Gradient

Estimates the gradient of a function in one or more dimensions.

Abstract Signature:

Gradient(input: Tensor, spacing: Union[int, List[float]] = 1, dim: Optional[int], edge_order: int = 1)

PyTorchJAX (Core)NumPyKerasTensorFlowApple MLXFlax NNXPaxML / Praxis

PyTorch

API: torch.gradient

Strategy: Direct Mapping

Official Docs ↗

JAX (Core)

API: jax.numpy.gradient

Strategy: Direct Mapping

Official Docs ↗

NumPy

API: numpy.gradient

Strategy: Direct Mapping

Official Docs ↗

Keras

API: —

Strategy: Custom / Partial

TensorFlow

API: numpy.gradient

Strategy: Direct Mapping

Official Docs ↗

Apple MLX

API: —

Strategy: Custom / Partial

Flax NNX

API: —

Strategy: Custom / Partial

PaxML / Praxis

API: —

Strategy: Custom / Partial