 2.0 (the "License"); | ||
# you may not use this file except in compliance with the License. | ||
# You may obtain a copy of the License at | ||
# | ||
# http://www.apache.org/licenses/LICENSE-2.0 | ||
# | ||
# Unless required by applicable law or agreed to in writing, software | ||
# distributed under the License is distributed on an "AS IS" BASIS, | ||
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
# See the License for the specific language governing permissions and | ||
# limitations under the License. | ||
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from __future__ import absolute_import, division, print_function, unicode_literals | ||
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import torch | ||
from tests import utils | ||
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class SimpleBAddBmmModule(torch.nn.Module): | ||
def __init__(self, alpha=1, beta=1): | ||
super(SimpleBAddBmmModule, self).__init__() | ||
self.alpha = alpha | ||
self.beta = beta | ||
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def forward(self, a, b, c): | ||
return (a + a).baddbmm(b, c) | ||
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class TestBAddBmm(utils.TorchGlowTestCase): | ||
def test_baddbmm_basic(self): | ||
"""Basic test of the PyTorch baddbmm Node on Glow.""" | ||
utils.run_comparison_tests( | ||
SimpleBAddBmmModule(), | ||
(torch.randn(3, 6, 4), torch.randn(3, 6, 10), torch.randn(3, 10, 4)), | ||
fusible_ops={"aten::baddbmm"}, | ||
) | ||
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def test_baddbmm_broadcast(self): | ||
"""Test of the PyTorch baddbmm with broadcasting add on Glow.""" | ||
utils.run_comparison_tests( | ||
SimpleBAddBmmModule(), | ||
(torch.randn(1, 4), torch.randn(3, 6, 10), torch.randn(3, 10, 4)), | ||
fusible_ops={"aten::baddbmm"}, | ||
) | ||
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def test_baddbmm_broadcast_with_alpha_and_beta(self): | ||
"""Test of the PyTorch baddbmm with broadcasting add on Glow, a=2/b=3""" | ||
utils.run_comparison_tests( | ||
SimpleBAddBmmModule(2.0, 3.0), | ||
(torch.randn(1, 4), torch.randn(3, 6, 10), torch.randn(3, 10, 4)), | ||
fusible_ops={"aten::baddbmm"}, | ||
) | ||
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def test_baddbmm_basic_tracing(self): | ||
"""Basic test of the PyTorch baddbmm Node on Glow, w/ trace""" | ||
utils.compare_tracing_methods( | ||
SimpleBAddBmmModule(), | ||
torch.randn(2, 3, 5), | ||
torch.randn(2, 3, 9), | ||
torch.randn(2, 9, 5), | ||
fusible_ops={"aten::baddbmm"}, | ||
) | ||
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def test_baddbmm_broadcast_tracing(self): | ||
"""Test of the PyTorch baddbmm with broadcasting add on Glow, w/ trace""" | ||
utils.compare_tracing_methods( | ||
SimpleBAddBmmModule(), | ||
torch.randn(1), | ||
torch.randn(3, 6, 9), | ||
torch.randn(3, 9, 5), | ||
fusible_ops={"aten::baddbmm"}, | ||
) | ||
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def test_baddbmm_broadcast_with_alpha_and_beta_tracing(self): | ||
"""Test of the PyTorch baddbmm with broadcasting add on Glow, non-1 a/b, w/ trace""" | ||
utils.compare_tracing_methods( | ||
SimpleBAddBmmModule(0.5, 0.3), | ||
torch.randn(1), | ||
torch.randn(3, 6, 9), | ||
torch.randn(3, 9, 5), | ||
fusible_ops={"aten::baddbmm"}, | ||
) | ||
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def test_baddbmm_broadcast_tracing_error(self): | ||
"""Test of the PyTorch baddbmm with broadcasting add on Glow, w/ trace + error""" | ||
utils.compare_tracing_methods_error( | ||
SimpleBAddBmmModule(), | ||
torch.randn(4), | ||
torch.randn(3, 6, 9), | ||
torch.randn(3, 9, 5), | ||
fusible_ops={"aten::baddbmm"}, | ||
) |