1. Introduction
  2. 1. Installation
  3. 2. Key Features
  4. 3. Product overview
  5. 4. Performance
  6. 5. ML training flow
    1. 5.1. Installation
    2. 5.2. Model YAML configurations
    3. 5.3. Training times
    4. 5.4. Data preparation
      1. 5.4.1. Supported dataset formats
        1. 5.4.1.1. JSONL format
        2. 5.4.1.2. SHAR format
      2. 5.4.2. Log mel feature normalization
    5. 5.5. Training
      1. 5.5.1. Batch size hyperparameters
      2. 5.5.2. Heterogeneous CPUs
      3. 5.5.3. Tensorboard
      4. 5.5.4. Challenging target data
      5. 5.5.5. Resuming and fine-tuning
      6. 5.5.6. Profiling
      7. 5.5.7. Changing the character set
      8. 5.5.8. Language detection
      9. 5.5.9. Code switching
      10. 5.5.10. Delay penalty
      11. 5.5.11. Weakly supervised transducer
      12. 5.5.12. Endpointing
      13. 5.5.13. Conditional training
      14. 5.5.14. End of input (EOI) token
      15. 5.5.15. Checkpoint averaging
    6. 5.6. Validation
      1. 5.6.1. WER calculation
      2. 5.6.2. PER calculation
      3. 5.6.3. State resets
      4. 5.6.4. Beam search decoding
      5. 5.6.5. Blank bias
      6. 5.6.6. N-gram language model
      7. 5.6.7. Automatic batch size reduction
      8. 5.6.8. Saving predictions
      9. 5.6.9. User-perceived latency
      10. 5.6.10. Emission latency
      11. 5.6.11. Timestamps
      12. 5.6.12. Conditional decoding
      13. 5.6.13. Keyword boosting
    7. 5.7. Export inference checkpoint
      1. 5.7.1. Config & checkpoint hierarchy
  7. 6. Inference flow
    1. 6.1. Licensing
    2. 6.2. Programming the FPGA
    3. 6.3. CAIMAN-ASR server
      1. 6.3.1. Websocket API
      2. 6.3.2. Testing inference performance
      3. 6.3.3. Live audio demonstration
      4. 6.3.4. Hardware requirements
    4. 6.4. CAIMAN-ASR demo
    5. 6.5. CAIMAN-ASR benchmark
      1. 6.5.1. Benchmarking custom datasets
  8. 7. Versions

CAIMAN-ASR

Versions

Documentation for previous versions:

  • v1.9.0
  • v1.10.0
  • v1.10.1
  • v1.11.0
  • v1.12.0
  • v1.13.0
  • v1.14.0
  • v1.16.0
  • v1.17.0