test_maxpool_001.py

# Copyright 2019 Huawei Technologies Co., Ltd
#
# 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 datetime
import os

from base import TestBase
import pytest
from test_run.maxpool_run import maxpool_run

############################################################
# TestCase= class: put to tests/*/
############################################################


class TestCase(TestBase):
    def setup(self):
        case_name = "test_akg_maxpool_001"
        case_path = os.getcwd()

        # params init
        self.params_init(case_name, case_path)

        self.caseresult = True
        self._log.info("============= {0} Setup case============".format(self.casename))
        self.testarg = [
            # testflag,opfuncname,testRunArgs:shape,kernel,stride,pad,hybrid,dtype,dimArgs
            # reid
            ("reid_mp_fp16_01", maxpool_run, ((2, 16, 40, 24, 16), (1, 1), (2, 2), (0, 0, 0, 0), True, "float16")),
            ("reid_mp_fp32_01", maxpool_run, ((2, 16, 40, 24, 16), (1, 1), (2, 2), (0, 0, 0, 0), True, "float32")),
            # others
            ("001_maxpool_fp16", maxpool_run, ((1, 1, 16, 16, 16), (2, 2), (1, 1), (0, 0, 0, 0), True, "float16")),
            ("002_maxpool_fp16", maxpool_run, ((1, 1, 16, 16, 16), (2, 2), (2, 2), (1, 1, 1, 1), True, "float16")),
            ("003_maxpool_fp16", maxpool_run, ((1, 1, 16, 16, 16), (2, 2), (1, 1), (1, 1, 1, 1), True, "float16")),
            # ("004_maxpool_fp16", maxpool_run, ((1, 1, 29, 29, 16), (2, 2), (1, 1), (1, 1, 1, 1), True, "float16")),
            ("005_maxpool_fp16", maxpool_run, ((1, 1, 30, 30, 16), (2, 2), (1, 1), (0, 0, 0, 0), True, "float16")),
            ("006_maxpool_fp16", maxpool_run, ((1, 2, 16, 16, 16), (4, 4), (3, 3), (1, 1, 1, 1), True, "float16")),
            ("007_maxpool_fp16", maxpool_run, ((1, 1, 17, 17, 16), (3, 3), (2, 2), (1, 1, 1, 1), True, "float16")),
            #("008_maxpool_fp16", maxpool_run, ((1, 1, 30, 30, 16), (2, 2), (1, 1), (1, 1, 1, 1), True, "float16")),

            # not hybrid
            ("not_hybrid_01", maxpool_run, ((2, 16, 40, 24, 16), (1, 1), (2, 2), (0, 0, 0, 0), False, "float16")),

            # not hybrid manual schedule
            ("manual_schedule_01", maxpool_run, ((2, 16, 40, 24, 16), (1, 1), (2, 2), (0, 0, 0, 0), False, "float16"), [(1, 1), (1, 1), (16, 16), (16, 16), (1, 1)], False),
        ]
        self.testarg_l1 = [
            ("009_maxpool_fp16", maxpool_run, ((1, 1, 126, 16, 16), (4, 4), (3, 3), (1, 1, 1, 1), True, "float16")),
            ("010_maxpool_fp16", maxpool_run, ((128, 3, 16, 16, 16), (4, 4), (3, 3), (1, 1, 1, 1), True, "float16")),
        ]
        self.testarg_aic = [
        ]
        self.testarg_cloud = [
            # testflag,opfuncname,testRunArgs:shape,kernel,stride,pad,dtype, dimArgs
            # resnet 50
            ("resnet50_maxpool_fp16_c", maxpool_run, ((32, 4, 112, 112, 16), (3, 3), (2, 2), (1, 1, 1, 1), True, "float16")),
            ("resnet50_maxpool_fp16_t", maxpool_run, ((32, 4, 112, 112, 16), (3, 3), (2, 2), (0, 1, 0, 1), True, "float16")),
            ("resnet50_maxpool_fp16_t2", maxpool_run, ((32, 4, 112, 112, 16), (3, 3), (2, 2), 'SAME', True, "float16")),
            ("resnet50_maxpool_fp16_p", maxpool_run, ((32, 4, 112, 112, 16), (3, 3), (2, 2), (1, 0, 1, 0), True, "float16")),
            ("resnet50_maxpool_fp32_c", maxpool_run, ((32, 4, 112, 112, 16), (3, 3), (2, 2), (1, 1, 1, 1), True, "float32")),
            ("resnet50_maxpool_fp32_t", maxpool_run, ((32, 4, 112, 112, 16), (3, 3), (2, 2), (0, 1, 0, 1), True, "float32")),
            ("resnet50_maxpool_fp32_t2", maxpool_run, ((32, 4, 112, 112, 16), (3, 3), (2, 2), 'SAME', True, "float32")),
            ("resnet50_maxpool_fp32_p", maxpool_run, ((32, 4, 112, 112, 16), (3, 3), (2, 2), (1, 0, 1, 0), True, "float32")),
        ]
        self.testarg_level2 = [
            # testflag,opfuncname,testRunArgs:shape,kernel,stride,pad,dtype, dimArgs
            ("01_maxpool", maxpool_run, ((1, 1, 11, 54, 16), [18, 18], [6, 6], [1, 1, 1, 1], True, "float32")),
            # ("005_maxpool", maxpool_run, ((1,1,16,16,16),(2,2),(2,2),(3,3,3,3), True,   "float16")), # Variable not found in isl
            # ("004_maxpool", maxpool_run, ((1,1,16,16,16),(2,2),(3,3),(2,2,2,2), True,  "float16")), # false Variable not found in isl
            # ("002_maxpool", maxpool_run, ((1,1,16,16,16),(2,2),(2,2),(1,1,1,1), True,  "float32")), # terminate called after throwing an instance of 'std::logic_error'
            # ("011_maxpool", maxpool_run, ((1,1,30,30,16),(2,2),(1,1),(2,2,2,2), True,  "float16")), # terminate called after throwing an instance of 'std::logic_error'

        ]
        return

    @pytest.mark.rpc_mini
    @pytest.mark.level0
    @pytest.mark.env_onecard
    @pytest.mark.platform_x86_ascend_training
    def test_run(self):
        self.common_run(self.testarg)

    @pytest.mark.level1
    @pytest.mark.env_onecard
    @pytest.mark.platform_x86_ascend_training
    def test_run_l1(self):
        self.common_run(self.testarg_l1 + self.testarg_cloud)

    @pytest.mark.aicmodel
    @pytest.mark.env_onecard
    @pytest.mark.platform_x86_ascend_training
    def test_run_aic(self):
        self.common_run(self.testarg_aic)

    @pytest.mark.rpc_cloud
    @pytest.mark.env_onecard
    @pytest.mark.platform_x86_ascend_training
    def test_run_cloud(self):
        self.common_run(self.testarg_cloud)

    @pytest.mark.level2
    @pytest.mark.env_onecard
    @pytest.mark.platform_x86_ascend_training
    def test_run_level2(self):
        self.common_run(self.testarg_level2)

    def teardown(self):

        self._log.info("============= {0} Teardown============".format(self.casename))
        return