// sherpa-onnx/csrc/online-recognizer.h // // Copyright (c) 2023 Xiaomi Corporation #ifndef SHERPA_ONNX_CSRC_ONLINE_RECOGNIZER_H_ #define SHERPA_ONNX_CSRC_ONLINE_RECOGNIZER_H_ #include #include #include #if __ANDROID_API__ >= 9 #include "android/asset_manager.h" #include "android/asset_manager_jni.h" #endif #include "sherpa-onnx/csrc/endpoint.h" #include "sherpa-onnx/csrc/features.h" #include "sherpa-onnx/csrc/online-lm-config.h" #include "sherpa-onnx/csrc/online-model-config.h" #include "sherpa-onnx/csrc/online-stream.h" #include "sherpa-onnx/csrc/online-transducer-model-config.h" #include "sherpa-onnx/csrc/parse-options.h" namespace sherpa_onnx { struct OnlineRecognizerResult { /// Recognition results. /// For English, it consists of space separated words. /// For Chinese, it consists of Chinese words without spaces. /// Example 1: "hello world" /// Example 2: "你好世界" std::string text; /// Decoded results at the token level. /// For instance, for BPE-based models it consists of a list of BPE tokens. std::vector tokens; /// timestamps.size() == tokens.size() /// timestamps[i] records the time in seconds when tokens[i] is decoded. std::vector timestamps; /// ID of this segment /// When an endpoint is detected, it is incremented int32_t segment = 0; /// Starting time of this segment. /// When an endpoint is detected, it will change float start_time = 0; /// True if the end of this segment is reached bool is_final = false; /** Return a json string. * * The returned string contains: * { * "text": "The recognition result", * "tokens": [x, x, x], * "timestamps": [x, x, x], * "segment": x, * "start_time": x, * "is_final": true|false * } */ std::string AsJsonString() const; }; struct OnlineRecognizerConfig { FeatureExtractorConfig feat_config; OnlineModelConfig model_config; OnlineLMConfig lm_config; EndpointConfig endpoint_config; bool enable_endpoint = true; std::string decoding_method = "greedy_search"; // now support modified_beam_search and greedy_search // used only for modified_beam_search int32_t max_active_paths = 4; /// used only for modified_beam_search float hotwords_score = 1.5; std::string hotwords_file; OnlineRecognizerConfig() = default; OnlineRecognizerConfig(const FeatureExtractorConfig &feat_config, const OnlineModelConfig &model_config, const OnlineLMConfig &lm_config, const EndpointConfig &endpoint_config, bool enable_endpoint, const std::string &decoding_method, int32_t max_active_paths, const std::string &hotwords_file, float hotwords_score) : feat_config(feat_config), model_config(model_config), lm_config(lm_config), endpoint_config(endpoint_config), enable_endpoint(enable_endpoint), decoding_method(decoding_method), max_active_paths(max_active_paths), hotwords_score(hotwords_score), hotwords_file(hotwords_file) {} void Register(ParseOptions *po); bool Validate() const; std::string ToString() const; }; class OnlineRecognizerImpl; class OnlineRecognizer { public: explicit OnlineRecognizer(const OnlineRecognizerConfig &config); #if __ANDROID_API__ >= 9 OnlineRecognizer(AAssetManager *mgr, const OnlineRecognizerConfig &config); #endif ~OnlineRecognizer(); /// Create a stream for decoding. std::unique_ptr CreateStream() const; /** Create a stream for decoding. * * @param The hotwords for this string, it might contain several hotwords, * the hotwords are separated by "/". In each of the hotwords, there * are cjkchars or bpes, the bpe/cjkchar are separated by space (" "). * For example, hotwords I LOVE YOU and HELLO WORLD, looks like: * * "▁I ▁LOVE ▁YOU/▁HE LL O ▁WORLD" */ std::unique_ptr CreateStream(const std::string &hotwords) const; /** * Return true if the given stream has enough frames for decoding. * Return false otherwise */ bool IsReady(OnlineStream *s) const; /** Decode a single stream. */ void DecodeStream(OnlineStream *s) const { OnlineStream *ss[1] = {s}; DecodeStreams(ss, 1); } /** Decode multiple streams in parallel * * @param ss Pointer array containing streams to be decoded. * @param n Number of streams in `ss`. */ void DecodeStreams(OnlineStream **ss, int32_t n) const; OnlineRecognizerResult GetResult(OnlineStream *s) const; // Return true if we detect an endpoint for this stream. // Note: If this function returns true, you usually want to // invoke Reset(s). bool IsEndpoint(OnlineStream *s) const; // Clear the state of this stream. If IsEndpoint(s) returns true, // after calling this function, IsEndpoint(s) will return false void Reset(OnlineStream *s) const; private: std::unique_ptr impl_; }; } // namespace sherpa_onnx #endif // SHERPA_ONNX_CSRC_ONLINE_RECOGNIZER_H_