# Copyright (c) 2023 CINN Authors. All Rights Reserved. # # 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. import unittest from op_mapper_test import OpMapperTest import numpy as np import paddle class TestCholeskyOp(OpMapperTest): def init_input_data(self): matrix = self.random([3, 3], "float32") matrix_t = np.transpose(matrix, [1, 0]) x = np.dot(matrix, matrix_t) self.feed_data = { 'x': x, } def set_op_type(self): return "cholesky" def set_op_inputs(self): x = paddle.static.data( name='x', shape=self.feed_data['x'].shape, dtype=self.feed_data['x'].dtype) return {'X': [x]} def set_op_attrs(self): return {"upper": False} def set_op_outputs(self): return {'Out': [str(self.feed_data['x'].dtype)]} def test_check_results(self): self.check_outputs_and_grads() class TestCholeskyOpCase1(TestCholeskyOp): def init_input_data(self): matrix = self.random([5, 5], "float64") matrix_t = np.transpose(matrix, [1, 0]) x = np.dot(matrix, matrix_t) self.feed_data = { 'x': x, } def set_op_attrs(self): return {"upper": True} class TestCholeskyOpCase2(TestCholeskyOp): def init_input_data(self): matrix = self.random([3, 3], "float32") matrix_t = np.transpose(matrix, [1, 0]) x = np.dot(matrix, matrix_t) x = x * np.ones(shape=(3, 3, 3)) self.feed_data = { 'x': x, } def set_op_attrs(self): return {"upper": False} class TestCholeskyOpCase3(TestCholeskyOp): def init_input_data(self): matrix = self.random([3, 3], "float32") matrix_t = np.transpose(matrix, [1, 0]) x = np.dot(matrix, matrix_t) x = x * np.ones(shape=(2, 3, 3, 3)) self.feed_data = { 'x': x, } def set_op_attrs(self): return {"upper": True} if __name__ == "__main__": unittest.main()