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model_reader.cpp
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// Copyright (C) 2018-2025 Intel Corporation
// SPDX-License-Identifier: Apache-2.0
//
#include "model_reader.hpp"
#include "itt.hpp"
#include "openvino/core/model.hpp"
#include "openvino/core/preprocess/pre_post_process.hpp"
#include "openvino/frontend/manager.hpp"
#include "openvino/runtime/aligned_buffer.hpp"
#include "openvino/runtime/shared_buffer.hpp"
#include "openvino/util/file_util.hpp"
#include "transformations/utils/utils.hpp"
namespace {
ov::element::Type to_legacy_type(const ov::element::Type& legacy_type, bool input) {
if (input) {
return legacy_type == ov::element::f16 ? ov::element::f32 : legacy_type;
} else {
if (legacy_type == ov::element::i64 || legacy_type == ov::element::u64 || legacy_type == ov::element::i32 ||
legacy_type == ov::element::u32) {
return ov::element::i32;
} else if (legacy_type != ov::element::f32) {
return ov::element::f32;
}
}
return legacy_type;
}
void update_v10_model(std::shared_ptr<ov::Model>& model, bool frontendMode = false) {
// only for IR cases we need preprocessing or postprocessing steps
if (model->has_rt_info("version") && model->get_rt_info<int64_t>("version") == 10) {
IR_READER_SCOPE(ir10_new_api);
ov::preprocess::PrePostProcessor prepost(model);
std::unordered_map<std::string, std::shared_ptr<ov::descriptor::Tensor>> leaf_names;
const auto inputs = model->inputs();
for (size_t i = 0; i < inputs.size(); ++i) {
if (!frontendMode) {
const auto ov_type = inputs[i].get_element_type();
const auto legacy_type = to_legacy_type(ov_type, true);
prepost.input(i).tensor().set_element_type(legacy_type);
}
for (const auto& name : inputs[i].get_names()) {
OPENVINO_ASSERT(leaf_names.find(name) == leaf_names.end(),
"Model tensor names have collisions.",
" Please use OVC to generate new IR version, it should allow to avoid the issue");
leaf_names.emplace(name, inputs[i].get_tensor_ptr());
}
}
const auto outputs = model->outputs();
for (size_t i = 0; i < outputs.size(); ++i) {
if (!frontendMode) {
const auto ov_type = outputs[i].get_element_type();
const auto legacy_type = to_legacy_type(ov_type, false);
prepost.output(i).tensor().set_element_type(legacy_type);
}
for (const auto& name : outputs[i].get_names()) {
auto tensor_it = leaf_names.find(name);
OPENVINO_ASSERT(tensor_it == leaf_names.end() || tensor_it->second == outputs[i].get_tensor_ptr(),
"Model tensor names have collisions.",
" Please use OVC to generate new IR version, it should allow to avoid the issue");
leaf_names.emplace(name, outputs[i].get_tensor_ptr());
}
}
// in order to support the following scenarios for IR v10 cases:
// ov::Model f = ie.read_model(..);
// f.input("input_operation_name");
// f.output("output_operation_name");
// f.add_output("operation_name[].port_index]");
// f.reshape({ { "input_operation_name", ov::PartialShape{} } });
// we need to add operation names as tensor names for inputs and outputs
{
for (const auto& result : model->get_results()) {
OPENVINO_SUPPRESS_DEPRECATED_START
// Note, upon removal of 'create_ie_output_name', just move it to this file as a local function
// we still need to add operation names as tensor names for outputs for IR v10
auto res_name = ov::op::util::create_ie_output_name(result->input_value(0));
OPENVINO_SUPPRESS_DEPRECATED_END
OPENVINO_ASSERT(leaf_names.find(res_name) == leaf_names.end() ||
result->output(0).get_names().find(res_name) != result->output(0).get_names().end(),
"Model operation names have collisions with tensor names.",
" Please use OVC to generate new IR version, it should allow to avoid the issue");
leaf_names.emplace(res_name, nullptr);
result->input(0).get_tensor().add_names({std::move(res_name)});
}
