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/*
// Copyright (C) 2021-2022 Intel Corporation
//
// Licensed under the Apache License, Version 2.0 (the "License");
// you may not use this file except in compliance with the License.
// You may obtain a copy of the License at
//
// http://www.apache.org/licenses/LICENSE-2.0
//
// Unless required by applicable law or agreed to in writing, software
// distributed under the License is distributed on an "AS IS" BASIS,
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
// See the License for the specific language governing permissions and
// limitations under the License.
*/
#include "models/model_base.h"
#include <utility>
#include <openvino/openvino.hpp>
#include <utils/common.hpp>
#include <utils/config_factory.h>
#include <utils/ocv_common.hpp>
#include <utils/slog.hpp>
std::shared_ptr<ov::Model> ModelBase::prepareModel(ov::Core& core) {
// --------------------------- Read IR Generated by ModelOptimizer (.xml and .bin files) ------------
/** Read model **/
slog::info << "Reading model " << modelFileName << slog::endl;
std::shared_ptr<ov::Model> model = core.read_model(modelFileName);
logBasicModelInfo(model);
// -------------------------- Reading all outputs names and customizing I/O tensors (in inherited classes)
prepareInputsOutputs(model);
/** Set batch size to 1 **/
ov::set_batch(model, 1);
return model;
}
ov::CompiledModel ModelBase::compileModel(const ModelConfig& config, ov::Core& core) {
this->config = config;
auto model = prepareModel(core);
compiledModel = core.compile_model(model, config.deviceName, config.compiledModelConfig);
logCompiledModelInfo(compiledModel, modelFileName, config.deviceName);
return compiledModel;
}
ov::Layout ModelBase::getInputLayout(const ov::Output<ov::Node>& input) {
const ov::Shape& inputShape = input.get_shape();
ov::Layout layout = ov::layout::get_layout(input);
if (layout.empty()) {
if (inputsLayouts.empty()) {
layout = getLayoutFromShape(inputShape);
slog::warn << "Automatically detected layout '" << layout.to_string() << "' for input '"
<< input.get_any_name() << "' will be used." << slog::endl;
} else if (inputsLayouts.size() == 1) {
layout = inputsLayouts.begin()->second;
} else {
layout = inputsLayouts[input.get_any_name()];
}
}
return layout;
}
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