PyTorch
API: torch.manual_seed
Strategy: Direct Mapping
NumPy
API: np.random.seed
Strategy: Direct Mapping
TensorFlow
API: tf.random.set_seed
Strategy: Direct Mapping
Apple MLX
API: mlx.core.random.seed
Strategy: Direct Mapping
Flax NNX
API: flax.nnx.reseed
Strategy: Direct Mapping