tensorflow shape_error ai_generated true

ValueError: Input 0 of layer is incompatible with the layer

ID: tensorflow/value-error-incompatible

Also available as: JSON · Markdown
85%Fix Rate
88%Confidence
3Evidence
2023-01-01First Seen

Version Compatibility

VersionStatusIntroducedDeprecatedNotes
2 active — — —

Root Cause

Layer input shape doesnt match expected input spec.

generic

Workarounds

  1. 92% success Check layer expected input shape in model.summary()
  2. 90% success Use Input(shape=...) to explicitly define model input

Dead Ends

Common approaches that don't work:

  1. Add Flatten layer before every layer 78% fail

    Destroys feature structure

  2. Disable input shape checking 85% fail

    Crashes later with confusing error