Fix nemo streaming transducer greedy search (#944)
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@@ -32,22 +32,31 @@ class OnlineTransducerNeMoModel {
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OnlineTransducerNeMoModel(AAssetManager *mgr,
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const OnlineModelConfig &config);
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#endif
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~OnlineTransducerNeMoModel();
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// A list of 3 tensors:
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// A list of 3 tensors:
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// - cache_last_channel
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// - cache_last_time
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// - cache_last_channel_len
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std::vector<Ort::Value> GetInitStates() const;
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std::vector<Ort::Value> GetEncoderInitStates() const;
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// stack encoder states
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std::vector<Ort::Value> StackStates(
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std::vector<std::vector<Ort::Value>> states) const;
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// unstack encoder states
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std::vector<std::vector<Ort::Value>> UnStackStates(
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std::vector<Ort::Value> states) const;
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/** Run the encoder.
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*
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* @param features A tensor of shape (N, T, C). It is changed in-place.
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* @param states It is from GetInitStates() or returned from this method.
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*
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* @param states It is from GetEncoderInitStates() or returned from this
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* method.
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*
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* @return Return a tuple containing:
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* - ans[0]: encoder_out, a tensor of shape (N, T', encoder_out_dim)
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* - ans[1:]: contains next states
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* - ans[0]: encoder_out, a tensor of shape (N, encoder_out_dim, T')
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* - ans[1:]: contains next states
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*/
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std::vector<Ort::Value> RunEncoder(
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Ort::Value features, std::vector<Ort::Value> states) const; // NOLINT
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@@ -63,7 +72,7 @@ class OnlineTransducerNeMoModel {
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std::pair<Ort::Value, std::vector<Ort::Value>> RunDecoder(
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Ort::Value targets, std::vector<Ort::Value> states) const;
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std::vector<Ort::Value> GetDecoderInitStates(int32_t batch_size) const;
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std::vector<Ort::Value> GetDecoderInitStates() const;
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/** Run the joint network.
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*
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@@ -71,9 +80,7 @@ class OnlineTransducerNeMoModel {
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* @param decoder_out Output of the decoder network.
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* @return Return a tensor of shape (N, 1, 1, vocab_size) containing logits.
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*/
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Ort::Value RunJoiner(Ort::Value encoder_out,
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Ort::Value decoder_out) const;
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Ort::Value RunJoiner(Ort::Value encoder_out, Ort::Value decoder_out) const;
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/** We send this number of feature frames to the encoder at a time. */
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int32_t ChunkSize() const;
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@@ -114,10 +121,10 @@ class OnlineTransducerNeMoModel {
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// for details
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std::string FeatureNormalizationMethod() const;
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private:
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class Impl;
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std::unique_ptr<Impl> impl_;
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};
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private:
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class Impl;
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std::unique_ptr<Impl> impl_;
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};
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} // namespace sherpa_onnx
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