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test_conversion.py

Source:test_conversion.py

1# Copyright (c) 2017 Sony Corporation. All Rights Reserved.2#3# Licensed under the Apache License, Version 2.0 (the "License");4# you may not use this file except in compliance with the License.5# You may obtain a copy of the License at6#7#     http://www.apache.org/licenses/LICENSE-2.08#9# Unless required by applicable law or agreed to in writing, software10# distributed under the License is distributed on an "AS IS" BASIS,11# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.12# See the License for the specific language governing permissions and13# limitations under the License.14from nnabla.utils.converter.nnabla import NnpImporter, NnpExporter15from collections import OrderedDict16import os17import shutil18import pytest19import nnabla20import nnabla.utils.load as nnload21import numpy as np22import pdb23CAFFE2_AVAILABLE = False24try:25    import caffe2.python.onnx.backend as oc226    CAFFE2_AVAILABLE = True27except:28    pass29ONNX_AVAILABLE = False30try:31    import onnx32    ONNX_AVAILABLE = True33except:34    pass35try:36    from nnabla.utils.converter.onnx import OnnxImporter, OnnxExporter37except:38    ONNX_AVAILABLE = False39CNTK_AVAILABLE = False40try:41    import cntk42    import cntk.ops.functions as cntkf43    CNTK_AVAILABLE = True44except:45    print('Need to install CNTK for testing.')46# The directory of which the input ONNX files will be at47REFERENCE_AVAILABLE = False48TEST_DATA_DIR = os.path.abspath(os.path.join(os.path.dirname(49    __file__), '..', '..', '..', '..', '..', 'nnabla-sample-data', 'reference', 'onnx'))50if os.path.exists(TEST_DATA_DIR):51    REFERENCE_AVAILABLE = True52print(TEST_DATA_DIR)53# Set a path to this parameter (preferably the same as TEST_DATA_DIR)54# if you want to update all the NNP files55DEFAULT_NNP_EXPORT_PATH = None56try:57    from .gen_report import gen_report58except:59    print("Cannot generate report since no gen_report module.")60    def gen_report(import_result, export_result):61        pass62import_result = {}63export_result = {}64def print_buffer_shape(net):65    for k, v in net.functions.items():66        out = v.outputs[0]67        print(out.name, net.variables[out.name].variable_instance.shape)68def run_executor(nn_net, exec_name):69    """Run specified executor and return its network"""70    exe = nn_net.executors[exec_name]71    exe.network.forward(exe.forward_sequence)72    return exe.network73def convert_onnx_to_nnp_and_compare(74        tmpdir, onnx_dir, onnx_name, nnp_name, out_name, exec_name,75        backend="caffe2",76        in_img=None, in_name="",77        compare_values=True, show_onnx=False, show_nnp=False,78        show_output=False, atol=1e-08,79        export_nnp_path=DEFAULT_NNP_EXPORT_PATH):80    """Convert specified ONNX to NNP and compare each81    results ran by Caffe2 and NNabla"""82    path = os.path.join(onnx_dir, onnx_name)83    backend_out = None84    func_name = ''85    if backend == "caffe2" and CAFFE2_AVAILABLE:86        # Process onnx with caffe2 backend87        model = onnx.load(path)88        func_name = model.graph.node[0].op_type89        if show_onnx:90            print(model)91        c2out = None92        rep = oc2.prepare(model)93        if type(in_img) is np.ndarray:94            c2out = rep.run([in_img])95        else:96            c2out = rep.run([])97        # for k in rep.workspace.Blobs():98        #     v = rep.workspace.FetchBlob(k)99        #     print(k, v.shape)100        backend_out = c2out[out_name]101    elif backend == "cntk" and CNTK_AVAILABLE:102        n = cntkf.Function.load(path, format=cntk.ModelFormat.ONNX)103        cntk_out = None104        if type(in_img) is np.ndarray:105            cntk_out = n.eval({in_name: in_img})106        else:107            cntk_out = n.eval()108        backend_out = cntk_out109    else:110        raise ValueError("Unknown backend specified")111    import_result[func_name] = 'NG'112    # Process onnx with naabla113    r = OnnxImporter(path)114    nnp = r.execute()115    assert nnp is not None116    assert len(nnp.other_files) == 0117    assert nnp.protobuf is not None118    if show_nnp:119        print(nnp.protobuf)120    nnpex = NnpExporter(nnp, batch_size=0)121    nnpdir = tmpdir.mkdir("nnp")122    p = os.path.join(str(nnpdir), nnp_name)123    nnpex._export_nnp(p)124    if export_nnp_path:125        shutil.copy2(p, export_nnp_path)126    # read exported nnp and run network127    # pdb.set_trace()128    nn_net = nnload.load([p])129    if type(in_img) is np.ndarray:130        net = nn_net.executors[exec_name].network131        in_data = net.variables[in_name]132        in_data.variable_instance.d = in_img133    exe = run_executor(nn_net, exec_name)134    # print_buffer_shape(exe)135    # in_data = exe.variables["in_data_0"]136    # print(in_data.variable_instance.d)137    nnout = exe.variables[out_name].variable_instance.d138    # print(nnout.variable_instance.d)139    # Compare both naabla and backend results140    if show_output:141        print(backend_out, nnout)142    assert backend_out.shape == nnout.shape143    if compare_values:144        assert np.allclose(backend_out, nnout, atol=atol)145        import_result[func_name] = 'OK'146def convert_nnp_to_onnx_and_compare(147        tmpdir, nnp_dir, nnp_name, onnx_name, out_name, exec_name,148        backend="caffe2",149        in_img=None, in_name="", compare_values=True, show_nnp=False,150        show_onnx=False, show_output=False, atol=1e-08,151        export_onnx_path=None):152    """Convert specified NNP to ONNX and compare153    each results ran by CNTK and NNabla"""154    # Process nnp with nnabla155    path = os.path.join(nnp_dir, nnp_name)156    nn_net = nnload.load([path])157    if type(in_img) is np.ndarray:158        net = nn_net.executors[exec_name].network159        in_data = net.variables[in_name]160        in_data.variable_instance.d = in_img161    exe = run_executor(nn_net, exec_name)162    nnout = exe.variables[out_name].variable_instance.d163    # Convert nnp to ONNX164    r = NnpImporter(path)165    nnp = r.execute()166    assert nnp is not None167    assert len(nnp.other_files) == 0168    assert nnp.protobuf is not None169    if show_nnp:170        print(nnp.protobuf)171    func_name = nnp.protobuf.network[0].function[0].type172    print(func_name)173    export_result[func_name] = 'NG'174    onnxex = OnnxExporter(nnp, -1)175    onnxdir = tmpdir.mkdir("onnx")176    p = os.path.join(str(onnxdir), onnx_name)177    onnxex.execute(p)178    if export_onnx_path:179        shutil.copy2(p, export_onnx_path)180    # read exported onnx and run network181    model = onnx.load(p)182    if show_onnx:183        print(model)184    # pdb.set_trace()185    backend_out = None186    if backend == "caffe2" and CAFFE2_AVAILABLE:187        # Process onnx with caffe2 backend188        c2out = None189        rep = oc2.prepare(model)190        if type(in_img) is np.ndarray:191            c2out = rep.run([in_img])192        else:193            c2out = rep.run([])194        # for k in rep.workspace.Blobs():195        #     v = rep.workspace.FetchBlob(k)196        #     print(k, v.shape)197        backend_out = c2out[out_name]198    elif backend == "cntk" and CNTK_AVAILABLE:199        n = cntkf.Function.load(p, format=cntk.ModelFormat.ONNX)200        cntk_out = None201        if type(in_img) is np.ndarray:202            cntk_out = n.eval({in_name: in_img})203        else:204            cntk_out = n.eval()205        backend_out = cntk_out206    else:207        raise ValueError("Unknown backend specified")208    # Compare both naabla and backend out results209    if show_output:210        print(backend_out, nnout)211    assert backend_out.shape == nnout.shape212    if compare_values:213        assert np.allclose(backend_out, nnout, atol=atol)214        export_result[func_name] = 'OK'215@pytest.fixture216def nnp_fixture():217    # We need to remove all parameters for each test case218    # because the buffer shape will differ while having same names219    nnabla.clear_parameters()220@pytest.fixture(scope="module", autouse=True)221def gen_report_fixture():222    yield223    gen_report(import_result, export_result)224def test_onnx_nnp_conversion_concat(tmpdir, nnp_fixture):225    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):226        pytest.skip('CAFFE2 does not installed.')227    convert_onnx_to_nnp_and_compare(tmpdir, TEST_DATA_DIR,228                                    "concat.onnx", "concat.nnp",229                                    "out_data_1", "exec_0")230def test_nnp_onnx_conversion_concat(tmpdir, nnp_fixture):231    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):232        pytest.skip('CAFFE2 does not installed.')233    convert_nnp_to_onnx_and_compare(tmpdir, TEST_DATA_DIR,234                                    "concat.nnp", "concat.onnx",235                                    "out_data_1", "exec_0")236def test_onnx_nnp_conversion_conv(tmpdir, nnp_fixture):237    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):238        pytest.skip('CAFFE2 does not installed.')239    convert_onnx_to_nnp_and_compare(240        tmpdir, TEST_DATA_DIR, "conv.onnx", "conv.nnp", "out_data_1", "exec_0")241def test_nnp_onnx_conversion_conv(tmpdir, nnp_fixture):242    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):243        pytest.skip('CAFFE2 does not installed.')244    convert_nnp_to_onnx_and_compare(245        tmpdir, TEST_DATA_DIR, "conv.nnp", "conv.onnx", "out_data_1", "exec_0")246def test_onnx_nnp_conversion_dropout(tmpdir, nnp_fixture):247    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):248        pytest.skip('CAFFE2 does not installed.')249    # We do not check if the values match because a dropout250    # output yield random results251    convert_onnx_to_nnp_and_compare(tmpdir, TEST_DATA_DIR,252                                    "dropout.onnx", "dropout.nnp",253                                    "out_data_1", "exec_0",254                                    compare_values=False)255def test_nnp_onnx_conversion_dropout(tmpdir, nnp_fixture):256    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):257        pytest.skip('CAFFE2 does not installed.')258    # We do not check if the values match because a dropout259    # output yield random