offline-source-separation-uvr-model.cc
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// sherpa-onnx/csrc/offline-source-separation-uvr-model.cc
//
// Copyright (c) 2025 Xiaomi Corporation
#include "sherpa-onnx/csrc/offline-source-separation-uvr-model.h"
#include <memory>
#include <string>
#include <utility>
#include <vector>
#if __ANDROID_API__ >= 9
#include "android/asset_manager.h"
#include "android/asset_manager_jni.h"
#endif
#if __OHOS__
#include "rawfile/raw_file_manager.h"
#endif
#include "sherpa-onnx/csrc/file-utils.h"
#include "sherpa-onnx/csrc/onnx-utils.h"
#include "sherpa-onnx/csrc/session.h"
#include "sherpa-onnx/csrc/text-utils.h"
namespace sherpa_onnx {
class OfflineSourceSeparationUvrModel::Impl {
public:
explicit Impl(const OfflineSourceSeparationModelConfig &config)
: config_(config),
env_(ORT_LOGGING_LEVEL_ERROR),
sess_opts_(GetSessionOptions(config)),
allocator_{} {
auto buf = ReadFile(config.uvr.model);
Init(buf.data(), buf.size());
}
template <typename Manager>
Impl(Manager *mgr, const OfflineSourceSeparationModelConfig &config)
: config_(config),
env_(ORT_LOGGING_LEVEL_ERROR),
sess_opts_(GetSessionOptions(config)),
allocator_{} {
auto buf = ReadFile(mgr, config.uvr.model);
Init(buf.data(), buf.size());
}
const OfflineSourceSeparationUvrModelMetaData &GetMetaData() const {
return meta_;
}
Ort::Value Run(Ort::Value x) const {
auto out = sess_->Run({}, input_names_ptr_.data(), &x, 1,
output_names_ptr_.data(), output_names_ptr_.size());
return std::move(out[0]);
}
private:
void Init(void *model_data, size_t model_data_length) {
sess_ = std::make_unique<Ort::Session>(env_, model_data, model_data_length,
sess_opts_);
GetInputNames(sess_.get(), &input_names_, &input_names_ptr_);
GetOutputNames(sess_.get(), &output_names_, &output_names_ptr_);
Ort::ModelMetadata meta_data = sess_->GetModelMetadata();
if (config_.debug) {
std::ostringstream os;
os << "---UVR model---\n";
PrintModelMetadata(os, meta_data);
os << "----------input names----------\n";
int32_t i = 0;
for (const auto &s : input_names_) {
os << i << " " << s << "\n";
++i;
}
os << "----------output names----------\n";
i = 0;
for (const auto &s : output_names_) {
os << i << " " << s << "\n";
++i;
}
#if __OHOS__
SHERPA_ONNX_LOGE("%{public}s\n", os.str().c_str());
#else
SHERPA_ONNX_LOGE("%s\n", os.str().c_str());
#endif
}
Ort::AllocatorWithDefaultOptions allocator; // used in the macro below
std::string model_type;
SHERPA_ONNX_READ_META_DATA_STR(model_type, "model_type");
if (model_type != "UVR") {
SHERPA_ONNX_LOGE("Expect model type 'UVR'. Given: '%s'",
model_type.c_str());
SHERPA_ONNX_EXIT(-1);
}
SHERPA_ONNX_READ_META_DATA(meta_.num_stems, "stems");
if (meta_.num_stems != 2) {
SHERPA_ONNX_LOGE("Only 2stems is supported. Given %d stems",
meta_.num_stems);
SHERPA_ONNX_EXIT(-1);
}
SHERPA_ONNX_READ_META_DATA(meta_.sample_rate, "sample_rate");
SHERPA_ONNX_READ_META_DATA(meta_.n_fft, "n_fft");
SHERPA_ONNX_READ_META_DATA(meta_.center, "center");
SHERPA_ONNX_READ_META_DATA(meta_.window_length, "win_length");
SHERPA_ONNX_READ_META_DATA(meta_.hop_length, "hop_length");
SHERPA_ONNX_READ_META_DATA(meta_.dim_t, "dim_t");
SHERPA_ONNX_READ_META_DATA(meta_.dim_f, "dim_f");
SHERPA_ONNX_READ_META_DATA(meta_.dim_c, "dim_c");
SHERPA_ONNX_READ_META_DATA_STR(meta_.window_type, "window_type");
meta_.margin = meta_.sample_rate;
}
private:
OfflineSourceSeparationModelConfig config_;
OfflineSourceSeparationUvrModelMetaData meta_;
Ort::Env env_;
Ort::SessionOptions sess_opts_;
Ort::AllocatorWithDefaultOptions allocator_;
std::unique_ptr<Ort::Session> sess_;
std::vector<std::string> input_names_;
std::vector<const char *> input_names_ptr_;
std::vector<std::string> output_names_;
std::vector<const char *> output_names_ptr_;
};
OfflineSourceSeparationUvrModel::~OfflineSourceSeparationUvrModel() = default;
OfflineSourceSeparationUvrModel::OfflineSourceSeparationUvrModel(
const OfflineSourceSeparationModelConfig &config)
: impl_(std::make_unique<Impl>(config)) {}
template <typename Manager>
OfflineSourceSeparationUvrModel::OfflineSourceSeparationUvrModel(
Manager *mgr, const OfflineSourceSeparationModelConfig &config)
: impl_(std::make_unique<Impl>(mgr, config)) {}
Ort::Value OfflineSourceSeparationUvrModel::Run(Ort::Value x) const {
return impl_->Run(std::move(x));
}
const OfflineSourceSeparationUvrModelMetaData &
OfflineSourceSeparationUvrModel::GetMetaData() const {
return impl_->GetMetaData();
}
#if __ANDROID_API__ >= 9
template OfflineSourceSeparationUvrModel::OfflineSourceSeparationUvrModel(
AAssetManager *mgr, const OfflineSourceSeparationModelConfig &config);
#endif
#if __OHOS__
template OfflineSourceSeparationUvrModel::OfflineSourceSeparationUvrModel(
NativeResourceManager *mgr,
const OfflineSourceSeparationModelConfig &config);
#endif
} // namespace sherpa_onnx