seniorKeras
How does Keras handle dynamic input shapes in production models?
Updated May 16, 2026
Short answer
Keras supports dynamic shapes using None dimensions in input tensors.
Deep explanation
Dynamic shapes allow variable-length sequences or images. However, they require careful graph optimization and can reduce compilation efficiency in tf.function contexts.
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