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Function Test

tensorflow/python/kernel_tests/qr_op_test.py:127–164  ·  view source on GitHub ↗
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125
126 @test_util.run_v1_only("b/120545219")
127 def Test(self):
128 np.random.seed(1)
129 x_np = np.random.uniform(
130 low=-1.0, high=1.0, size=np.prod(shape_)).reshape(shape_).astype(dtype_)
131 if is_complex:
132 x_np += 1j * np.random.uniform(
133 low=-1.0, high=1.0,
134 size=np.prod(shape_)).reshape(shape_).astype(dtype_)
135
136 with self.session(use_gpu=True) as sess:
137 if use_static_shape_:
138 x_tf = constant_op.constant(x_np)
139 else:
140 x_tf = array_ops.placeholder(dtype_)
141 q_tf, r_tf = linalg_ops.qr(x_tf, full_matrices=full_matrices_)
142
143 if use_static_shape_:
144 q_tf_val, r_tf_val = self.evaluate([q_tf, r_tf])
145 else:
146 q_tf_val, r_tf_val = sess.run([q_tf, r_tf], feed_dict={x_tf: x_np})
147
148 q_dims = q_tf_val.shape
149 np_q = np.ndarray(q_dims, dtype_)
150 np_q_reshape = np.reshape(np_q, (-1, q_dims[-2], q_dims[-1]))
151 new_first_dim = np_q_reshape.shape[0]
152
153 x_reshape = np.reshape(x_np, (-1, x_np.shape[-2], x_np.shape[-1]))
154 for i in range(new_first_dim):
155 if full_matrices_:
156 np_q_reshape[i, :, :], _ = np.linalg.qr(
157 x_reshape[i, :, :], mode="complete")
158 else:
159 np_q_reshape[i, :, :], _ = np.linalg.qr(
160 x_reshape[i, :, :], mode="reduced")
161 np_q = np.reshape(np_q_reshape, q_dims)
162 CompareOrthogonal(self, np_q, q_tf_val, min(shape_[-2:]))
163 CheckApproximation(self, x_np, q_tf_val, r_tf_val)
164 CheckUnitary(self, q_tf_val)
165
166 return Test
167

Callers

nothing calls this directly

Calls 15

CompareOrthogonalFunction · 0.85
reshapeMethod · 0.80
uniformMethod · 0.80
qrMethod · 0.80
CheckApproximationFunction · 0.70
CheckUnitaryFunction · 0.70
rangeFunction · 0.50
minFunction · 0.50
seedMethod · 0.45
sessionMethod · 0.45
constantMethod · 0.45
placeholderMethod · 0.45

Tested by

no test coverage detected