PyTorch
API: torch.std
Strategy: Direct Mapping
JAX (Core)
API: jnp.std
Strategy: Direct Mapping
NumPy
API: numpy.std
Strategy: Direct Mapping
Keras
API: keras.ops.std
Strategy: Direct Mapping
TensorFlow
API: tf.math.reduce_std
Strategy: Direct Mapping
Apple MLX
API: —
Strategy: Macro 'mlx.core.sqrt(mlx.core.var({input}, {axis}, {keepdims}))'
Flax NNX
API: jnp.std
Strategy: Direct Mapping
PaxML / Praxis
API: jnp.std
Strategy: Direct Mapping