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authorEric Dao <eric@erickhangdao.com>2025-03-10 17:54:31 -0400
committerEric Dao <eric@erickhangdao.com>2025-03-10 17:54:31 -0400
commitab224e2e6ba65f5a369ec392f99cd8845ad06c98 (patch)
treea1e757e9341863ed52b8ad4c5a1c45933aab9da4 /python/openvino/runtime/common/models/src/model_base.cpp
parent40da1752f2c8639186b72f6838aa415e854d0b1d (diff)
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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;
+}