Support streaming conformer CTC models from wenet (#427)
This commit is contained in:
67
sherpa-onnx/csrc/online-ctc-model.h
Normal file
67
sherpa-onnx/csrc/online-ctc-model.h
Normal file
@@ -0,0 +1,67 @@
|
||||
// sherpa-onnx/csrc/online-ctc-model.h
|
||||
//
|
||||
// Copyright (c) 2023 Xiaomi Corporation
|
||||
#ifndef SHERPA_ONNX_CSRC_ONLINE_CTC_MODEL_H_
|
||||
#define SHERPA_ONNX_CSRC_ONLINE_CTC_MODEL_H_
|
||||
|
||||
#include <memory>
|
||||
#include <utility>
|
||||
#include <vector>
|
||||
|
||||
#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-model-config.h"
|
||||
|
||||
namespace sherpa_onnx {
|
||||
|
||||
class OnlineCtcModel {
|
||||
public:
|
||||
virtual ~OnlineCtcModel() = default;
|
||||
|
||||
static std::unique_ptr<OnlineCtcModel> Create(
|
||||
const OnlineModelConfig &config);
|
||||
|
||||
#if __ANDROID_API__ >= 9
|
||||
static std::unique_ptr<OnlineCtcModel> Create(
|
||||
AAssetManager *mgr, const OnlineModelConfig &config);
|
||||
#endif
|
||||
|
||||
// Return a list of tensors containing the initial states
|
||||
virtual std::vector<Ort::Value> GetInitStates() const = 0;
|
||||
|
||||
/**
|
||||
*
|
||||
* @param x A 3-D tensor of shape (N, T, C). N has to be 1.
|
||||
* @param states It is from GetInitStates() or returned from this method.
|
||||
*
|
||||
* @return Return a list of tensors
|
||||
* - ans[0] contains log_probs, of shape (N, T, C)
|
||||
* - ans[1:] contains next_states
|
||||
*/
|
||||
virtual std::vector<Ort::Value> Forward(
|
||||
Ort::Value x, std::vector<Ort::Value> states) const = 0;
|
||||
|
||||
/** Return the vocabulary size of the model
|
||||
*/
|
||||
virtual int32_t VocabSize() const = 0;
|
||||
|
||||
/** Return an allocator for allocating memory
|
||||
*/
|
||||
virtual OrtAllocator *Allocator() const = 0;
|
||||
|
||||
// The model accepts this number of frames before subsampling as input
|
||||
virtual int32_t ChunkLength() const = 0;
|
||||
|
||||
// Similar to frame_shift in feature extractor, after processing
|
||||
// ChunkLength() frames, we advance by ChunkShift() frames
|
||||
// before we process the next chunk.
|
||||
virtual int32_t ChunkShift() const = 0;
|
||||
};
|
||||
|
||||
} // namespace sherpa_onnx
|
||||
|
||||
#endif // SHERPA_ONNX_CSRC_ONLINE_CTC_MODEL_H_
|
||||
Reference in New Issue
Block a user