PyTorch
API: torch.Generator
Strategy: Direct Mapping
JAX (Core)
API: —
Strategy: Custom / Partial
NumPy
API: np.random.Generator
Strategy: Direct Mapping
Keras
API: —
Strategy: Custom / Partial
TensorFlow
API: tf.random.Generator
Strategy: Direct Mapping
Apple MLX
API: —
Strategy: Custom / Partial
Flax NNX
API: —
Strategy: Custom / Partial
PaxML / Praxis
API: —
Strategy: Custom / Partial