for (const auto& param : model->get_parameters()) {
const auto& param_name = param->get_friendly_name();
OPENVINO_ASSERT(leaf_names.find(param_name) == leaf_names.end() ||
param->output(0).get_names().find(param_name) != param->output(0).get_names().end(),
"Model operation names have collisions with tensor names.",
" Please use OVC to generate new IR version, it should allow to avoid the issue");
leaf_names.emplace(param_name, nullptr);
param->output(0).get_tensor().add_names({param_name});
}
}
model = prepost.build();
}
}
} // namespace
namespace ov {
namespace util {
std::shared_ptr<ov::Model> read_model(const std::string& modelPath,
const std::string& binPath,
const std::vector<ov::Extension::Ptr>& extensions,
bool enable_mmap) {
// Fix unicode name
#if defined(OPENVINO_ENABLE_UNICODE_PATH_SUPPORT) && defined(_WIN32)
std::wstring model_path = ov::util::string_to_wstring(modelPath.c_str());
#else
std::string model_path = modelPath;
#endif
// Try to load with FrontEndManager
ov::frontend::FrontEndManager manager;
ov::frontend::FrontEnd::Ptr FE;
ov::frontend::InputModel::Ptr inputModel;
ov::AnyVector params{model_path};
if (!binPath.empty()) {
#if defined(OPENVINO_ENABLE_UNICODE_PATH_SUPPORT) && defined(_WIN32)
const std::wstring& weights_path = ov::util::string_to_wstring(binPath.c_str());
#else
const std::string& weights_path = binPath;
#endif
params.emplace_back(weights_path);
}
params.emplace_back(enable_mmap);
FE = manager.load_by_model(params);
if (FE) {
FE->add_extension(extensions);
inputModel = FE->load(params);
}
if (inputModel) {
auto model = FE->convert(inputModel);
update_v10_model(model);
return model;
}
const auto fileExt = modelPath.substr(modelPath.find_last_of(".") + 1);
std::string FEs;
for (const auto& fe_name : manager.get_available_front_ends())
FEs += fe_name + " ";
OPENVINO_THROW("Unable to read the model: ",
modelPath,
" Please check that model format: ",
fileExt,
" is supported and the model is correct.",
" Available frontends: ",
FEs);
}
std::shared_ptr<ov::Model> read_model(const std::string& model,
const ov::Tensor& weights,
const std::vector<ov::Extension::Ptr>& ov_exts,
bool frontendMode) {
std::istringstream modelStringStream(model);
std::istream& modelStream = modelStringStream;
// Try to load with FrontEndManager
ov::frontend::FrontEndManager manager;
ov::frontend::FrontEnd::Ptr FE;
ov::frontend::InputModel::Ptr inputModel;
ov::AnyVector params{&modelStream};
if (weights) {
std::shared_ptr<ov::AlignedBuffer> weights_buffer =
std::make_shared<ov::SharedBuffer<ov::Tensor>>(reinterpret_cast<char*>(const_cast<void*>(weights.data())),
weights.get_byte_size(),
weights);
params.emplace_back(weights_buffer);
}
FE = manager.load_by_model(params);
if (FE) {
FE->add_extension(ov_exts);
inputModel = FE->load(params);
}
if (inputModel) {
auto model = FE->convert(inputModel);
update_v10_model(model);
return model;
}
OPENVINO_THROW("Unable to read the model. Please check if the model format is supported and model is correct.");
}
std::shared_ptr<ov::Model> read_model(const std::shared_ptr<AlignedBuffer>& model,
const std::shared_ptr<AlignedBuffer>& weights,
const std::vector<ov::Extension::Ptr>& ov_exts) {
// Try to load with FrontEndManager
ov::frontend::FrontEndManager manager;
ov::frontend::FrontEnd::Ptr FE;
ov::frontend::InputModel::Ptr inputModel;
ov::AnyVector params{model};
if (weights) {
params.emplace_back(weights);
}
FE = manager.load_by_model(params);
if (FE) {
FE->add_extension(ov_exts);
inputModel = FE->load(params);
}
if (inputModel) {
auto model = FE->convert(inputModel);
update_v10_model(model);
return model;
}
OPENVINO_THROW(
"[ CORE ] Unable to read the model. Please check if the model format is supported and model is correct.");
}
} // namespace util
} // namespace ov