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paddlepaddle--paddle/test/xpu/test_compare_op_xpu.py
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2026-07-13 12:40:42 +08:00

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Python

# Copyright (c) 2023 PaddlePaddle 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
import numpy as np
from get_test_cover_info import (
XPUOpTestWrapper,
create_test_class,
get_xpu_op_support_types,
)
from op_test import convert_float_to_uint16, convert_uint16_to_float
from op_test_xpu import XPUOpTest
import paddle
class TestCompareOpBase(XPUOpTest):
def setUp(self):
self.place = paddle.XPUPlace(0)
self.config()
self.set_case()
self.inputs = {'X': self.x, 'Y': self.y}
self.outputs = {'Out': self.result}
def set_case(self):
self.x = np.random.uniform(
self.lbound, self.hbound, self.x_shape
).astype('float32')
self.y = np.random.uniform(
self.lbound, self.hbound, self.y_shape
).astype('float32')
if self.dtype == np.uint16:
self.x = convert_float_to_uint16(self.x)
self.y = convert_float_to_uint16(self.y)
x_fp32 = convert_uint16_to_float(self.x)
y_fp32 = convert_uint16_to_float(self.y)
self.result = convert_float_to_uint16(self.compute(x_fp32, y_fp32))
else:
self.x = self.x.astype(self.dtype)
self.y = self.y.astype(self.dtype)
self.result = self.compute(self.x, self.y)
def config(self):
self.dtype = np.float32
self.op_type = 'less_than'
self.compute = np.less
self.lbound = -100
self.hbound = 100
self.x_shape = [11, 17]
self.y_shape = [11, 17]
def test_check_output(self):
paddle.enable_static()
self.check_output_with_place(self.place)
class XPUTestLessThanOP(XPUOpTestWrapper):
def __init__(self):
self.op_name = 'less_than'
self.use_dynamic_create_class = False
class LessThanOpTestCase1(TestCompareOpBase):
def config(self):
self.dtype = self.in_type
self.op_type = 'less_than'
self.compute = np.less
self.set_data()
def set_data(self):
self.lbound = -100
self.hbound = 100
self.x_shape = [11, 17]
self.y_shape = [11, 17]
class LessThanOpTestCase2(LessThanOpTestCase1):
def set_data(self):
self.lbound = -200
self.hbound = 200
self.x_shape = [11, 17]
self.y_shape = [1]
class LessThanOpTestCase3(LessThanOpTestCase1):
def set_data(self):
self.lbound = -300
self.hbound = 300
self.x_shape = [11, 17, 29]
self.y_shape = [1]
class LessThanOpTestCase4(LessThanOpTestCase1):
def set_data(self):
self.lbound = -200
self.hbound = 200
self.x_shape = [16, 64, 512]
self.y_shape = [1]
class LessThanOpTestCase5(LessThanOpTestCase1):
def set_data(self):
self.lbound = -100
self.hbound = 100
self.x_shape = [16, 64, 512]
self.y_shape = [16, 64, 512]
class LessThanOpTestCase_ZeroDim1(LessThanOpTestCase1):
def set_data(self):
self.lbound = -100
self.hbound = 100
self.x_shape = []
self.y_shape = []
class LessThanOpTestCase_ZeroDim2(LessThanOpTestCase1):
def set_data(self):
self.lbound = -100
self.hbound = 100
self.x_shape = []
self.y_shape = [11, 17]
class LessThanOpTestCase_ZeroDim3(LessThanOpTestCase1):
def set_data(self):
self.lbound = -100
self.hbound = 100
self.x_shape = [11, 17]
self.y_shape = []
support_types = get_xpu_op_support_types('less_than')
for stype in support_types:
create_test_class(globals(), XPUTestLessThanOP, stype)
class XPUTestLessEqualOp(XPUOpTestWrapper):
def __init__(self):
self.op_name = 'less_equal'
self.use_dynamic_create_class = False
class LessEqualOpTestCase1(TestCompareOpBase):
def config(self):
self.dtype = self.in_type
self.op_type = 'less_equal'
self.compute = np.less_equal
self.set_data()
def set_data(self):
self.lbound = -100
self.hbound = 100
self.x_shape = [11, 17]
self.y_shape = [11, 17]
class LessEqualOpTestCase2(LessEqualOpTestCase1):
def set_data(self):
self.lbound = -100
self.hbound = 100
self.x_shape = [11, 17, 255]
self.y_shape = [11, 17, 255]
class LessEqualOpTestCase3(LessEqualOpTestCase1):
def set_data(self):
self.lbound = -200
self.hbound = 200
self.x_shape = [11, 17, 255]
self.y_shape = [1]
class LessEqualOpTestCase4(LessEqualOpTestCase1):
def set_data(self):
self.lbound = -200
self.hbound = 200