results260    convert_nnp_to_onnx_and_compare(tmpdir, TEST_DATA_DIR,261                                    "dropout.nnp", "dropout.onnx",262                                    "out_data_1", "exec_0",263                                    compare_values=False)264def test_onnx_nnp_conversion_dropout_is_test(tmpdir, nnp_fixture):265    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):266        pytest.skip('CAFFE2 does not installed.')267    convert_onnx_to_nnp_and_compare(tmpdir, TEST_DATA_DIR,268                                    "dropout_test.onnx", "dropout_test.nnp",269                                    "out_data_1", "exec_0")270def test_nnp_onnx_conversion_dropout_is_test(tmpdir, nnp_fixture):271    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):272        pytest.skip('CAFFE2 does not installed.')273    convert_nnp_to_onnx_and_compare(tmpdir, TEST_DATA_DIR,274                                    "dropout_test.nnp", "dropout_test.onnx",275                                    "out_data_1", "exec_0")276def test_onnx_nnp_conversion_gap(tmpdir, nnp_fixture):277    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):278        pytest.skip('CAFFE2 does not installed.')279    convert_onnx_to_nnp_and_compare(280        tmpdir, TEST_DATA_DIR, "gap.onnx", "gap.nnp", "out_data_1", "exec_0")281def test_nnp_onnx_conversion_gap(tmpdir, nnp_fixture):282    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):283        pytest.skip('CAFFE2 does not installed.')284    convert_nnp_to_onnx_and_compare(285        tmpdir, TEST_DATA_DIR, "gap.nnp", "gap.onnx", "out_data_1", "exec_0")286def test_onnx_nnp_conversion_maxpool(tmpdir, nnp_fixture):287    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):288        pytest.skip('CAFFE2 does not installed.')289    convert_onnx_to_nnp_and_compare(tmpdir, TEST_DATA_DIR,290                                    "maxpool.onnx", "maxpool.nnp",291                                    "out_data_1", "exec_0")292def test_nnp_onnx_conversion_maxpool(tmpdir, nnp_fixture):293    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):294        pytest.skip('CAFFE2 does not installed.')295    convert_nnp_to_onnx_and_compare(tmpdir, TEST_DATA_DIR,296                                    "maxpool.nnp", "maxpool.onnx",297                                    "out_data_1", "exec_0")298def test_onnx_nnp_conversion_maxpool_p0_s2_k3(tmpdir, nnp_fixture):299    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):300        pytest.skip('CAFFE2 does not installed.')301    convert_onnx_to_nnp_and_compare(tmpdir, TEST_DATA_DIR,302                                    "maxpool_p0_s2_k3.onnx",303                                    "maxpool_p0_s2_k3.nnp",304                                    "out_data_1", "exec_0")305def test_nnp_onnx_conversion_maxpool_p0_s3_k3(tmpdir, nnp_fixture):306    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):307        pytest.skip('CAFFE2 does not installed.')308    convert_nnp_to_onnx_and_compare(tmpdir, TEST_DATA_DIR,309                                    "maxpool_p0_s2_k3.nnp",310                                    "maxpool_p0_s2_k3.onnx",311                                    "out_data_1", "exec_0")312def test_onnx_nnp_conversion_relu(tmpdir, nnp_fixture):313    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):314        pytest.skip('CAFFE2 does not installed.')315    convert_onnx_to_nnp_and_compare(316        tmpdir, TEST_DATA_DIR, "relu.onnx", "relu.nnp", "out_data_1", "exec_0")317def test_nnp_onnx_conversion_relu(tmpdir, nnp_fixture):318    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):319        pytest.skip('CAFFE2 does not installed.')320    convert_nnp_to_onnx_and_compare(321        tmpdir, TEST_DATA_DIR, "relu.nnp", "relu.onnx", "out_data_1", "exec_0")322def test_onnx_nnp_conversion_softmax(tmpdir, nnp_fixture):323    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):324        pytest.skip('CAFFE2 does not installed.')325    convert_onnx_to_nnp_and_compare(tmpdir, TEST_DATA_DIR,326                                    "softmax.onnx", "softmax.nnp",327                                    "out_data_1", "exec_0")328def test_nnp_onnx_conversion_softmax(tmpdir, nnp_fixture):329    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):330        pytest.skip('CAFFE2 does not installed.')331    convert_nnp_to_onnx_and_compare(tmpdir, TEST_DATA_DIR,332                                    "softmax.nnp", "softmax.onnx",333                                    "out_data_1", "exec_0")334def test_onnx_nnp_conversion_average_pool(tmpdir, nnp_fixture):335    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):336        pytest.skip('CAFFE2 does not installed.')337    convert_onnx_to_nnp_and_compare(tmpdir, TEST_DATA_DIR,338                                    "average_pool.onnx", "average_pool.nnp",339                                    "out_data_1", "exec_0")340def test_nnp_onnx_conversion_average_pool(tmpdir, nnp_fixture):341    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):342        pytest.skip('CAFFE2 does not installed.')343    convert_nnp_to_onnx_and_compare(tmpdir, TEST_DATA_DIR,344                                    "average_pool.nnp", "average_pool.onnx",345                                    "out_data_1", "exec_0")346# def test_onnx_nnp_conversion_average_pool_p0_0_1_1_s1_k2(tmpdir, nnp_fixture):347#    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):348#        pytest.skip('CAFFE2 does not installed.')349#    convert_onnx_to_nnp_and_compare(tmpdir, TEST_DATA_DIR,350#                                    "average_pool_p0_0_1_1_s1_k2.onnx",351#                                    "average_pool_p0_0_1_1_s1_k2.nnp",352#                                    "out_data_1", "exec_0",353#                                    export_nnp_path=TEST_DATA_DIR)354#355#356# def test_nnp_onnx_conversion_average_pool_p0_0_1_1_s1_k2(tmpdir, nnp_fixture):357#    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):358#        pytest.skip('CAFFE2 does not installed.')359#    convert_nnp_to_onnx_and_compare(tmpdir, TEST_DATA_DIR,360#                                    "average_pool_p0_0_1_1_s1_k2.nnp",361#                                    "average_pool_p0_0_1_1_s1_k2.onnx",362#                                    "out_data_1", "exec_0")363def test_onnx_nnp_conversion_sum(tmpdir, nnp_fixture):364    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):365        pytest.skip('CAFFE2 does not installed.')366    convert_onnx_to_nnp_and_compare(tmpdir, TEST_DATA_DIR,367                                    "sum.onnx", "sum.nnp",368                                    "out_data_1", "exec_0")369def test_nnp_onnx_conversion_sum(tmpdir, nnp_fixture):370    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):371        pytest.skip('CAFFE2 does not installed.')372    convert_nnp_to_onnx_and_compare(373        tmpdir, TEST_DATA_DIR, "sum.nnp", "sum.onnx", "out_data_1", "exec_0")374def test_onnx_nnp_conversion_batch_normalization(tmpdir, nnp_fixture):375    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):376        pytest.skip('CAFFE2 does not installed.')377    convert_onnx_to_nnp_and_compare(tmpdir, TEST_DATA_DIR,378                                    "batch_norm.onnx", "batch_norm.nnp",379                                    "out_data_1", "exec_0", atol=1e-05)380def test_nnp_onnx_conversion_batch_normalization(tmpdir, nnp_fixture):381    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):382        pytest.skip('CAFFE2 does not installed.')383    convert_nnp_to_onnx_and_compare(tmpdir, TEST_DATA_DIR,384                                    "batch_norm.nnp", "batch_norm.onnx",385                                    "out_data_1", "exec_0", atol=1e-05)386def test_onnx_nnp_conversion_gemm(tmpdir, nnp_fixture):387    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):388        pytest.skip('CAFFE2 does not installed.')389    convert_onnx_to_nnp_and_compare(390        tmpdir, TEST_DATA_DIR, "gemm.onnx", "gemm.nnp", "out_data_1", "exec_0")391@pytest.mark.skip392def test_nnp_onnx_conversion_gemm(tmpdir, nnp_fixture):393    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):394        pytest.skip('CAFFE2 does not installed.')395    convert_nnp_to_onnx_and_compare(396        tmpdir, TEST_DATA_DIR, "gemm.nnp", "gemm.onnx", "out_data_1", "exec_0")397def test_onnx_nnp_conversion_add_no_broadcast(tmpdir, nnp_fixture):398    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):399        pytest.skip('CAFFE2 does not installed.')400    convert_onnx_to_nnp_and_compare(tmpdir, TEST_DATA_DIR,401                                    "add_no_broadcast.onnx",402                                    "add_no_broadcast.nnp",403                                    "out_data_1", "exec_0")404def test_nnp_onnx_conversion_add_no_broadcast(tmpdir, nnp_fixture):405    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):406        pytest.skip('CAFFE2 does not installed.')407    convert_nnp_to_onnx_and_compare(tmpdir, TEST_DATA_DIR,408                                    "add_no_broadcast.nnp",409                                    "add_no_broadcast.onnx",410                                    "out_data_1", "exec_0")411def test_onnx_nnp_conversion_add_broadcast_axis1(tmpdir, nnp_fixture):412    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):413        pytest.skip('CAFFE2 does not installed.')414    convert_onnx_to_nnp_and_compare(tmpdir, TEST_DATA_DIR,415                                    "add_broadcast_axis1.onnx",416                                    "add_broadcast_axis1.nnp",417                                    "out_data_1", "exec_0")418def test_nnp_onnx_conversion_add_broadcast_axis1(tmpdir, nnp_fixture):419    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):420        pytest.skip('CAFFE2 does not installed.')421    convert_nnp_to_onnx_and_compare(tmpdir, TEST_DATA_DIR,422                                    "add_broadcast_axis1.nnp",423                                    "add_broadcast_axis1.onnx",424                                    "out_data_1", "exec_0")425def test_onnx_nnp_conversion_mul_no_broadcast(tmpdir, nnp_fixture):426    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):427        pytest.skip('CAFFE2 does not installed.')428    convert_onnx_to_nnp_and_compare(tmpdir, TEST_DATA_DIR,429                                    "mul_no_broadcast.onnx",430                                    "mul_no_broadcast.nnp",431                                    "out_data_1", "exec_0")432def test_nnp_onnx_conversion_mul_no_broadcast(tmpdir, nnp_fixture):433    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):434        pytest.skip('CAFFE2 does not installed.')435    convert_nnp_to_onnx_and_compare(tmpdir, TEST_DATA_DIR,436                                    "mul_no_broadcast.nnp",437                                    "mul_no_broadcast.onnx",438                                    "out_data_1", "exec_0")439def test_onnx_nnp_conversion_mul_broadcast_axis1(tmpdir, nnp_fixture):440    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):441        pytest.skip('CAFFE2 does not installed.')442    convert_onnx_to_nnp_and_compare(tmpdir, TEST_DATA_DIR,443                                    "mul_broadcast_axis1.onnx",444                                    "mul_broadcast_axis1.nnp",445                                    "out_data_1", "exec_0")446def test_nnp_onnx_conversion_mul_broadcast_axis1(tmpdir, nnp_fixture):447    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):448        pytest.skip('CAFFE2 does not installed.')449    convert_nnp_to_onnx_and_compare(tmpdir, TEST_DATA_DIR,450                                    "mul_broadcast_axis1.nnp",451                                    "mul_broadcast_axis1.onnx",452                                    "out_data_1", "exec_0")453def test_onnx_nnp_conversion_constant(tmpdir, nnp_fixture):454    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):455        pytest.skip('CAFFE2 does not installed.')456    convert_onnx_to_nnp_and_compare(tmpdir, TEST_DATA_DIR,457                                    "constant.onnx", "constant.nnp",458                                    "Pooling33_Output_0", "exec_0")459@pytest.mark.skip(reason="Current version of reshape does not supported yet.")460def test_onnx_nnp_conversion_reshape(tmpdir, nnp_fixture):461    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):462        pytest.skip('CAFFE2 does not installed.')463    convert_onnx_to_nnp_and_compare(tmpdir, TEST_DATA_DIR,464                                    "reshape.onnx", "reshape.nnp",465                                    "out_data_1", "exec_0")466@pytest.mark.skip(reason="Current version of reshape does not supported yet.")467def test_nnp_onnx_conversion_reshape(tmpdir, nnp_fixture):468    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):469        pytest.skip('CAFFE2 does not installed.')470    convert_nnp_to_onnx_and_compare(tmpdir, TEST_DATA_DIR,471                                    "reshape.nnp", "reshape.onnx",472                                    "out_data_1", "exec_0")473def test_onnx_nnp_conversion_matmul(tmpdir, nnp_fixture):474    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):475        pytest.skip('CAFFE2 does not installed.')476    convert_onnx_to_nnp_and_compare(tmpdir, TEST_DATA_DIR,477                                    "matmul.onnx", "matmul.nnp",478                                    "out_data_1", "exec_0")479def test_nnp_onnx_conversion_matmul(tmpdir, nnp_fixture):480    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):481        pytest.skip('CAFFE2 does not installed.')482    convert_nnp_to_onnx_and_compare(tmpdir, TEST_DATA_DIR,483                                    "matmul.nnp", "matmul.onnx",484                                    "out_data_1", "exec_0")485def test_onnx_nnp_conversion_transpose(tmpdir, nnp_fixture):486    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):487        pytest.skip('CAFFE2 does not installed.')488    convert_onnx_to_nnp_and_compare(tmpdir, TEST_DATA_DIR,489                                    "transpose.onnx", "transpose.nnp",490                                    "out_data_1", "exec_0")491def test_nnp_onnx_conversion_transpose(tmpdir, nnp_fixture):492    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):493        pytest.skip('CAFFE2 does not installed.')494    convert_nnp_to_onnx_and_compare(tmpdir, TEST_DATA_DIR,495                                    "transpose.nnp", "transpose.onnx",496                                    "out_data_1", "exec_0")497def test_onnx_nnp_conversion_abs(tmpdir, nnp_fixture):498    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):499        pytest.skip('CAFFE2 does not installed.')500    convert_onnx_to_nnp_and_compare(501        tmpdir, TEST_DATA_DIR, "abs.onnx", "abs.nnp", "out_data_1", "exec_0")502def test_nnp_onnx_conversion_abs(tmpdir, nnp_fixture):503    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):504        pytest.skip('CAFFE2 does not installed.')505    convert_nnp_to_onnx_and_compare(506        tmpdir, TEST_DATA_DIR, "abs.nnp", "abs.onnx", "out_data_1", "exec_0")507def test_onnx_nnp_conversion_sigmoid(tmpdir, nnp_fixture):508    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):509        pytest.skip('CAFFE2 does not installed.')510    convert_onnx_to_nnp_and_compare(tmpdir, TEST_DATA_DIR,511                                    "sigmoid.onnx", "sigmoid.nnp",512                                    "out_data_1", "exec_0")513def test_nnp_onnx_conversion_sigmoid(tmpdir, nnp_fixture):514    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):515        pytest.skip('CAFFE2 does not installed.')516    convert_nnp_to_onnx_and_compare(tmpdir, TEST_DATA_DIR,517                                    "sigmoid.nnp", "sigmoid.onnx",518                                    "out_data_1", "exec_0")519def test_onnx_nnp_conversion_tanh(tmpdir, nnp_fixture):520    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):521        pytest.skip('CAFFE2 does not installed.')522    convert_onnx_to_nnp_and_compare(523        tmpdir, TEST_DATA_DIR, "tanh.onnx", "tanh.nnp", "out_data_1", "exec_0")524def test_nnp_onnx_conversion_tanh(tmpdir, nnp_fixture):525    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):526        pytest.skip('CAFFE2 does not installed.')527    convert_nnp_to_onnx_and_compare(528        tmpdir, TEST_DATA_DIR, "tanh.nnp", "tanh.onnx", "out_data_1", "exec_0")529def test_onnx_nnp_conversion_leaky_relu(tmpdir, nnp_fixture):530    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):531        pytest.skip('CAFFE2 does not installed.')532    convert_onnx_to_nnp_and_compare(tmpdir, TEST_DATA_DIR,533                                    "leaky_relu.onnx", "leaky_relu.nnp",534                                    "out_data_1", "exec_0")535def test_nnp_onnx_conversion_leaky_relu(tmpdir, nnp_fixture):536    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):537        pytest.skip('CAFFE2 does not installed.')538    convert_nnp_to_onnx_and_compare(tmpdir, TEST_DATA_DIR,539                                    "leaky_relu.nnp", "leaky_relu.onnx",540                                    "out_data_1", "exec_0")541def test_onnx_nnp_conversion_log(tmpdir, nnp_fixture):542    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):543        pytest.skip('CAFFE2 does not installed.')544    convert_onnx_to_nnp_and_compare(545        tmpdir, TEST_DATA_DIR, "log.onnx", "log.nnp", "out_data_1", "exec_0")546def test_nnp_onnx_conversion_log(tmpdir, nnp_fixture):547    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):548        pytest.skip('CAFFE2 does not installed.')549    convert_nnp_to_onnx_and_compare(550        tmpdir, TEST_DATA_DIR, "log.nnp", "log.onnx", "out_data_1", "exec_0")551def test_onnx_nnp_conversion_not(tmpdir, nnp_fixture):552    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):553        pytest.skip('CAFFE2 does not installed.')554    convert_onnx_to_nnp_and_compare(555        tmpdir, TEST_DATA_DIR, "not.onnx", "not.nnp", "out_data_1", "exec_0")556def test_nnp_onnx_conversion_not(tmpdir, nnp_fixture):557    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):558        pytest.skip('CAFFE2 does not installed.')559    convert_nnp_to_onnx_and_compare(560        tmpdir, TEST_DATA_DIR, "not.nnp", "not.onnx", "out_data_1", "exec_0")561def test_onnx_nnp_conversion_elu(tmpdir, nnp_fixture):562    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):563        pytest.skip('CAFFE2 does not installed.')564    convert_onnx_to_nnp_and_compare(565        tmpdir, TEST_DATA_DIR, "elu.onnx", "elu.nnp", "out_data_1", "exec_0")566def test_nnp_onnx_conversion_elu(tmpdir, nnp_fixture):567    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):568        pytest.skip('CAFFE2 does not installed.')569    convert_nnp_to_onnx_and_compare(570        tmpdir, TEST_DATA_DIR, "elu.nnp", "elu.onnx", "out_data_1", "exec_0")571def test_onnx_nnp_conversion_selu(tmpdir, nnp_fixture):572    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):573        pytest.skip('CAFFE2 does not installed.')574    convert_onnx_to_nnp_and_compare(575        tmpdir, TEST_DATA_DIR, "selu.onnx", "selu.nnp", "out_data_1", "exec_0")576def test_nnp_onnx_conversion_selu(tmpdir, nnp_fixture):577    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):578        pytest.skip('CAFFE2 does not installed.')579    convert_nnp_to_onnx_and_compare(580        tmpdir, TEST_DATA_DIR, "selu.nnp", "selu.onnx", "out_data_1", "exec_0")581def test_onnx_nnp_conversion_reduce_sum(tmpdir, nnp_fixture):582    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):583        pytest.skip('CAFFE2 does not installed.')584    convert_onnx_to_nnp_and_compare(tmpdir, TEST_DATA_DIR,585                                    "reduce_sum.onnx", "reduce_sum.nnp",586                                    "out_data_1", "exec_0")587def test_nnp_onnx_conversion_reduce_sum(tmpdir, nnp_fixture):588    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):589        pytest.skip('CAFFE2 does not installed.')590    convert_nnp_to_onnx_and_compare(tmpdir, TEST_DATA_DIR,591                                    "reduce_sum.nnp", "reduce_sum.onnx",592                                    "out_data_1", "exec_0")593def test_onnx_nnp_conversion_reduce_mean(tmpdir, nnp_fixture):594    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):595        pytest.skip('CAFFE2 does not installed.')596    convert_onnx_to_nnp_and_compare(tmpdir, TEST_DATA_DIR,597                                    "reduce_mean.onnx", "reduce_mean.nnp",598                                    "out_data_1", "exec_0")599def