Keras 3 backend-agnostic custom gradient parity
Custom Gradient Consistency Across Backends Keras 3 enables a unified API that allows models to execute on TensorFlow, PyTorch, or JAX by setting the KERAS_BACKEND environment variable. While standard layers are mapped to framework primitives, implementing custom gradient calculations for user-defined layers introduces potential behavioral discrepancies. The
pytorch
keras