Add C++ runtime for SenseVoice models (#1148)
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156
sherpa-onnx/csrc/offline-sense-voice-model.cc
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156
sherpa-onnx/csrc/offline-sense-voice-model.cc
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// sherpa-onnx/csrc/offline-sense-voice-model.cc
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//
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// Copyright (c) 2022-2023 Xiaomi Corporation
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#include "sherpa-onnx/csrc/offline-sense-voice-model.h"
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#include <algorithm>
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#include <string>
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#include <utility>
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#include "sherpa-onnx/csrc/macros.h"
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#include "sherpa-onnx/csrc/session.h"
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#include "sherpa-onnx/csrc/text-utils.h"
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namespace sherpa_onnx {
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class OfflineSenseVoiceModel::Impl {
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public:
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explicit Impl(const OfflineModelConfig &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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auto buf = ReadFile(config_.sense_voice.model);
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Init(buf.data(), buf.size());
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}
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#if __ANDROID_API__ >= 9
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Impl(AAssetManager *mgr, const OfflineModelConfig &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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auto buf = ReadFile(mgr, config_.sense_voice.model);
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Init(buf.data(), buf.size());
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}
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#endif
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Ort::Value Forward(Ort::Value features, Ort::Value features_length,
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Ort::Value language, Ort::Value text_norm) {
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std::array<Ort::Value, 4> inputs = {
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std::move(features),
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std::move(features_length),
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std::move(language),
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std::move(text_norm),
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};
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auto ans =
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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(ans[0]);
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}
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const OfflineSenseVoiceModelMetaData &GetModelMetadata() const {
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return meta_data_;
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}
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OrtAllocator *Allocator() const { return allocator_; }
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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\n", 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_.vocab_size, "vocab_size");
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SHERPA_ONNX_READ_META_DATA(meta_data_.window_size, "lfr_window_size");
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SHERPA_ONNX_READ_META_DATA(meta_data_.window_shift, "lfr_window_shift");
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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(meta_data_.with_itn_id, "with_itn");
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SHERPA_ONNX_READ_META_DATA(meta_data_.without_itn_id, "without_itn");
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int32_t lang_auto = 0;
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int32_t lang_zh = 0;
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int32_t lang_en = 0;
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int32_t lang_ja = 0;
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int32_t lang_ko = 0;
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int32_t lang_yue = 0;
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SHERPA_ONNX_READ_META_DATA(lang_auto, "lang_auto");
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SHERPA_ONNX_READ_META_DATA(lang_zh, "lang_zh");
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SHERPA_ONNX_READ_META_DATA(lang_en, "lang_en");
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SHERPA_ONNX_READ_META_DATA(lang_ja, "lang_ja");
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SHERPA_ONNX_READ_META_DATA(lang_ko, "lang_ko");
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SHERPA_ONNX_READ_META_DATA(lang_yue, "lang_yue");
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meta_data_.lang2id = {
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{"auto", lang_auto}, {"zh", lang_zh}, {"ja", lang_ja},
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{"ko", lang_ko}, {"yue", lang_yue},
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};
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SHERPA_ONNX_READ_META_DATA_VEC_FLOAT(meta_data_.neg_mean, "neg_mean");
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SHERPA_ONNX_READ_META_DATA_VEC_FLOAT(meta_data_.inv_stddev, "inv_stddev");
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}
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private:
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OfflineModelConfig 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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OfflineSenseVoiceModelMetaData meta_data_;
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};
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OfflineSenseVoiceModel::OfflineSenseVoiceModel(const OfflineModelConfig &config)
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: impl_(std::make_unique<Impl>(config)) {}
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#if __ANDROID_API__ >= 9
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OfflineSenseVoiceModel::OfflineSenseVoiceModel(AAssetManager *mgr,
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const OfflineModelConfig &config)
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: impl_(std::make_unique<Impl>(mgr, config)) {}
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#endif
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OfflineSenseVoiceModel::~OfflineSenseVoiceModel() = default;
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Ort::Value OfflineSenseVoiceModel::Forward(Ort::Value features,
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Ort::Value features_length,
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Ort::Value language,
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Ort::Value text_norm) const {
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return impl_->Forward(std::move(features), std::move(features_length),
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std::move(language), std::move(text_norm));
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}
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const OfflineSenseVoiceModelMetaData &OfflineSenseVoiceModel::GetModelMetadata()
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const {
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return impl_->GetModelMetadata();
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}
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OrtAllocator *OfflineSenseVoiceModel::Allocator() const {
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return impl_->Allocator();
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}
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} // namespace sherpa_onnx
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