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fsmn

Feedforward Sequential Memory Networks

PyTorch implementations for FSMN (Feedforward Sequential Memory Networks), cFSMN (Compact FSMN), DFSMN (Deep-FSMN). Still in development (It will be implemented in two ways: linear product and conv1d.).

  • FSMN: scalar FSMN
  • CSFSMN: compact scalar FSMN
  • VFSMN: vectorized FSMN
  • VFSMNv2: vectorized FSMN implemented by conv1d
  • CVFSMN: compact vectorized FSMN
  • CVFSMNv2: compact vectorized FSMN implemented by conv1d

The code is modified from tensorflow version.

See:

  • Feedforward Sequential Memory Networks: A New Structure to Learn Long-term Dependency [arXiv]
  • Compact Feedforward Sequential Memory Networks for Large Vocabulary Continuous Speech Recognition [PDF]
  • Deep-FSMN for Large Vocabulary Continuous Speech Recognition [arXiv]

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