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openvino/tests/layer_tests/tensorflow_tests/test_tf_Concat.py
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Ivan Tikhonov 00c7da0f5f [TF FE] Implement and refactor tensorflow layer tests (#8051)
* Revert submodule changes

* Fix build on Win

* Fix precommit: set correct shapes for broadcasting; disable check with ref for use_new_frontend mode

* fix precommit

* Fix precommits

* Temporary skip new tests on GPU with FP16

* Resolve review comments, trigger CI

* Resolve review comments

* Resolve review comments
2021-11-12 11:03:45 +03:00

106 lines
4.4 KiB
Python

# Copyright (C) 2018-2021 Intel Corporation
# SPDX-License-Identifier: Apache-2.0
import pytest
from common.tf_layer_test_class import CommonTFLayerTest
from common.utils.tf_utils import permute_nchw_to_nhwc
class TestConcat(CommonTFLayerTest):
def create_concat_net(self, shape, axis, ir_version, use_new_frontend):
"""
Tensorflow net IR net
Input->Concat => Input->Concat
"""
#
# Create Tensorflow model
#
import tensorflow as tf
tf.compat.v1.reset_default_graph()
# Create the graph and model
with tf.compat.v1.Session() as sess:
ax = axis
tf_x_shape = shape.copy()
tf_x_shape = permute_nchw_to_nhwc(tf_x_shape, use_new_frontend)
# TODO: add concat with const inputs to check fusing (as in ONNX)
x = tf.compat.v1.placeholder(tf.float32, tf_x_shape, 'Input')
y = tf.compat.v1.placeholder(tf.float32, tf_x_shape, 'Input') # Input_1 in graph_def
concat = tf.concat([x, y], axis=ax, name='Operation')
concat_shape = concat.shape.as_list()
tf.compat.v1.global_variables_initializer()
tf_net = sess.graph_def
#
# Create reference IR net
# Please, specify 'type': 'Input' for input node
# Moreover, do not forget to validate ALL layer attributes!!!
#
ref_net = None
return tf_net, ref_net
# TODO: create tests for concat with 1 input and multiple inputs
test_data_1D = [dict(shape=[1], axis=0),
dict(shape=[1], axis=-1)]
@pytest.mark.parametrize("params", test_data_1D)
@pytest.mark.nightly
def test_concat_1D(self, params, ie_device, precision, ir_version, temp_dir, use_new_frontend):
self._test(*self.create_concat_net(**params, ir_version=ir_version, use_new_frontend=use_new_frontend),
ie_device, precision, ir_version, temp_dir=temp_dir, use_new_frontend=use_new_frontend)
test_data_2D = [dict(shape=[1, 224], axis=0),
dict(shape=[1, 224], axis=-1)]
@pytest.mark.parametrize("params", test_data_2D)
@pytest.mark.nightly
def test_concat_2D(self, params, ie_device, precision, ir_version, temp_dir, use_new_frontend):
self._test(*self.create_concat_net(**params, ir_version=ir_version, use_new_frontend=use_new_frontend),
ie_device, precision, ir_version, temp_dir=temp_dir, use_new_frontend=use_new_frontend)
test_data_3D = [pytest.param(dict(shape=[1, 3, 224], axis=0), marks=pytest.mark.xfail(reason="*-19053")),
pytest.param(dict(shape=[1, 3, 224], axis=-1), marks=pytest.mark.xfail(reason="*-19053")),
pytest.param(dict(shape=[1, 3, 224], axis=2), marks=pytest.mark.xfail(reason="*-19053"))]
@pytest.mark.parametrize("params", test_data_3D)
@pytest.mark.nightly
def test_concat_3D(self, params, ie_device, precision, ir_version, temp_dir, use_new_frontend):
self._test(*self.create_concat_net(**params, ir_version=ir_version, use_new_frontend=use_new_frontend),
ie_device, precision, ir_version, temp_dir=temp_dir, use_new_frontend=use_new_frontend)
test_data_4D = [dict(shape=[1, 3, 100, 224], axis=0),
dict(shape=[1, 3, 100, 224], axis=-1),
dict(shape=[1, 3, 100, 224], axis=2)]
@pytest.mark.parametrize("params", test_data_4D)
@pytest.mark.nightly
@pytest.mark.precommit
def test_concat_4D(self, params, ie_device, precision, ir_version, temp_dir, use_new_frontend):
self._test(*self.create_concat_net(**params, ir_version=ir_version, use_new_frontend=use_new_frontend),
ie_device, precision, ir_version, temp_dir=temp_dir, use_new_frontend=use_new_frontend)
test_data_5D = [dict(shape=[1, 3, 50, 100, 224], axis=0),
dict(shape=[1, 3, 50, 100, 224], axis=-1),
dict(shape=[1, 3, 50, 100, 224], axis=2)]
@pytest.mark.parametrize("params", test_data_5D)
@pytest.mark.nightly
def test_concat_5D(self, params, ie_device, precision, ir_version, temp_dir, use_new_frontend):
self._test(*self.create_concat_net(**params, ir_version=ir_version, use_new_frontend=use_new_frontend),
ie_device, precision, ir_version, temp_dir=temp_dir, use_new_frontend=use_new_frontend)