warp.tile\_randf
================

.. function:: warp._src.lang.tile_randf(shape: tuple[int, ...], rng: uint32, storage: str) -> Tile[Any,tuple[int, ...]]

   .. hlist::
      :columns: 8

      * Kernel

   Generate a tile of random floats.
   
   :param shape: Shape of the output tile
   :param rng: Random number generator state, typically from :func:`~warp._src.lang.rand_init`
   :param storage: The storage location for the tile: ``"register"`` for registers
                   (default) or ``"shared"`` for shared memory.
   
   :returns: A tile of random floats in the range [0, 1) with the specified shape.
   
   .. rubric:: Example
   
   .. testcode::
   
       TILE_M, TILE_N = 2, 2
       M, N = 2, 2
       seed = 42
   
       @wp.kernel
       def rand_kernel(seed: int, x: wp.array2d(dtype=float)):
           i, j = wp.tid()
           rng = wp.rand_init(seed, i * TILE_M + j)
           t = wp.tile_randf(shape=(TILE_M, TILE_N), rng=rng)
           wp.tile_store(x, t, offset=(i * TILE_M, j * TILE_N))
   
       x = wp.zeros(shape=(M * TILE_M, N * TILE_N), dtype=float)
       wp.launch_tiled(rand_kernel, dim=[M, N], inputs=[seed, x], block_dim=32)
       print(x.numpy())
   
   .. testoutput::
   
       [[0.1859147  0.41986287 0.7774631  0.00414598]
        [0.41634446 0.3073818  0.4827178  0.53220683]
        [0.9400381  0.73490226 0.26666623 0.9250764 ]
        [0.51194566 0.57261354 0.26992965 0.8481429 ]]
   

.. function:: warp._src.lang.tile_randf(shape: int32, rng: uint32, storage: str) -> Tile[Any,tuple[int, ...]]
   :noindex:

   .. hlist::
      :columns: 8

      * Kernel

   Generate a tile of random floats.

.. function:: warp._src.lang.tile_randf(shape: tuple[int, ...], rng: uint32, min: float32, max: float32, storage: str) -> Tile[Any,tuple[int, ...]]
   :noindex:

   .. hlist::
      :columns: 8

      * Kernel

   Generate a tile of random floats.
   
   Sample values in the range [min, max).
   
   :param shape: Shape of the output tile
   :param rng: Random number generator state, typically from :func:`~warp._src.lang.rand_init`
   :param min: Minimum value (inclusive) for random floats
   :param max: Maximum value (exclusive) for random floats
   :param storage: The storage location for the tile: ``"register"`` for registers
                   (default) or ``"shared"`` for shared memory.
   
   :returns: A tile of random floats in the range [min, max) with the specified shape.
   
   .. rubric:: Example
   
   .. testcode::
   
       TILE_M, TILE_N = 2, 2
       M, N = 2, 2
       seed = 42
   
       @wp.kernel
       def rand_range_kernel(seed: int, x: wp.array2d(dtype=float)):
           i, j = wp.tid()
           rng = wp.rand_init(seed, i * TILE_M + j)
           t = wp.tile_randf(shape=(TILE_M, TILE_N), rng=rng, min=-5.0, max=5.0)
           wp.tile_store(x, t, offset=(i * TILE_M, j * TILE_N))
   
       x = wp.zeros(shape=(M * TILE_M, N * TILE_N), dtype=float)
       wp.launch_tiled(rand_range_kernel, dim=[M, N], inputs=[seed, x], block_dim=32)
       print(x.numpy())
   
   .. testoutput::
   
       [[-3.140853   -0.80137134  2.7746308  -4.95854   ]
        [-0.83655536 -1.9261819  -0.17282188  0.32206833]
        [ 4.400381    2.3490226  -2.3333378   4.2507644 ]
        [ 0.11945665  0.7261354  -2.3007035   3.481429  ]]
   

.. function:: warp._src.lang.tile_randf(shape: int32, rng: uint32, min: float32, max: float32, storage: str) -> Tile[Any,tuple[int, ...]]
   :noindex:

   .. hlist::
      :columns: 8

      * Kernel

   Generate a tile of random floats.
   
   Sample values in the range [min, max).