Add online punctuation and casing prediction model for English language (#1224)
This commit is contained in:
61
sherpa-onnx/csrc/online-cnn-bilstm-model.h
Normal file
61
sherpa-onnx/csrc/online-cnn-bilstm-model.h
Normal file
@@ -0,0 +1,61 @@
|
||||
// sherpa-onnx/csrc/online-cnn-bilstm-model.h
|
||||
//
|
||||
// Copyright (c) 2024 Jian You (jianyou@cisco.com, Cisco Systems)
|
||||
|
||||
#ifndef SHERPA_ONNX_CSRC_ONLINE_CNN_BILSTM_MODEL_H_
|
||||
#define SHERPA_ONNX_CSRC_ONLINE_CNN_BILSTM_MODEL_H_
|
||||
#include <memory>
|
||||
#include <utility>
|
||||
|
||||
#if __ANDROID_API__ >= 9
|
||||
#include "android/asset_manager.h"
|
||||
#include "android/asset_manager_jni.h"
|
||||
#endif
|
||||
|
||||
#include "onnxruntime_cxx_api.h" // NOLINT
|
||||
#include "sherpa-onnx/csrc/online-cnn-bilstm-model-meta-data.h"
|
||||
#include "sherpa-onnx/csrc/online-punctuation-model-config.h"
|
||||
|
||||
namespace sherpa_onnx {
|
||||
|
||||
/** This class implements
|
||||
* https://github.com/frankyoujian/Edge-Punct-Casing/blob/main/onnx_decode_sentence.py
|
||||
*/
|
||||
class OnlineCNNBiLSTMModel {
|
||||
public:
|
||||
explicit OnlineCNNBiLSTMModel(
|
||||
const OnlinePunctuationModelConfig &config);
|
||||
|
||||
#if __ANDROID_API__ >= 9
|
||||
OnlineCNNBiLSTMModel(AAssetManager *mgr,
|
||||
const OnlinePunctuationModelConfig &config);
|
||||
#endif
|
||||
|
||||
~OnlineCNNBiLSTMModel();
|
||||
|
||||
/** Run the forward method of the model.
|
||||
*
|
||||
* @param token_ids A tensor of shape (N, T) of dtype int32.
|
||||
* @param valid_ids A tensor of shape (N, T) of dtype int32.
|
||||
* @param label_lens A tensor of shape (N) of dtype int32.
|
||||
*
|
||||
* @return Return a pair of tensors
|
||||
* - case_logits: A 2-D tensor of shape (T', num_cases).
|
||||
* - punct_logits: A 2-D tensor of shape (T', num_puncts).
|
||||
*/
|
||||
std::pair<Ort::Value, Ort::Value> Forward(Ort::Value token_ids, Ort::Value valid_ids, Ort::Value label_lens) const;
|
||||
|
||||
/** Return an allocator for allocating memory
|
||||
*/
|
||||
OrtAllocator *Allocator() const;
|
||||
|
||||
const OnlineCNNBiLSTMModelMetaData &GetModelMetadata() const;
|
||||
|
||||
private:
|
||||
class Impl;
|
||||
std::unique_ptr<Impl> impl_;
|
||||
};
|
||||
|
||||
} // namespace sherpa_onnx
|
||||
|
||||
#endif // SHERPA_ONNX_CSRC_ONLINE_CNN_BILSTM_MODEL_H_
|
||||
Reference in New Issue
Block a user