// sherpa-onnx/csrc/offline-zipformer-ctc-model.cc // // Copyright (c) 2023 Xiaomi Corporation #include "sherpa-onnx/csrc/offline-zipformer-ctc-model.h" #include "sherpa-onnx/csrc/macros.h" #include "sherpa-onnx/csrc/onnx-utils.h" #include "sherpa-onnx/csrc/session.h" #include "sherpa-onnx/csrc/text-utils.h" #include "sherpa-onnx/csrc/transpose.h" namespace sherpa_onnx { class OfflineZipformerCtcModel::Impl { public: explicit Impl(const OfflineModelConfig &config) : config_(config), env_(ORT_LOGGING_LEVEL_ERROR), sess_opts_(GetSessionOptions(config)), allocator_{} { auto buf = ReadFile(config_.zipformer_ctc.model); Init(buf.data(), buf.size()); } #if __ANDROID_API__ >= 9 Impl(AAssetManager *mgr, const OfflineModelConfig &config) : config_(config), env_(ORT_LOGGING_LEVEL_ERROR), sess_opts_(GetSessionOptions(config)), allocator_{} { auto buf = ReadFile(mgr, config_.zipformer_ctc.model); Init(buf.data(), buf.size()); } #endif std::vector Forward(Ort::Value features, Ort::Value features_length) { std::array inputs = {std::move(features), std::move(features_length)}; return sess_->Run({}, input_names_ptr_.data(), inputs.data(), inputs.size(), output_names_ptr_.data(), output_names_ptr_.size()); } int32_t VocabSize() const { return vocab_size_; } int32_t SubsamplingFactor() const { return 4; } OrtAllocator *Allocator() const { return allocator_; } private: void Init(void *model_data, size_t model_data_length) { sess_ = std::make_unique(env_, model_data, model_data_length, sess_opts_); GetInputNames(sess_.get(), &input_names_, &input_names_ptr_); GetOutputNames(sess_.get(), &output_names_, &output_names_ptr_); // get meta data Ort::ModelMetadata meta_data = sess_->GetModelMetadata(); if (config_.debug) { std::ostringstream os; PrintModelMetadata(os, meta_data); SHERPA_ONNX_LOGE("%s\n", os.str().c_str()); } // get vocab size from the output[0].shape, which is (N, T, vocab_size) vocab_size_ = sess_->GetOutputTypeInfo(0).GetTensorTypeAndShapeInfo().GetShape()[2]; } private: OfflineModelConfig config_; Ort::Env env_; Ort::SessionOptions sess_opts_; Ort::AllocatorWithDefaultOptions allocator_; std::unique_ptr sess_; std::vector input_names_; std::vector input_names_ptr_; std::vector output_names_; std::vector output_names_ptr_; int32_t vocab_size_ = 0; }; OfflineZipformerCtcModel::OfflineZipformerCtcModel( const OfflineModelConfig &config) : impl_(std::make_unique(config)) {} #if __ANDROID_API__ >= 9 OfflineZipformerCtcModel::OfflineZipformerCtcModel( AAssetManager *mgr, const OfflineModelConfig &config) : impl_(std::make_unique(mgr, config)) {} #endif OfflineZipformerCtcModel::~OfflineZipformerCtcModel() = default; std::vector OfflineZipformerCtcModel::Forward( Ort::Value features, Ort::Value features_length) { return impl_->Forward(std::move(features), std::move(features_length)); } int32_t OfflineZipformerCtcModel::VocabSize() const { return impl_->VocabSize(); } OrtAllocator *OfflineZipformerCtcModel::Allocator() const { return impl_->Allocator(); } int32_t OfflineZipformerCtcModel::SubsamplingFactor() const { return impl_->SubsamplingFactor(); } } // namespace sherpa_onnx