warp.tile\_randi
================

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

   .. hlist::
      :columns: 8

      * Kernel

   Generate a tile of random integers.
   
   :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 integers 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=int)):
           i, j = wp.tid()
           rng = wp.rand_init(seed, i * TILE_M + j)
           t = wp.tile_randi(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=int)
       wp.launch_tiled(rand_kernel, dim=[M, N], inputs=[seed, x], block_dim=32)
       print(x.numpy())
   
   .. testoutput::
   
       [[  798497746  1803297529  -955788638    17806966]
        [ 1788185933  1320194893  2073257406 -2009156320]
        [ -257534450 -1138585923  1145322783  -321794125]
        [-2096177388 -1835610841  1159339128  -652221052]]
   

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

   .. hlist::
      :columns: 8

      * Kernel

   Generate a tile of random integers.

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

   .. hlist::
      :columns: 8

      * Kernel

   Generate a tile of random integers.
   
   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 integers
   :param max: Maximum value (exclusive) for random integers
   :param storage: The storage location for the tile: ``"register"`` for registers
                   (default) or ``"shared"`` for shared memory.
   
   :returns: A tile of random integers 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=int)):
           i, j = wp.tid()
           rng = wp.rand_init(seed, i * TILE_M + j)
           t = wp.tile_randi(shape=(TILE_M, TILE_N), rng=rng, min=-5, max=5)
           wp.tile_store(x, t, offset=(i * TILE_M, j * TILE_N))
   
       x = wp.zeros(shape=(M * TILE_M, N * TILE_N), dtype=int)
       wp.launch_tiled(rand_range_kernel, dim=[M, N], inputs=[seed, x], block_dim=32)
       print(x.numpy())
   
   .. testoutput::
   
       [[ 1  4  3  1]
        [-2 -2  1  1]
        [ 1 -2 -2 -4]
        [ 3  0  3 -1]]
   

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

   .. hlist::
      :columns: 8

      * Kernel

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