test_nnp_onnx_conversion_reduce_mean(tmpdir, nnp_fixture):600    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):601        pytest.skip('CAFFE2 does not installed.')602    convert_nnp_to_onnx_and_compare(tmpdir, TEST_DATA_DIR,603                                    "reduce_mean.nnp", "reduce_mean.onnx",604                                    "out_data_1", "exec_0")605def test_onnx_nnp_conversion_and_no_broadcast(tmpdir, nnp_fixture):606    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):607        pytest.skip('CAFFE2 does not installed.')608    convert_onnx_to_nnp_and_compare(tmpdir, TEST_DATA_DIR,609                                    "and_no_broadcast.onnx",610                                    "and_no_broadcast.nnp",611                                    "out_data_1", "exec_0")612def test_nnp_onnx_conversion_and_no_broadcast(tmpdir, nnp_fixture):613    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):614        pytest.skip('CAFFE2 does not installed.')615    convert_nnp_to_onnx_and_compare(tmpdir, TEST_DATA_DIR,616                                    "and_no_broadcast.nnp",617                                    "and_no_broadcast.onnx",618                                    "out_data_1", "exec_0")619def test_onnx_nnp_conversion_and_broadcast_axis1(tmpdir, nnp_fixture):620    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):621        pytest.skip('CAFFE2 does not installed.')622    convert_onnx_to_nnp_and_compare(tmpdir, TEST_DATA_DIR,623                                    "and_broadcast_axis1.onnx",624                                    "and_broadcast_axis1.nnp",625                                    "out_data_1", "exec_0")626def test_nnp_onnx_conversion_and_broadcast_axis1(tmpdir, nnp_fixture):627    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):628        pytest.skip('CAFFE2 does not installed.')629    convert_nnp_to_onnx_and_compare(tmpdir, TEST_DATA_DIR,630                                    "and_broadcast_axis1.nnp",631                                    "and_broadcast_axis1.onnx",632                                    "out_data_1", "exec_0")633def test_onnx_nnp_conversion_or_no_broadcast(tmpdir, nnp_fixture):634    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):635        pytest.skip('CAFFE2 does not installed.')636    convert_onnx_to_nnp_and_compare(tmpdir, TEST_DATA_DIR,637                                    "or_no_broadcast.onnx",638                                    "or_no_broadcast.nnp",639                                    "out_data_1", "exec_0")640def test_nnp_onnx_conversion_or_no_broadcast(tmpdir, nnp_fixture):641    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):642        pytest.skip('CAFFE2 does not installed.')643    convert_nnp_to_onnx_and_compare(tmpdir, TEST_DATA_DIR,644                                    "or_no_broadcast.nnp",645                                    "or_no_broadcast.onnx",646                                    "out_data_1", "exec_0")647def test_onnx_nnp_conversion_or_broadcast_axis1(tmpdir, nnp_fixture):648    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):649        pytest.skip('CAFFE2 does not installed.')650    convert_onnx_to_nnp_and_compare(tmpdir, TEST_DATA_DIR,651                                    "or_broadcast_axis1.onnx",652                                    "or_broadcast_axis1.nnp",653                                    "out_data_1", "exec_0")654def test_nnp_onnx_conversion_or_broadcast_axis1(tmpdir, nnp_fixture):655    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):656        pytest.skip('CAFFE2 does not installed.')657    convert_nnp_to_onnx_and_compare(tmpdir, TEST_DATA_DIR,658                                    "or_broadcast_axis1.nnp",659                                    "or_broadcast_axis1.onnx",660                                    "out_data_1", "exec_0")661def test_onnx_nnp_conversion_xor_no_broadcast(tmpdir, nnp_fixture):662    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):663        pytest.skip('CAFFE2 does not installed.')664    convert_onnx_to_nnp_and_compare(tmpdir, TEST_DATA_DIR,665                                    "xor_no_broadcast.onnx",666                                    "xor_no_broadcast.nnp",667                                    "out_data_1", "exec_0")668def test_nnp_onnx_conversion_xor_no_broadcast(tmpdir, nnp_fixture):669    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):670        pytest.skip('CAFFE2 does not installed.')671    convert_nnp_to_onnx_and_compare(tmpdir, TEST_DATA_DIR,672                                    "xor_no_broadcast.nnp",673                                    "xor_no_broadcast.onnx",674                                    "out_data_1", "exec_0")675def test_onnx_nnp_conversion_xor_broadcast_axis1(tmpdir, nnp_fixture):676    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):677        pytest.skip('CAFFE2 does not installed.')678    convert_onnx_to_nnp_and_compare(tmpdir, TEST_DATA_DIR,679                                    "xor_broadcast_axis1.onnx",680                                    "xor_broadcast_axis1.nnp",681                                    "out_data_1", "exec_0")682def test_nnp_onnx_conversion_xor_broadcast_axis1(tmpdir, nnp_fixture):683    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):684        pytest.skip('CAFFE2 does not installed.')685    convert_nnp_to_onnx_and_compare(tmpdir, TEST_DATA_DIR,686                                    "xor_broadcast_axis1.nnp",687                                    "xor_broadcast_axis1.onnx",688                                    "out_data_1", "exec_0")689def test_onnx_nnp_conversion_div_no_broadcast(tmpdir, nnp_fixture):690    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):691        pytest.skip('CAFFE2 does not installed.')692    convert_onnx_to_nnp_and_compare(tmpdir, TEST_DATA_DIR,693                                    "div_no_broadcast.onnx",694                                    "div_no_broadcast.nnp",695                                    "out_data_1", "exec_0")696def test_nnp_onnx_conversion_div_no_broadcast(tmpdir, nnp_fixture):697    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):698        pytest.skip('CAFFE2 does not installed.')699    convert_nnp_to_onnx_and_compare(tmpdir, TEST_DATA_DIR,700                                    "div_no_broadcast.nnp",701                                    "div_no_broadcast.onnx",702                                    "out_data_1", "exec_0")703def test_onnx_nnp_conversion_div_broadcast_axis1(tmpdir, nnp_fixture):704    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):705        pytest.skip('CAFFE2 does not installed.')706    convert_onnx_to_nnp_and_compare(tmpdir, TEST_DATA_DIR,707                                    "div_broadcast_axis1.onnx",708                                    "div_broadcast_axis1.nnp",709                                    "out_data_1", "exec_0")710def test_nnp_onnx_conversion_div_broadcast_axis1(tmpdir, nnp_fixture):711    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):712        pytest.skip('CAFFE2 does not installed.')713    convert_nnp_to_onnx_and_compare(tmpdir, TEST_DATA_DIR,714                                    "div_broadcast_axis1.nnp",715                                    "div_broadcast_axis1.onnx",716                                    "out_data_1", "exec_0")717def test_onnx_nnp_conversion_pow_no_broadcast(tmpdir, nnp_fixture):718    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):719        pytest.skip('CAFFE2 does not installed.')720    convert_onnx_to_nnp_and_compare(tmpdir, TEST_DATA_DIR,721                                    "pow_no_broadcast.onnx",722                                    "pow_no_broadcast.nnp",723                                    "out_data_1", "exec_0")724def test_nnp_onnx_conversion_pow_no_broadcast(tmpdir, nnp_fixture):725    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):726        pytest.skip('CAFFE2 does not installed.')727    convert_nnp_to_onnx_and_compare(tmpdir, TEST_DATA_DIR,728                                    "pow_no_broadcast.nnp",729                                    "pow_no_broadcast.onnx",730                                    "out_data_1", "exec_0")731def test_onnx_nnp_conversion_pow_broadcast_axis1(tmpdir, nnp_fixture):732    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):733        pytest.skip('CAFFE2 does not installed.')734    convert_onnx_to_nnp_and_compare(tmpdir, TEST_DATA_DIR,735                                    "pow_broadcast_axis1.onnx",736                                    "pow_broadcast_axis1.nnp",737                                    "out_data_1", "exec_0")738def test_nnp_onnx_conversion_pow_broadcast_axis1(tmpdir, nnp_fixture):739    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):740        pytest.skip('CAFFE2 does not installed.')741    convert_nnp_to_onnx_and_compare(tmpdir, TEST_DATA_DIR,742                                    "pow_broadcast_axis1.nnp",743                                    "pow_broadcast_axis1.onnx",744                                    "out_data_1", "exec_0")745def test_onnx_nnp_conversion_sub_no_broadcast(tmpdir, nnp_fixture):746    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):747        pytest.skip('CAFFE2 does not installed.')748    convert_onnx_to_nnp_and_compare(tmpdir, TEST_DATA_DIR,749                                    "sub_no_broadcast.onnx",750                                    "sub_no_broadcast.nnp",751                                    "out_data_1", "exec_0")752def test_nnp_onnx_conversion_sub_no_broadcast(tmpdir, nnp_fixture):753    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):754        pytest.skip('CAFFE2 does not installed.')755    convert_nnp_to_onnx_and_compare(tmpdir, TEST_DATA_DIR,756                                    "sub_no_broadcast.nnp",757                                    "sub_no_broadcast.onnx",758                                    "out_data_1", "exec_0")759def test_onnx_nnp_conversion_sub_broadcast_axis1(tmpdir, nnp_fixture):760    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):761        pytest.skip('CAFFE2 does not installed.')762    convert_onnx_to_nnp_and_compare(tmpdir, TEST_DATA_DIR,763                                    "sub_broadcast_axis1.onnx",764                                    "sub_broadcast_axis1.nnp",765                                    "out_data_1", "exec_0")766def test_nnp_onnx_conversion_sub_broadcast_axis1(tmpdir, nnp_fixture):767    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):768        pytest.skip('CAFFE2 does not installed.')769    convert_nnp_to_onnx_and_compare(tmpdir, TEST_DATA_DIR,770                                    "sub_broadcast_axis1.nnp",771                                    "sub_broadcast_axis1.onnx",772                                    "out_data_1", "exec_0")773def test_onnx_nnp_conversion_less_no_broadcast(tmpdir, nnp_fixture):774    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):775        pytest.skip('CAFFE2 does not installed.')776    convert_onnx_to_nnp_and_compare(tmpdir, TEST_DATA_DIR,777                                    "less_no_broadcast.onnx",778                                    "less_no_broadcast.nnp",779                                    "out_data_1", "exec_0")780def test_nnp_onnx_conversion_less_no_broadcast(tmpdir, nnp_fixture):781    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):782        pytest.skip('CAFFE2 does not installed.')783    convert_nnp_to_onnx_and_compare(tmpdir, TEST_DATA_DIR,784                                    "less_no_broadcast.nnp",785                                    "less_no_broadcast.onnx",786                                    "out_data_1", "exec_0")787def test_onnx_nnp_conversion_less_broadcast_axis1(tmpdir, nnp_fixture):788    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):789        pytest.skip('CAFFE2 does not installed.')790    convert_onnx_to_nnp_and_compare(tmpdir, TEST_DATA_DIR,791                                    "less_broadcast_axis1.onnx",792                                    "less_broadcast_axis1.nnp",793                                    "out_data_1", "exec_0")794def test_nnp_onnx_conversion_less_broadcast_axis1(tmpdir, nnp_fixture):795    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):796        pytest.skip('CAFFE2 does not installed.')797    convert_nnp_to_onnx_and_compare(tmpdir, TEST_DATA_DIR,798                                    "less_broadcast_axis1.nnp",799                                    "less_broadcast_axis1.onnx",800                                    "out_data_1", "exec_0")801def test_onnx_nnp_conversion_greater_no_broadcast(tmpdir, nnp_fixture):802    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):803        pytest.skip('CAFFE2 does not installed.')804    convert_onnx_to_nnp_and_compare(tmpdir, TEST_DATA_DIR,805                                    "greater_no_broadcast.onnx",806                                    "greater_no_broadcast.nnp",807                                    "out_data_1", "exec_0")808def test_nnp_onnx_conversion_greater_no_broadcast(tmpdir, nnp_fixture):809    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):810        pytest.skip('CAFFE2 does not installed.')811    convert_nnp_to_onnx_and_compare(tmpdir, TEST_DATA_DIR,812                                    "greater_no_broadcast.nnp",813                                    "greater_no_broadcast.onnx",814                                    "out_data_1", "exec_0")815def test_onnx_nnp_conversion_greater_broadcast_axis1(tmpdir, nnp_fixture):816    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):817        pytest.skip('CAFFE2 does not installed.')818    convert_onnx_to_nnp_and_compare(tmpdir, TEST_DATA_DIR,819                                    "greater_broadcast_axis1.onnx",820                                    "greater_broadcast_axis1.nnp",821                                    "out_data_1", "exec_0")822def test_nnp_onnx_conversion_greater_broadcast_axis1(tmpdir, nnp_fixture):823    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):824        pytest.skip('CAFFE2 does not installed.')825    convert_nnp_to_onnx_and_compare(tmpdir, TEST_DATA_DIR,826                                    "greater_broadcast_axis1.nnp",827                                    "greater_broadcast_axis1.onnx",828                                    "out_data_1", "exec_0")829def test_onnx_nnp_conversion_equal_no_broadcast_bool(tmpdir, nnp_fixture):830    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):831        pytest.skip('CAFFE2 does not installed.')832    convert_onnx_to_nnp_and_compare(tmpdir, TEST_DATA_DIR,833                                    "equal_no_broadcast_bool.onnx",834                                    "equal_no_broadcast_bool.nnp",835                                    "out_data_1", "exec_0")836def test_nnp_onnx_conversion_equal_no_broadcast_bool(tmpdir, nnp_fixture):837    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):838        pytest.skip('CAFFE2 does not installed.')839    convert_nnp_to_onnx_and_compare(tmpdir, TEST_DATA_DIR,840                                    "equal_no_broadcast_bool.nnp",841                                    "equal_no_broadcast_bool.onnx",842                                    "out_data_1", "exec_0")843def test_onnx_nnp_conversion_equal_broadcast_axis1_bool(tmpdir, nnp_fixture):844    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):845        pytest.skip('CAFFE2 does not installed.')846    convert_onnx_to_nnp_and_compare(tmpdir, TEST_DATA_DIR,847                                    "equal_broadcast_axis1_bool.onnx",848                                    "equal_broadcast_axis1_bool.nnp",849                                    "out_data_1", "exec_0")850def test_nnp_onnx_conversion_equal_broadcast_axis1_bool(tmpdir, nnp_fixture):851    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):852        pytest.skip('CAFFE2 does not installed.')853    convert_nnp_to_onnx_and_compare(tmpdir, TEST_DATA_DIR,854                                    "equal_broadcast_axis1_bool.nnp",855                                    "equal_broadcast_axis1_bool.onnx",856                                    "out_data_1", "exec_0")857def test_onnx_nnp_conversion_equal_no_broadcast_int(tmpdir, nnp_fixture):858    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):859        pytest.skip('CAFFE2 does not installed.')860    convert_onnx_to_nnp_and_compare(tmpdir, TEST_DATA_DIR,861                                    "equal_no_broadcast_int.onnx",862                                    "equal_no_broadcast_int.nnp",863                                    "out_data_1", "exec_0")864def test_nnp_onnx_conversion_equal_no_broadcast_int(tmpdir, nnp_fixture):865    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):866        pytest.skip('CAFFE2 does not installed.')867    convert_nnp_to_onnx_and_compare(tmpdir, TEST_DATA_DIR,868                                    "equal_no_broadcast_int.nnp",869                                    "equal_no_broadcast_int.onnx",870                                    "out_data_1", "exec_0")871def test_onnx_nnp_conversion_equal_broadcast_axis1_int(tmpdir, nnp_fixture):872    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):873        pytest.skip('CAFFE2 does not installed.')874    convert_onnx_to_nnp_and_compare(tmpdir, TEST_DATA_DIR,875                                    "equal_broadcast_axis1_int.onnx",876                                    "equal_broadcast_axis1_int.nnp",877                                    "out_data_1", "exec_0")878def test_nnp_onnx_conversion_equal_broadcast_axis1_int(tmpdir, nnp_fixture):879    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):880        pytest.skip('CAFFE2 does not installed.')881    convert_nnp_to_onnx_and_compare(tmpdir, TEST_DATA_DIR,882                                    "equal_broadcast_axis1_int.nnp",883                                    "equal_broadcast_axis1_int.onnx",884                                    "out_data_1", "exec_0")885def test_onnx_nnp_conversion_max(tmpdir, nnp_fixture):886    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):887        pytest.skip('CAFFE2 does not installed.')888    convert_onnx_to_nnp_and_compare(tmpdir, TEST_DATA_DIR,889                                    "max.onnx",890                                    "max.nnp",891                                    "out_data_1", "exec_0")892def test_nnp_onnx_conversion_max(tmpdir, nnp_fixture):893    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):894        pytest.skip('CAFFE2 does not installed.')895    convert_nnp_to_onnx_and_compare(tmpdir, TEST_DATA_DIR,896                                    "max.nnp",897                                    "max.onnx",898                                    "out_data_1", "exec_0")899def test_onnx_nnp_conversion_min(tmpdir, nnp_fixture):900    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):901        pytest.skip('CAFFE2 does not installed.')902    convert_onnx_to_nnp_and_compare(tmpdir, TEST_DATA_DIR,903                                    "min.onnx",904                                    "min.nnp",905                                    "out_data_1", "exec_0")906def test_nnp_onnx_conversion_min(tmpdir, nnp_fixture):907    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):908        pytest.skip('CAFFE2 does not installed.')909    convert_nnp_to_onnx_and_compare(tmpdir, TEST_DATA_DIR,910                                    "min.nnp",911                                    "min.onnx",912                                    "out_data_1", "exec_0")913def test_onnx_nnp_conversion_exp(tmpdir, nnp_fixture):914    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):915        pytest.skip('CAFFE2 does not installed.')916    convert_onnx_to_nnp_and_compare(tmpdir, TEST_DATA_DIR,917                                    "exp.onnx",918                                    "exp.nnp",919                                    "out_data_1", "exec_0")920def test_nnp_onnx_conversion_exp(tmpdir, nnp_fixture):921    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):922        pytest.skip('CAFFE2 does not installed.')923    convert_nnp_to_onnx_and_compare(tmpdir, TEST_DATA_DIR,924                                    "exp.nnp",925                                    "exp.onnx",926                                    "out_data_1", "exec_0")927def test_onnx_nnp_conversion_identity(tmpdir, nnp_fixture):928    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):929        pytest.skip('CAFFE2 does not installed.')930    convert_onnx_to_nnp_and_compare(tmpdir, TEST_DATA_DIR,931                                    "identity.onnx",932                                    "identity.nnp",933                                    "out_data_1", "exec_0")934def test_nnp_onnx_conversion_identity(tmpdir, nnp_fixture):935    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):936        pytest.skip('CAFFE2 does not installed.')937    convert_nnp_to_onnx_and_compare(tmpdir, TEST_DATA_DIR,938                                    "identity.nnp",939                                    "identity.onnx",940                                    "out_data_1", "exec_0")941def test_onnx_nnp_conversion_prelu_c1(tmpdir, nnp_fixture):942    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):943        pytest.skip('CAFFE2 does not installed.')944    convert_onnx_to_nnp_and_compare(tmpdir, TEST_DATA_DIR,945                                    "prelu_c1.onnx",946                                    "prelu_c1.nnp",947                                    "out_data_1", "exec_0")948def test_nnp_onnx_conversion_prelu_c1(tmpdir, nnp_fixture):949    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):950        pytest.skip('CAFFE2 does not installed.')951    convert_nnp_to_onnx_and_compare(tmpdir, TEST_DATA_DIR,952                                    "prelu_c1.nnp",953                                    "prelu_c1.onnx",954                                    "out_data_1", "exec_0")955def test_onnx_nnp_conversion_prelu_c3(tmpdir, nnp_fixture):956    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):957        pytest.skip('CAFFE2 does not installed.')958    convert_onnx_to_nnp_and_compare(tmpdir, TEST_DATA_DIR,959                                    "prelu_c3.onnx",960                                    "prelu_c3.nnp",961                                    "out_data_1", "exec_0")962def test_nnp_onnx_conversion_prelu_c3(tmpdir, nnp_fixture):963    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):964        pytest.skip('CAFFE2 does not installed.')965    convert_nnp_to_onnx_and_compare(tmpdir, TEST_DATA_DIR,966                                    "prelu_c3.nnp",967                                    "prelu_c3.onnx",968                                    "out_data_1", "exec_0")969def test_onnx_nnp_conversion_reciprocal(tmpdir, nnp_fixture):970    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):971        pytest.skip('CAFFE2 does not installed.')972    convert_onnx_to_nnp_and_compare(tmpdir, TEST_DATA_DIR,973                                    "reciprocal.onnx",974                                    "reciprocal.nnp",975                                    "Reciprocal4_Output_0", "exec_0")976def test_nnp_onnx_conversion_reciprocal(tmpdir, nnp_fixture):977    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):978        pytest.skip('CAFFE2 does not installed.')979    convert_nnp_to_onnx_and_compare(tmpdir, TEST_DATA_DIR,980                                    "reciprocal.nnp",981                                    "reciprocal.onnx",982                                    "Reciprocal4_Output_0", "exec_0")983def test_onnx_nnp_conversion_reduce_min(tmpdir, nnp_fixture):984    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):985        pytest.skip('CAFFE2 does not installed.')986    convert_onnx_to_nnp_and_compare(tmpdir, TEST_DATA_DIR,987                                    "reduce_min.onnx",988                                    "reduce_min.nnp",989                                    "ReduceElements7_Output_0", "exec_0")990def test_nnp_onnx_conversion_reduce_min(tmpdir, nnp_fixture):991    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):992        pytest.skip('CAFFE2 does not installed.')993    convert_nnp_to_onnx_and_compare(tmpdir, TEST_DATA_DIR,994                                    "reduce_min.nnp",995                                    "reduce_min.onnx",996                                    "ReduceElements7_Output_0", "exec_0")997def test_onnx_nnp_conversion_reduce_max(tmpdir, nnp_fixture):998    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):999        pytest.skip('CAFFE2 does not installed.')1000    convert_onnx_to_nnp_and_compare(tmpdir, TEST_DATA_DIR,1001                                    "reduce_max.onnx",1002                                    "reduce_max.nnp",1003                                    "ReduceElements7_Output_0", "exec_0")1004def test_nnp_onnx_conversion_reduce_max(tmpdir, nnp_fixture):1005    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):1006        pytest.skip('CAFFE2 does not installed.')1007    convert_nnp_to_onnx_and_compare(tmpdir, TEST_DATA_DIR,1008                                    "reduce_max.nnp",1009                                    "reduce_max.onnx",1010                                    "ReduceElements7_Output_0", "exec_0")1011def test_onnx_nnp_conversion_neg(tmpdir, nnp_fixture):1012    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):1013        pytest.skip('CAFFE2 does not installed.')1014    convert_onnx_to_nnp_and_compare(tmpdir, TEST_DATA_DIR,1015                                    "neg.onnx",1016                                    "neg.nnp",1017                                    "Negate4_Output_0", "exec_0")1018def test_nnp_onnx_conversion_neg(tmpdir, nnp_fixture):1019    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):1020        pytest.skip('CAFFE2 does not installed.')1021    convert_nnp_to_onnx_and_compare(tmpdir, TEST_DATA_DIR,1022                                    "neg.nnp",1023                                    "neg.onnx",1024                                    "Negate4_Output_0", "exec_0")1025def test_onnx_nnp_conversion_log_softmax(tmpdir, nnp_fixture):1026    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):1027        pytest.skip('CAFFE2 does not installed.')1028    convert_onnx_to_nnp_and_compare(tmpdir, TEST_DATA_DIR,1029                                    "log_softmax.onnx",1030                                    "log_softmax.nnp",1031                                    "Block17_Output_0", "exec_0")1032def test_nnp_onnx_conversion_log_softmax(tmpdir, nnp_fixture):1033    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):1034        pytest.skip('CAFFE2 does not installed.')1035    convert_nnp_to_onnx_and_compare(tmpdir, TEST_DATA_DIR,1036                                    "log_softmax.nnp",1037                                    "log_softmax.onnx",1038                                    "Block17_Output_0", "exec_0")1039def test_onnx_nnp_conversion_clip_maxNone_minNone(tmpdir, nnp_fixture):1040    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):1041        pytest.skip('CAFFE2 does not installed.')1042    convert_onnx_to_nnp_and_compare(tmpdir, TEST_DATA_DIR,1043                                    "clip_maxNone_minNone.onnx",1044                                    "clip_maxNone_minNone.nnp",1045                                    "out_data_1", "exec_0")1046def test_nnp_onnx_conversion_clip_maxNone_minNone(tmpdir, nnp_fixture):1047    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):1048        pytest.skip('CAFFE2 does not installed.')1049    convert_nnp_to_onnx_and_compare(tmpdir, TEST_DATA_DIR,1050                                    "clip_maxNone_minNone.nnp",1051                                    "clip_maxNone_minNone.onnx",1052                                    "out_data_1", "exec_0")1053def test_onnx_nnp_conversion_clip_max1_0_minNone(tmpdir, nnp_fixture):1054    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):1055        pytest.skip('CAFFE2 does not installed.')1056    convert_onnx_to_nnp_and_compare(tmpdir, TEST_DATA_DIR,1057                                    "clip_max1.0_minNone.onnx",1058                                    "clip_max1.0_minNone.nnp",1059                                    "out_data_1", "exec_0")1060def test_nnp_onnx_conversion_clip_max1_0_minNone(tmpdir, nnp_fixture):1061    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):1062        pytest.skip('CAFFE2 does not installed.')1063    convert_nnp_to_onnx_and_compare(tmpdir, TEST_DATA_DIR,1064                                    "clip_max1.0_minNone.nnp",1065                                    "clip_max1.0_minNone.onnx",1066                                    "out_data_1", "exec_0")1067def test_onnx_nnp_conversion_clip_maxNone_min_1_0(tmpdir, nnp_fixture):1068    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):1069        pytest.skip('CAFFE2 does not installed.')1070    convert_onnx_to_nnp_and_compare(tmpdir, TEST_DATA_DIR,1071                                    "clip_maxNone_min-1.0.onnx",1072                                    "clip_maxNone_min-1.0.nnp",1073                                    "out_data_1", "exec_0")1074def test_nnp_onnx_conversion_clip_maxNone_min_1_0(tmpdir, nnp_fixture):1075    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):1076        pytest.skip('CAFFE2 does not installed.')1077    convert_nnp_to_onnx_and_compare(tmpdir, TEST_DATA_DIR,1078                                    "clip_maxNone_min-1.0.nnp",1079                                    "clip_maxNone_min-1.0.onnx",1080                                    "out_data_1", "exec_0")1081def test_onnx_nnp_conversion_clip_max1_0_min_1_0(tmpdir, nnp_fixture):1082    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):1083        pytest.skip('CAFFE2 does not installed.')1084    convert_onnx_to_nnp_and_compare(tmpdir, TEST_DATA_DIR,1085                                    "clip_max1.0_min-1.0.onnx",1086                                    "clip_max1.0_min-1.0.nnp",1087                                    "out_data_1", "exec_0")1088def test_nnp_onnx_conversion_clip_max1_0_min_1_0(tmpdir, nnp_fixture):1089    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):1090        pytest.skip('CAFFE2 does not installed.')1091    convert_nnp_to_onnx_and_compare(tmpdir, TEST_DATA_DIR,1092                                    "clip_max1.0_min-1.0.nnp",1093                                    "clip_max1.0_min-1.0.onnx",1094                                    "out_data_1", "exec_0")1095def test_onnx_nnp_conversion_softplus(tmpdir, nnp_fixture):1096    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):1097        pytest.skip('CAFFE2 does not installed.')1098    convert_onnx_to_nnp_and_compare(tmpdir, TEST_DATA_DIR,1099                                    "softplus.onnx",1100                                    "softplus.nnp",1101                                    "out_data_1", "exec_0")1102def