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@ -11,6 +11,9 @@
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# See the License for the specific language governing permissions and
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# limitations under the License.
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# limitations under the License.
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"""
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Unit testing for affine_channel_op
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"""
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from __future__ import print_function
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from __future__ import print_function
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@ -36,9 +39,9 @@ class TestAffineChannelOp(OpTest):
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self.op_type = "affine_channel"
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self.op_type = "affine_channel"
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self.init_test_case()
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self.init_test_case()
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x = np.random.random(self.shape).astype("float32")
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x = np.random.random(self.shape).astype("float64")
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scale = np.random.random(self.C).astype("float32")
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scale = np.random.random(self.C).astype("float64")
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bias = np.random.random(self.C).astype("float32")
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bias = np.random.random(self.C).astype("float64")
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y = affine_channel(x, scale, bias, self.layout)
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y = affine_channel(x, scale, bias, self.layout)
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@ -59,15 +62,15 @@ class TestAffineChannelOp(OpTest):
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self.check_grad(['X'], 'Out', no_grad_set=set(['Scale', 'Bias']))
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self.check_grad(['X'], 'Out', no_grad_set=set(['Scale', 'Bias']))
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def init_test_case(self):
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def init_test_case(self):
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self.shape = [2, 32, 14, 14]
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self.shape = [2, 8, 12, 12]
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self.C = 32
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self.C = 8
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self.layout = 'NCHW'
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self.layout = 'NCHW'
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class TestAffineChannelNHWC(TestAffineChannelOp):
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class TestAffineChannelNHWC(TestAffineChannelOp):
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def init_test_case(self):
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def init_test_case(self):
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self.shape = [2, 14, 14, 32]
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self.shape = [2, 12, 12, 16]
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self.C = 32
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self.C = 16
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self.layout = 'NHWC'
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self.layout = 'NHWC'
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def test_check_grad_stopgrad_dx(self):
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def test_check_grad_stopgrad_dx(self):
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@ -79,8 +82,8 @@ class TestAffineChannelNHWC(TestAffineChannelOp):
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class TestAffineChannel2D(TestAffineChannelOp):
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class TestAffineChannel2D(TestAffineChannelOp):
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def init_test_case(self):
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def init_test_case(self):
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self.shape = [16, 64]
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self.shape = [8, 32]
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self.C = 64
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self.C = 32
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self.layout = 'NCHW'
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self.layout = 'NCHW'
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def test_check_grad_stopgrad_dx(self):
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def test_check_grad_stopgrad_dx(self):
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@ -90,29 +93,28 @@ class TestAffineChannel2D(TestAffineChannelOp):
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return
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return
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class TestAffineChannelNCHWLargeShape(TestAffineChannelOp):
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# TODO(qingqing): disable unit testing for large shape
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def init_test_case(self):
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#class TestAffineChannelNCHWLargeShape(TestAffineChannelOp):
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self.shape = [4, 128, 112, 112]
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# def init_test_case(self):
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self.C = 128
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# self.shape = [4, 128, 112, 112]
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self.layout = 'NCHW'
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# self.C = 128
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# self.layout = 'NCHW'
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# since the gradient check is very slow in large shape, so skip check_grad
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#
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def test_check_grad(self):
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# # since the gradient check is very slow in large shape, so skip check_grad
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pass
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# def test_check_grad(self):
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# pass
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def test_check_grad_stopgrad_dx(self):
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#
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pass
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# def test_check_grad_stopgrad_dx(self):
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# pass
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def test_check_grad_stopgrad_dscale_dbias(self):
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#
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pass
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# def test_check_grad_stopgrad_dscale_dbias(self):
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# pass
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class TestAffineChannelNHWCLargeShape(TestAffineChannelNCHWLargeShape):
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#class TestAffineChannelNHWCLargeShape(TestAffineChannelNCHWLargeShape):
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def init_test_case(self):
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# def init_test_case(self):
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self.shape = [64, 32, 32, 128]
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# self.shape = [64, 32, 32, 128]
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self.C = 128
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# self.C = 128
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self.layout = 'NHWC'
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# self.layout = 'NHWC'
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if __name__ == '__main__':
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if __name__ == '__main__':
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unittest.main()
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unittest.main()
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