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. Delay penalty
      10. 5.5.10. Weakly supervised transducer
      11. 5.5.11. Endpointing
      12. 5.5.12. Conditional training
      13. 5.5.13. End of input (EOI) token
      14. 5.5.14. 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. N-gram language model
      6. 5.6.6. Automatic batch size reduction
      7. 5.6.7. Saving predictions
      8. 5.6.8. User-perceived latency
      9. 5.6.9. Emission latency
      10. 5.6.10. Timestamps
      11. 5.6.11. Conditional decoding
      12. 5.6.12. 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. Compiling weights
      2. 6.3.2. Websocket API
      3. 6.3.3. Testing inference performance
      4. 6.3.4. Live audio demonstration
      5. 6.3.5. Hardware requirements
    4. 6.4. CAIMAN-ASR demo
    5. 6.5. CAIMAN-ASR benchmark
      1. 6.5.1. Benchmark Installation
      2. 6.5.2. 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