tensorflow conversion_error ai_generated true

ValueError: quantization failed for model layer

ID: tensorflow/quantization-error

Also available as: JSON · Markdown
78%Fix Rate
82%Confidence
3Evidence
2023-01-01First Seen

Version Compatibility

VersionStatusIntroducedDeprecatedNotes
2 active — — —

Root Cause

Post-training quantization produced invalid or low-quality model.

generic

Workarounds

  1. 90% success Provide representative_dataset for calibration
  2. 88% success Use quantization-aware training for best results

Dead Ends

Common approaches that don't work:

  1. Skip layers that fail quantization 72% fail

    Inconsistent precision in model

  2. Use dynamic range quantization only 68% fail

    Lower accuracy than full integer