// sherpa-onnx/csrc/offline-ctc-model.cc // // Copyright (c) 2022-2023 Xiaomi Corporation #include "sherpa-onnx/csrc/offline-ctc-model.h" #include #include #include #include #include "sherpa-onnx/csrc/macros.h" #include "sherpa-onnx/csrc/offline-nemo-enc-dec-ctc-model.h" #include "sherpa-onnx/csrc/onnx-utils.h" namespace { enum class ModelType { kEncDecCTCModelBPE, kUnkown, }; } namespace sherpa_onnx { static ModelType GetModelType(char *model_data, size_t model_data_length, bool debug) { Ort::Env env(ORT_LOGGING_LEVEL_WARNING); Ort::SessionOptions sess_opts; auto sess = std::make_unique(env, model_data, model_data_length, sess_opts); Ort::ModelMetadata meta_data = sess->GetModelMetadata(); if (debug) { std::ostringstream os; PrintModelMetadata(os, meta_data); SHERPA_ONNX_LOGE("%s", os.str().c_str()); } Ort::AllocatorWithDefaultOptions allocator; auto model_type = meta_data.LookupCustomMetadataMapAllocated("model_type", allocator); if (!model_type) { SHERPA_ONNX_LOGE( "No model_type in the metadata!\n" "If you are using models from NeMo, please refer to\n" "https://huggingface.co/csukuangfj/" "sherpa-onnx-nemo-ctc-en-citrinet-512/blob/main/add-model-metadata.py" "\n" "for how to add metadta to model.onnx\n"); return ModelType::kUnkown; } if (model_type.get() == std::string("EncDecCTCModelBPE")) { return ModelType::kEncDecCTCModelBPE; } else { SHERPA_ONNX_LOGE("Unsupported model_type: %s", model_type.get()); return ModelType::kUnkown; } } std::unique_ptr OfflineCtcModel::Create( const OfflineModelConfig &config) { ModelType model_type = ModelType::kUnkown; { auto buffer = ReadFile(config.nemo_ctc.model); model_type = GetModelType(buffer.data(), buffer.size(), config.debug); } switch (model_type) { case ModelType::kEncDecCTCModelBPE: return std::make_unique(config); break; case ModelType::kUnkown: SHERPA_ONNX_LOGE("Unknown model type in offline CTC!"); return nullptr; } return nullptr; } } // namespace sherpa_onnx