PyTorch
API: torch.flipud
Strategy: Direct Mapping
JAX (Core)
API: jax.numpy.flipud
Strategy: Direct Mapping
NumPy
API: numpy.flipud
Strategy: Direct Mapping
Keras
API: keras.ops.flip
Strategy: Macro 'keras.ops.flip({m}, axis=0)'
TensorFlow
API: tf.experimental.numpy.flipud
Strategy: Direct Mapping
Apple MLX
API: —
Strategy: Macro '{input}[::-1]'
Flax NNX
API: jax.numpy.flipud
Strategy: Direct Mapping
PaxML / Praxis
API: jax.numpy.flipud
Strategy: Direct Mapping