self.x_shape = [11, 17]
self.y_shape = [1]
class LessEqualOpTestCase5(LessEqualOpTestCase1):
def set_data(self):
self.lbound = -200
self.hbound = 200
self.x_shape = [16, 64, 512]
self.y_shape = [16, 64, 512]
class LessEqualOpTestCase_ZeroDim1(LessEqualOpTestCase1):
def set_data(self):
self.lbound = -100
self.hbound = 100
self.x_shape = []
self.y_shape = []
class LessEqualOpTestCase_ZeroDim2(LessEqualOpTestCase1):
def set_data(self):
self.lbound = -100
self.hbound = 100
self.x_shape = []
self.y_shape = [11, 17]
class LessEqualOpTestCase_ZeroDim3(LessEqualOpTestCase1):
def set_data(self):
self.lbound = -100
self.hbound = 100
self.x_shape = [11, 17]
self.y_shape = []
support_types = get_xpu_op_support_types('less_equal')
for stype in support_types:
create_test_class(globals(), XPUTestLessEqualOp, stype)
class XPUTestGreaterThanOp(XPUOpTestWrapper):
def __init__(self):
self.op_name = 'greater_than'
self.use_dynamic_create_class = False
class GreaterThanOpTestCase1(TestCompareOpBase):
def config(self):
self.dtype = self.in_type
self.op_type = 'greater_than'
self.compute = np.greater
self.set_data()
def set_data(self):
self.lbound = -200
self.hbound = 200
self.x_shape = [16, 64, 512]
self.y_shape = [16, 64, 512]
class GreaterThanOpTestCase2(GreaterThanOpTestCase1):
def set_data(self):
self.lbound = -100
self.hbound = 100
self.x_shape = [16, 64, 512]
self.y_shape = [1]
class GreaterThanOpTestCase3(GreaterThanOpTestCase1):
def set_data(self):
self.lbound = -100
self.hbound = 100
self.x_shape = [11, 17]
self.y_shape = [1]
class GreaterThanOpTestCase4(GreaterThanOpTestCase1):
def set_data(self):
self.lbound = -100
self.hbound = 100
self.x_shape = [11, 17]
self.y_shape = [11, 17]
class GreaterThanOpTestCase5(GreaterThanOpTestCase1):
def set_data(self):
self.lbound = -100
self.hbound = 100
self.x_shape = [10, 10, 20, 20]
self.y_shape = [10, 10, 20, 20]
class GreaterThanOpTestCase_ZeroDim1(GreaterThanOpTestCase1):
def set_data(self):
self.lbound = -100
self.hbound = 100
self.x_shape = []
self.y_shape = []
class GreaterThanOpTestCase_ZeroDim2(GreaterThanOpTestCase1):
def set_data(self):
self.lbound = -100
self.hbound = 100
self.x_shape = []
self.y_shape = [11, 17]
class GreaterThanOpTestCase_ZeroDim3(GreaterThanOpTestCase1):
def set_data(self):
self.lbound = -100
self.hbound = 100
self.x_shape = [11, 17]
self.y_shape = []
support_types = get_xpu_op_support_types('greater_than')
for stype in support_types:
create_test_class(globals(), XPUTestGreaterThanOp, stype)
class XPUTestGreaterEqualOp(XPUOpTestWrapper):
def __init__(self):
self.op_name = 'greater_equal'
self.use_dynamic_create_class = False
class GreaterEqualOpTestCase1(TestCompareOpBase):
def config(self):
self.dtype = self.in_type
self.op_type = 'greater_equal'
self.compute = np.greater_equal
self.set_data()
def set_data(self):
self.lbound = -100
self.hbound = 100
self.x_shape = [10, 10, 20, 20]
self.y_shape = [10, 10, 20, 20]
class GreaterEqualOpTestCase2(GreaterEqualOpTestCase1):
def set_data(self):
self.lbound = -100
self.hbound = 100
self.x_shape = [10, 10]
self.y_shape = [10, 10]
class GreaterEqualOpTestCase3(GreaterEqualOpTestCase1):
def set_data(self):
self.lbound = -200
self.hbound = 200
self.x_shape = [512, 512, 2]
self.y_shape = [1]
class GreaterEqualOpTestCase4(GreaterEqualOpTestCase1):
def set_data(self):
self.lbound = -100
self.hbound = 100
self.x_shape = [10, 10, 20, 20]
self.y_shape = [1]
class GreaterEqualOpTestCase5(GreaterEqualOpTestCase1):
def set_data(self):
self.lbound = -100
self.hbound = 100
self.x_shape = [10, 30, 15]
self.y_shape = [10, 30, 15]
class GreaterEqualOpTestCase_ZeroDim1(GreaterEqualOpTestCase1):
def set_data(self):
self.lbound = -100
self.hbound = 100
self.x_shape = []
self.y_shape = []
class GreaterEqualOpTestCase_ZeroDim2(GreaterEqualOpTestCase1):
def set_data(self):
self.lbound = -100
self.hbound = 100
self.x_shape = []
self.y_shape = [11, 17]
class GreaterEqualOpTestCase_ZeroDim3(GreaterEqualOpTestCase1):
def set_data(self):
self.lbound = -100
self.hbound = 100
self.x_shape = [11, 17]