test_nnp_onnx_conversion_softplus(tmpdir, nnp_fixture):1103    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):1104        pytest.skip('CAFFE2 does not installed.')1105    convert_nnp_to_onnx_and_compare(tmpdir, TEST_DATA_DIR,1106                                    "softplus.nnp",1107                                    "softplus.onnx",1108                                    "out_data_1", "exec_0")1109def test_onnx_nnp_conversion_softsign(tmpdir, nnp_fixture):1110    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):1111        pytest.skip('CAFFE2 does not installed.')1112    convert_onnx_to_nnp_and_compare(tmpdir, TEST_DATA_DIR,1113                                    "softsign.onnx",1114                                    "softsign.nnp",1115                                    "out_data_1", "exec_0")1116def test_nnp_onnx_conversion_softsign(tmpdir, nnp_fixture):1117    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):1118        pytest.skip('CAFFE2 does not installed.')1119    convert_nnp_to_onnx_and_compare(tmpdir, TEST_DATA_DIR,1120                                    "softsign.nnp",1121                                    "softsign.onnx",1122                                    "out_data_1", "exec_0")1123def test_onnx_nnp_conversion_lrn_c4_s3(tmpdir, nnp_fixture):1124    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):1125        pytest.skip('CAFFE2 does not installed.')1126    convert_onnx_to_nnp_and_compare(tmpdir, TEST_DATA_DIR,1127                                    "lrn_c4_s3.onnx",1128                                    "lrn_c4_s3.nnp",1129                                    "out_data_1", "exec_0")1130def test_nnp_onnx_conversion_lrn_c4_s3(tmpdir, nnp_fixture):1131    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):1132        pytest.skip('CAFFE2 does not installed.')1133    convert_nnp_to_onnx_and_compare(tmpdir, TEST_DATA_DIR,1134                                    "lrn_c4_s3.nnp",1135                                    "lrn_c4_s3.onnx",1136                                    "out_data_1", "exec_0",1137                                    atol=1e-4)1138def test_onnx_nnp_conversion_pad_mconstant_v0_pl0_0_0_1_0_1(tmpdir,1139                                                            nnp_fixture):1140    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CNTK_AVAILABLE):1141        pytest.skip('CNTK does not installed.')1142    convert_onnx_to_nnp_and_compare(tmpdir, TEST_DATA_DIR,1143                                    "pad_mconstant_v0_pl0_0_0_1_0_1.onnx",1144                                    "pad_mconstant_v0_pl0_0_0_1_0_1.nnp",1145                                    "Pad4_Output_0", "exec_0",1146                                    backend="cntk")1147def test_nnp_onnx_conversion_pad_mconstant_v0_pl0_0_0_1_0_1(tmpdir,1148                                                            nnp_fixture):1149    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CNTK_AVAILABLE):1150        pytest.skip('CNTK does not installed.')1151    convert_nnp_to_onnx_and_compare(tmpdir, TEST_DATA_DIR,1152                                    "pad_mconstant_v0_pl0_0_0_1_0_1.nnp",1153                                    "pad_mconstant_v0_pl0_0_0_1_0_1.onnx",1154                                    "Pad4_Output_0", "exec_0",1155                                    backend="cntk")1156def test_onnx_nnp_conversion_reduce_prod(tmpdir, nnp_fixture):1157    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CNTK_AVAILABLE):1158        pytest.skip('CNTK does not installed.')1159    convert_onnx_to_nnp_and_compare(tmpdir, TEST_DATA_DIR,1160                                    "reduce_prod.onnx",1161                                    "reduce_prod.nnp",1162                                    "ReduceElements7_Output_0", "exec_0",1163                                    backend="cntk")1164def test_nnp_onnx_conversion_reduce_prod(tmpdir, nnp_fixture):1165    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):1166        pytest.skip('CAFFE2 does not installed.')1167    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CNTK_AVAILABLE):1168        pytest.skip('CNTK does not installed.')1169    convert_nnp_to_onnx_and_compare(tmpdir, TEST_DATA_DIR,1170                                    "reduce_prod.nnp",1171                                    "reduce_prod.onnx",1172                                    "ReduceElements7_Output_0", "exec_0",1173                                    backend="cntk")1174# Even sized LRN is not tested because we only support1175# Odd sizes for now.1176# def test_onnx_nnp_conversion_lrn_c3_s2(tmpdir, nnp_fixture):1177#    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):1178#        pytest.skip('CAFFE2 does not installed.')1179#    convert_onnx_to_nnp_and_compare(tmpdir, TEST_DATA_DIR,1180#                                    "lrn_c3_s2.onnx",1181#                                    "lrn_c3_s2.nnp",1182#                                    "out_data_1", "exec_0")1183# def test_onnx_nnp_conversion_squeezenet(tmpdir, nnp_fixture):1184#    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):1185#        pytest.skip('CAFFE2 does not installed.')1186#     img = np.random.rand(1, 3, 224, 224).astype(np.float32)1187#     convert_onnx_to_nnp_and_compare(tmpdir, TEST_DATA_DIR,1188#                                     "squeezenet.onnx", "squeezenet.nnp",1189#                                     "softmaxout_1", "exec_0",1190#                                     in_name="data_0", in_img=img)1191# def test_nnp_onnx_conversion_squeezenet(tmpdir, nnp_fixture):1192#    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):1193#        pytest.skip('CAFFE2 does not installed.')1194#     img = np.random.rand(1, 3, 224, 224).astype(np.float32)1195#     convert_nnp_to_onnx_and_compare(tmpdir, TEST_DATA_DIR,1196#                                     "squeezenet.nnp", "squeezenet.onnx",1197#                                     "softmaxout_1", "exec_0",1198#                                     in_name="data_0", in_img=img)1199# def test_nnp_onnx_conversion_lenet(tmpdir, nnp_fixture):1200#    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):1201#        pytest.skip('CAFFE2 does not installed.')1202#     img = np.random.rand(128, 1, 28, 28).astype(np.float32)1203#     convert_nnp_to_onnx_and_compare(tmpdir, TEST_DATA_DIR,1204#                                     "lenet_result.nnp",1205#                                     "lenet_result.onnx",1206#                                     "y", "Runtime",1207#                                     in_name="x", in_img=img)1208# @pytest.mark.slow1209# def test_onnx_nnp_conversion_inception_v2(tmpdir, nnp_fixture):1210#    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):1211#        pytest.skip('CAFFE2 does not installed.')1212#     img = np.random.rand(1, 3, 224, 224).astype(np.float32)1213#     convert_onnx_to_nnp_and_compare(tmpdir, TEST_DATA_DIR,1214#                                     "inception_v2.onnx", "inception_v2.nnp",1215#                                     "prob_1", "exec_0",1216#                                     in_name="data_0", in_img=img)1217# @pytest.mark.slow1218# def test_nnp_onnx_conversion_inception_v2(tmpdir, nnp_fixture):1219#    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):1220#        pytest.skip('CAFFE2 does not installed.')1221#     img = np.random.rand(1, 3, 224, 224).astype(np.float32)1222#     convert_nnp_to_onnx_and_compare(tmpdir, TEST_DATA_DIR,1223#                                     "inception_v2.nnp", "inception_v2.onnx",1224#                                     "prob_1", "exec_0",1225#                                     in_name="data_0", in_img=img)1226# @pytest.mark.slow1227# def test_onnx_nnp_conversion_densenet121(tmpdir, nnp_fixture):1228#    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):1229#        pytest.skip('CAFFE2 does not installed.')1230#     img = np.random.rand(1, 3, 224, 224).astype(np.float32)1231#     convert_onnx_to_nnp_and_compare(tmpdir, TEST_DATA_DIR,1232#                                     "densenet121.onnx", "densenet121.nnp",1233#                                     "fc6_1", "exec_0",1234#                                     in_name="data_0", in_img=img, atol=1e-5)1235# @pytest.mark.slow1236# def test_nnp_onnx_conversion_densenet121(tmpdir, nnp_fixture):1237#    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):1238#        pytest.skip('CAFFE2 does not installed.')1239#     img = np.random.rand(1, 3, 224, 224).astype(np.float32)1240#     convert_nnp_to_onnx_and_compare(tmpdir, TEST_DATA_DIR,1241#                                     "densenet121.nnp", "densenet121.onnx",1242#                                     "fc6_1", "exec_0",1243#                                     in_name="data_0", in_img=img, atol=1e-5)1244# @pytest.mark.slow1245# def test_onnx_nnp_conversion_resnet50(tmpdir, nnp_fixture):1246#    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):1247#        pytest.skip('CAFFE2 does not installed.')1248#     img = np.random.rand(1, 3, 224, 224).astype(np.float32)1249#     convert_onnx_to_nnp_and_compare(tmpdir, TEST_DATA_DIR,1250#                                     "resnet50.onnx", "resnet50.nnp",1251#                                     "gpu_0/softmax_1", "exec_0",1252#                                     in_name="gpu_0/data_0", in_img=img,1253#                                     atol=1e-5)1254# @pytest.mark.slow1255# def test_nnp_onnx_conversion_resnet50(tmpdir, nnp_fixture):1256#    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):1257#        pytest.skip('CAFFE2 does not installed.')1258#     img = np.random.rand(1, 3, 224, 224).astype(np.float32)1259#     convert_nnp_to_onnx_and_compare(tmpdir, TEST_DATA_DIR,1260#                                     "resnet50.nnp", "resnet50.onnx",1261#                                     "gpu_0/softmax_1", "exec_0",1262#                                     in_name="gpu_0/data_0", in_img=img,1263#                                     atol=1e-5)1264# @pytest.mark.slow1265# def test_onnx_nnp_conversion_vgg19(tmpdir, nnp_fixture):1266#    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):1267#        pytest.skip('CAFFE2 does not installed.')1268#     img = np.random.rand(1, 3, 224, 224).astype(np.float32)1269#     convert_onnx_to_nnp_and_compare(1270#         