67 lines
2.5 KiB
Python
67 lines
2.5 KiB
Python
# Copyright (C) 2022 Intel Corporation
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# SPDX-License-Identifier: Apache-2.0
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import numpy as np
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import pytest
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from common.tf_layer_test_class import CommonTFLayerTest
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# Testing Min, Max operations (Initial Implementation)
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# Documentation: https://www.tensorflow.org/api_docs/python/tf/raw_ops/Min
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# https://www.tensorflow.org/api_docs/python/tf/raw_ops/Max
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class TestMinMaxOps(CommonTFLayerTest):
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# input_shape - should be an array
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# axis - array which points on axis for the operation
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# op_type - type of tested operation
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# ir_version - common parameter
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# use_new_frontend - common parameter
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def create_minmax_ops_placeholder_const_net(self, input_shape, axis, op_type, keep_dims, ir_version, use_new_frontend):
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"""
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Tensorflow net IR net
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Placeholder->op_type => Placeholder->ReduceMin/Max
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"""
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import tensorflow as tf
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tf.compat.v1.reset_default_graph()
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# Create the graph and model
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with tf.compat.v1.Session() as sess:
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op_type_to_tf = {
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'Min': tf.raw_ops.Min,
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'Max': tf.raw_ops.Max,
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}
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tf_input = tf.compat.v1.placeholder(tf.float32, input_shape, 'Input')
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tf_axis = tf.constant(axis)
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op_type_to_tf[op_type](input = tf_input, axis = tf_axis, keep_dims = keep_dims)
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tf.compat.v1.global_variables_initializer()
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tf_net = sess.graph_def
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ref_net = None
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return tf_net, ref_net
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test_data = [
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pytest.param(
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dict(input_shape=[2, 3], axis=[1]), #Simple test
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marks=pytest.mark.precommit_tf_fe),
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dict(input_shape=[2, 3, 3, 4], axis=[2]), #Simple test with possible nchw/nhwc
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]
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@pytest.mark.parametrize("params", test_data)
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@pytest.mark.parametrize("op_type", ['Min', 'Max'])
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@pytest.mark.parametrize("keep_dims", [False, True])
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@pytest.mark.precommit
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@pytest.mark.nightly
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def test_minmax_ops_placeholder_const(self, params, op_type, keep_dims, ie_device, precision, ir_version, temp_dir,
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use_new_frontend, use_old_api):
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self._test(*self.create_minmax_ops_placeholder_const_net(**params, op_type=op_type, ir_version=ir_version,
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use_new_frontend=use_new_frontend, keep_dims=keep_dims),
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ie_device, precision, ir_version, temp_dir=temp_dir,
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use_new_frontend=use_new_frontend, use_old_api=use_old_api)
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