self.y_shape = []
support_types = get_xpu_op_support_types('greater_equal')
for stype in support_types:
create_test_class(globals(), XPUTestGreaterEqualOp, stype)
class XPUTestEqualOp(XPUOpTestWrapper):
def __init__(self):
self.op_name = 'equal'
self.use_dynamic_create_class = False
class EqualOpTestCase1(TestCompareOpBase):
def config(self):
self.dtype = self.in_type
self.op_type = 'equal'
self.compute = np.equal
self.set_data()
def set_data(self):
self.lbound = -100
self.hbound = 100
self.x_shape = [10, 30, 15]
self.y_shape = [10, 30, 15]
class EqualOpTestCase2(EqualOpTestCase1):
def set_data(self):
self.lbound = -100
self.hbound = 100
self.x_shape = [10, 30, 15]
self.y_shape = [1]
class EqualOpTestCase3(EqualOpTestCase1):
def set_data(self):
self.lbound = -200
self.hbound = 200
self.x_shape = [10, 30]
self.y_shape = [10, 30]
class EqualOpTestCase4(EqualOpTestCase1):
def set_data(self):
self.lbound = -100
self.hbound = 100
self.x_shape = [256, 256, 10]
self.y_shape = [256, 256, 10]
class EqualOpTestCase5(EqualOpTestCase1):
def set_data(self):
self.lbound = -100
self.hbound = 100
self.x_shape = [11, 17]
self.y_shape = [1]
class EqualOpTestCase_ZeroDim1(EqualOpTestCase1):
def set_data(self):
self.lbound = -100
self.hbound = 100
self.x_shape = []
self.y_shape = []
class EqualOpTestCase_ZeroDim2(EqualOpTestCase1):
def set_data(self):
self.lbound = -100
self.hbound = 100
self.x_shape = []
self.y_shape = [11, 17]
class EqualOpTestCase_ZeroDim3(EqualOpTestCase1):
def set_data(self):
self.lbound = -100
self.hbound = 100
self.x_shape = [11, 17]
self.y_shape = []
class EqualOpTestCaseBoolBase(TestCompareOpBase):
def config(self):
self.dtype = np.bool_
self.op_type = 'equal'
self.compute = np.equal
self.choices = [True, False]
self.set_shape()
def set_shape(self):
self.x_shape = [11, 17]
self.y_shape = [11, 17]
def set_case(self):
self.x = np.random.choice(self.choices, self.x_shape)
self.y = np.random.choice(self.choices, self.y_shape)
self.result = self.compute(self.x, self.y)
class EqualOpTestCaseBool1(EqualOpTestCaseBoolBase):
def set_shape(self):
self.x_shape = [11, 17]
self.y_shape = [1]
class EqualOpTestCaseBool2(EqualOpTestCaseBoolBase):
def set_shape(self):
self.x_shape = [1]
self.y_shape = [11, 17]
support_types = get_xpu_op_support_types('equal')
for stype in support_types:
create_test_class(globals(), XPUTestEqualOp, stype)
class XPUTestNotEqualOp(XPUOpTestWrapper):
def __init__(self):
self.op_name = 'not_equal'
self.use_dynamic_create_class = False
class NotEqualOpTestCase1(TestCompareOpBase):
def config(self):
self.dtype = self.in_type
self.op_type = 'not_equal'
self.compute = np.not_equal
self.set_data()
def set_data(self):
self.lbound = -100
self.hbound = 100
self.x_shape = [11, 17]
self.y_shape = [1]
class NotEqualOpTestCase2(NotEqualOpTestCase1):
def set_data(self):
self.lbound = -200
self.hbound = 200
self.x_shape = [11, 17]
self.y_shape = [11, 17]
class NotEqualOpTestCase3(NotEqualOpTestCase1):
def set_data(self):
self.lbound = -200
self.hbound = 200
self.x_shape = [11, 17, 30]
self.y_shape = [1]
class NotEqualOpTestCase4(NotEqualOpTestCase1):
def set_data(self):
self.lbound = -200
self.hbound = 200
self.x_shape = [256, 256, 10]
self.y_shape = [256, 256, 10]
class NotEqualOpTestCase5(NotEqualOpTestCase1):
def set_data(self):
self.lbound = -100
self.hbound = 100
self.x_shape = [512, 128]
self.y_shape = [512, 128]
class NotEqualOpTestCase_ZeroDim1(NotEqualOpTestCase1):
def set_data(self):
self.lbound = -100
self.hbound = 100
self.x_shape = []
self.y_shape = []
class NotEqualOpTestCase_ZeroDim2(NotEqualOpTestCase1):
def set_data(self):
self.lbound = -100
self.hbound = 100
self.x_shape = []
self.y_shape = [11, 17]
class NotEqualOpTestCase_ZeroDim3(NotEqualOpTestCase1):
def set_data(self):
self.lbound = -100
self.hbound = 100
self.x_shape = [11, 17]
self.y_shape = []
support_types = get_xpu_op_support_types('not_equal')
for stype in support_types:
create_test_class(globals(), XPUTestNotEqualOp, stype)
if __name__ == '__main__':
unittest.main()