tmpdir, TEST_DATA_DIR, "vgg19.onnx", "vgg19.nnp", "prob_1", "exec_0",1271#         in_name="data_0", in_img=img)1272# @pytest.mark.slow1273# def test_nnp_onnx_conversion_vgg19(tmpdir, nnp_fixture):1274#    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):1275#        pytest.skip('CAFFE2 does not installed.')1276#     img = np.random.rand(1, 3, 224, 224).astype(np.float32)1277#     convert_nnp_to_onnx_and_compare(1278#         tmpdir, TEST_DATA_DIR, "vgg19.nnp", "vgg19.onnx", "prob_1", "exec_0",1279#         in_name="data_0", in_img=img)1280# @pytest.mark.slow1281# def test_onnx_nnp_conversion_zfnet512(tmpdir, nnp_fixture):1282#    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):1283#        pytest.skip('CAFFE2 does not installed.')1284#     img = np.random.rand(1, 3, 224, 224).astype(np.float32)1285#     convert_onnx_to_nnp_and_compare(tmpdir, TEST_DATA_DIR,1286#                                     "zfnet512.onnx", "zfnet512.nnp",1287#                                     "gpu_0/softmax_1", "exec_0",1288#                                     in_name="gpu_0/data_0", in_img=img)1289# @pytest.mark.slow1290# def test_nnp_onnx_conversion_zfnet512(tmpdir, nnp_fixture):1291#    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):1292#        pytest.skip('CAFFE2 does not installed.')1293#     img = np.random.rand(1, 3, 224, 224).astype(np.float32)1294#     convert_nnp_to_onnx_and_compare(tmpdir, TEST_DATA_DIR,1295#                                     "zfnet512.nnp", "zfnet512.onnx",1296#                                     "gpu_0/softmax_1", "exec_0",1297#                                     in_name="gpu_0/data_0", in_img=img)1298# @pytest.mark.slow1299# def test_onnx_nnp_conversion_bvlc_googlenet(tmpdir, nnp_fixture):1300#    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):1301#        pytest.skip('CAFFE2 does not installed.')1302#     img = np.random.rand(1, 3, 224, 224).astype(np.float32)1303#     convert_onnx_to_nnp_and_compare(tmpdir, TEST_DATA_DIR,1304#                                     "bvlc_googlenet.onnx",1305#                                     "bvlc_googlenet.nnp",1306#                                     "prob_1", "exec_0",1307#                                     in_name="data_0", in_img=img)1308# @pytest.mark.slow1309# def test_nnp_onnx_conversion_bvlc_googlenet(tmpdir, nnp_fixture):1310#    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):1311#        pytest.skip('CAFFE2 does not installed.')1312#     img = np.random.rand(1, 3, 224, 224).astype(np.float32)1313#     convert_nnp_to_onnx_and_compare(tmpdir, TEST_DATA_DIR,1314#                                     "bvlc_googlenet.nnp",1315#                                     "bvlc_googlenet.onnx",1316#                                     "prob_1", "exec_0",1317#                                     in_name="data_0", in_img=img,1318#                                     atol=1e-5)1319# @pytest.mark.slow1320# def test_onnx_nnp_conversion_bvlc_caffenet(tmpdir, nnp_fixture):1321#    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):1322#        pytest.skip('CAFFE2 does not installed.')1323#     img = np.random.rand(1, 3, 224, 224).astype(np.float32)1324#     convert_onnx_to_nnp_and_compare(tmpdir, TEST_DATA_DIR,1325#                                     "bvlc_caffenet.onnx", "bvlc_caffenet.nnp",1326#                                     "prob_1", "exec_0",1327#                                     in_name="data_0", in_img=img)1328# @pytest.mark.slow1329# def test_nnp_onnx_conversion_bvlc_caffenet(tmpdir, nnp_fixture):1330#    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):1331#        pytest.skip('CAFFE2 does not installed.')1332#     img = np.random.rand(1, 3, 224, 224).astype(np.float32)1333#     convert_nnp_to_onnx_and_compare(tmpdir, TEST_DATA_DIR,1334#                                     "bvlc_caffenet.nnp",1335#                                     "bvlc_caffenet.onnx",1336#                                     "prob_1", "exec_0",1337#                                     in_name="data_0", in_img=img)1338# @pytest.mark.slow1339# def test_onnx_nnp_conversion_shufflenet(tmpdir, nnp_fixture):1340#    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):1341#        pytest.skip('CAFFE2 does not installed.')1342#    img = np.random.rand(1, 3, 224, 224).astype(np.float32)1343#    convert_onnx_to_nnp_and_compare(tmpdir, TEST_DATA_DIR,1344#                                    "shufflenet.onnx", "shufflenet.nnp",1345#                                    "gpu_0/softmax_1", "exec_0",1346#                                    in_name="gpu_0/data_0", in_img=img)1347# @pytest.mark.slow1348# def test_onnx_nnp_conversion_mnist(tmpdir, nnp_fixture):1349#    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CNTK_AVAILABLE):1350#        pytest.skip('CNTK does not installed.')1351#    img = np.random.rand(1, 1, 28, 28).astype(np.float32)1352#    convert_onnx_to_nnp_and_compare(tmpdir, TEST_DATA_DIR,1353#                                    "mnist.onnx", "mnist.nnp",1354#                                    "Plus214_Output_0", "exec_0",1355#                                    in_name="Input3", in_img=img,1356#                                    backend="cntk",1357#                                    export_nnp_path=TEST_DATA_DIR)1358# @pytest.mark.slow1359# def test_onnx_nnp_conversion_inception_v1(tmpdir, nnp_fixture):1360#    if not (REFERENCE_AVAILABLE and ONNX_AVAILABLE and CAFFE2_AVAILABLE):1361#        pytest.skip('CAFFE2 does not installed.')1362#    img = np.random.rand(1, 3, 224, 224).astype(np.float32)1363#    convert_onnx_to_nnp_and_compare(tmpdir, TEST_DATA_DIR,1364#                                    "inception_v1.onnx", "inception_v1.nnp",1365#                                    "prob_1", "exec_0",...

start_recording.py

Source:start_recording.py

1"""2start_recording.py3Representation of Bandwidth's StartRecording BXML verb4@copyright Bandwidth INC5"""6from lxml import etree7from .base_verb import AbstractBxmlVerb8START_RECORDING_TAG = "StartRecording"9class StartRecording(AbstractBxmlVerb):10    def __init__(self, tag=None, username=None, password=None, recording_available_url=None, recording_available_method=None,11        file_format=None, multi_channel=None, transcribe=None, transcription_available_url=None, transcription_available_method=None):12        """13        Initializes the Record class with the following parameters14        :param str tag: Optional tag to include in the callback15        :param str username: Username for http authentication on the redirect url16        :param str password: Password for http authentication on the redirect url17        :param str recording_available_url: URL for record available callback18        :param str recording_available_method: HTTP method for record available callback19        :param str file_format: The file format to save the recording in20        :param bool multi_channel: Whether or not to record the channels separately (default is false, 1 recording)21        :param bool transcribe: True to transcribe the recording on completion, False otherwise22        :param str transcription_available_url: URL to send the transcriptionAvailable event to.23        :param str transcription_available_method: The HTTP method to use for the request to transcriptionAvailableUrl. GET or POST24        """25        self.tag = tag26        self.username = username27        self.password = password28        self.recording_available_url = recording_available_url29        self.recording_available_method = recording_available_method30        self.file_format = file_format31        self.multi_channel = multi_channel32        self.transcribe = transcribe33        self.transcription_available_url = transcription_available_url34        self.transcription_available_method = transcription_available_method35    def to_bxml(self):36        root = etree.Element(START_RECORDING_TAG)37        if self.tag is not None:38            root.set("tag", self.tag)39        if self.username is not None:40            root.set("username", self.username)41        if self.password is not None:42            root.set("password", self.password)43        if self.recording_available_url is not None:44            root.set("recordingAvailableUrl", self.recording_available_url)45        if self.recording_available_method is not None:46            root.set("recordingAvailableMethod", self.recording_available_method)47        if self.file_format is not None:48            root.set("fileFormat", self.file_format)49        if self.multi_channel is not None:50            #Convert True to "true", or False to "false"51            strn = "true" if self.multi_channel else "false"52            root.set("multiChannel", strn)53        if self.transcribe is not None:54            #Convert True to "true", or False to "false"55            strn = "true" if self.transcribe else "false"56            root.set("transcribe", strn)57        if self.transcription_available_url is not None:58            root.set("transcriptionAvailableUrl", self.transcription_available_url)59        if self.transcription_available_method is not None:60            root.set("transcriptionAvailableMethod", self.transcription_available_method)...

availability.py

Source:availability.py

...31        Should return a boolean and a reason32        """33        return False, _("unavailable")34# Common availability policies35class Unavailable(Base):36    """37    Policy for when a product is unavailable38    """39    code = 'unavailable'40    message = _("Unavailable")41class Available(Base):42    """43    For when a product is always available, irrespective of stock level.44    This might be appropriate for digital products where stock doesn't need to45    be tracked and the product is always available to buy.46    """47    code = 'available'48    message = _("Available")49    def is_purchase_permitted(self, quantity):...

Automation Testing Tutorials

Learn to execute automation testing from scratch with LambdaTest Learning Hub. Right from setting up the prerequisites to run your first automation test, to following best practices and diving deeper into advanced test scenarios. LambdaTest Learning Hubs compile a list of step-by-step guides to help you be proficient with different test automation frameworks i.e. Selenium, Cypress, TestNG etc.