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Posted to dev@singa.apache.org by GitBox <gi...@apache.org> on 2019/08/14 13:45:12 UTC
[GitHub] [incubator-singa] pinpom commented on a change in pull request
#499: SINGA -475 add Div operator
pinpom commented on a change in pull request #499: SINGA -475 add Div operator
URL: https://github.com/apache/incubator-singa/pull/499#discussion_r313881460
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File path: test/python/test_operation.py
##########
@@ -791,69 +791,23 @@ def test_Sub_cpu(self):
x1.to_device(cpu_dev)
dy.to_device(cpu_dev)
- result = autograd.sub(x0, x1)
+ result = autograd.div(x0, x1)
dx0, dx1 = result.creator.backward(dy.data)
- DX0 = np.multiply(DY, 1.0)
- DX1 = np.multiply(DY, -1.0)
+ G0 = 1.0 / X1
+ DX0 = np.multiply(G0, DY)
+ G1 = np.divide(-X0, np.square(X1))
+ DX1 = np.multiply(G1, DY)
np.testing.assert_array_almost_equal(tensor.to_numpy(result), XT, decimal=5)
np.testing.assert_array_almost_equal(tensor.to_numpy(tensor.from_raw_tensor(dx0)), DX0, decimal=5)
np.testing.assert_array_almost_equal(tensor.to_numpy(tensor.from_raw_tensor(dx1)), DX1, decimal=5)
-
- def test_Sub_gpu(self):
+
+ def test_Div_gpu(self):
X0 = np.array([7, -5, 0.2, -0.1, 0.3, 4]).reshape(3, 2).astype(np.float32)
X1 = np.array([0.6, -1.3, 0.1, -0.1, 0.4, 0.3]).reshape(3, 2).astype(np.float32)
- XT = np.subtract(X0, X1)
-
- DY = np.ones((3, 2), dtype = np.float32)
- x0 = tensor.from_numpy(X0)
- x1 = tensor.from_numpy(X1)
- dy = tensor.from_numpy(DY)
- x0.to_device(gpu_dev)
- x1.to_device(gpu_dev)
- dy.to_device(gpu_dev)
+ XT = np.divide(X0, X1)
-
- result = autograd.sub(x0, x1)
- dx0, dx1 = result.creator.backward(dy.data)
- DX0 = np.multiply(DY, 1.0)
- DX1 = np.multiply(DY, -1.0)
-
- np.testing.assert_array_almost_equal(tensor.to_numpy(result), XT, decimal=5)
- np.testing.assert_array_almost_equal(tensor.to_numpy(tensor.from_raw_tensor(dx0)), DX0, decimal=5)
- np.testing.assert_array_almost_equal(tensor.to_numpy(tensor.from_raw_tensor(dx1)), DX1, decimal=5)
-
- def test_Pow_cpu(self):
Review comment:
i guess i misused git command so some functions were accidently deleted. I'll create a new branch from latest master branch and create new PR for this operator
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