Add C++ runtime for models from 3d-speaker (#523)
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112
sherpa-onnx/csrc/speaker-embedding-extractor-model.cc
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112
sherpa-onnx/csrc/speaker-embedding-extractor-model.cc
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// sherpa-onnx/csrc/speaker-embedding-extractor-model.cc
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//
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// Copyright (c) 2023-2024 Xiaomi Corporation
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#include "sherpa-onnx/csrc/speaker-embedding-extractor-model.h"
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#include <string>
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#include <utility>
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#include <vector>
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#include "sherpa-onnx/csrc/macros.h"
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#include "sherpa-onnx/csrc/onnx-utils.h"
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#include "sherpa-onnx/csrc/session.h"
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#include "sherpa-onnx/csrc/speaker-embedding-extractor-model-meta-data.h"
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namespace sherpa_onnx {
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class SpeakerEmbeddingExtractorModel::Impl {
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public:
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explicit Impl(const SpeakerEmbeddingExtractorConfig &config)
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: config_(config),
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env_(ORT_LOGGING_LEVEL_ERROR),
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sess_opts_(GetSessionOptions(config)),
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allocator_{} {
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{
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auto buf = ReadFile(config.model);
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Init(buf.data(), buf.size());
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}
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}
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Ort::Value Compute(Ort::Value x) const {
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std::array<Ort::Value, 1> inputs = {std::move(x)};
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auto outputs =
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sess_->Run({}, input_names_ptr_.data(), inputs.data(), inputs.size(),
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output_names_ptr_.data(), output_names_ptr_.size());
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return std::move(outputs[0]);
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}
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const SpeakerEmbeddingExtractorModelMetaData &GetMetaData() const {
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return meta_data_;
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}
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private:
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void Init(void *model_data, size_t model_data_length) {
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sess_ = std::make_unique<Ort::Session>(env_, model_data, model_data_length,
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sess_opts_);
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GetInputNames(sess_.get(), &input_names_, &input_names_ptr_);
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GetOutputNames(sess_.get(), &output_names_, &output_names_ptr_);
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// get meta data
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Ort::ModelMetadata meta_data = sess_->GetModelMetadata();
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if (config_.debug) {
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std::ostringstream os;
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PrintModelMetadata(os, meta_data);
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SHERPA_ONNX_LOGE("%s", os.str().c_str());
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}
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Ort::AllocatorWithDefaultOptions allocator; // used in the macro below
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SHERPA_ONNX_READ_META_DATA(meta_data_.output_dim, "output_dim");
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SHERPA_ONNX_READ_META_DATA(meta_data_.sample_rate, "sample_rate");
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SHERPA_ONNX_READ_META_DATA(meta_data_.normalize_samples,
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"normalize_samples");
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SHERPA_ONNX_READ_META_DATA_STR(meta_data_.language, "language");
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SHERPA_ONNX_READ_META_DATA_STR_WITH_DEFAULT(
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meta_data_.feature_normalize_type, "feature_normalize_type", "");
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std::string framework;
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SHERPA_ONNX_READ_META_DATA_STR(framework, "framework");
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if (framework != "wespeaker" && framework != "3d-speaker") {
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SHERPA_ONNX_LOGE("Expect a wespeaker or a 3d-speaker model, given: %s",
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framework.c_str());
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exit(-1);
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}
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}
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private:
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SpeakerEmbeddingExtractorConfig config_;
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Ort::Env env_;
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Ort::SessionOptions sess_opts_;
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Ort::AllocatorWithDefaultOptions allocator_;
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std::unique_ptr<Ort::Session> sess_;
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std::vector<std::string> input_names_;
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std::vector<const char *> input_names_ptr_;
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std::vector<std::string> output_names_;
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std::vector<const char *> output_names_ptr_;
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SpeakerEmbeddingExtractorModelMetaData meta_data_;
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};
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SpeakerEmbeddingExtractorModel::SpeakerEmbeddingExtractorModel(
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const SpeakerEmbeddingExtractorConfig &config)
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: impl_(std::make_unique<Impl>(config)) {}
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SpeakerEmbeddingExtractorModel::~SpeakerEmbeddingExtractorModel() = default;
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const SpeakerEmbeddingExtractorModelMetaData &
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SpeakerEmbeddingExtractorModel::GetMetaData() const {
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return impl_->GetMetaData();
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}
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Ort::Value SpeakerEmbeddingExtractorModel::Compute(Ort::Value x) const {
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return impl_->Compute(std::move(x));
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}
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} // namespace sherpa_onnx
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