import torch
import triton
import triton.language as tl
from torch._inductor.runtime.triton_heuristics import grid
from torch._C import _cuda_getCurrentRawStream as get_raw_stream
assert_size_stride = torch._C._dynamo.guards.assert_size_stride
empty_strided_cuda = torch._C._dynamo.guards._empty_strided_cuda


@triton.jit
def triton_poi_fused_cat_0(in_ptr0, out_ptr0, xnumel, XBLOCK: tl.constexpr):
    xnumel = 640
    xoffset = tl.program_id(0) * XBLOCK
    xindex = xoffset + tl.arange(0, XBLOCK)[:]
    xmask = xindex < xnumel
    x0 = xindex % 10
    x1 = xindex // 10
    x2 = xindex
    tmp0 = x0
    tl.full([1], 0, tl.int64)
    tmp3 = tl.full([1], 1, tl.int64)
    tmp4 = tmp0 < tmp3
    tmp5 = tl.load(in_ptr0 + (3 + 4 * x1), tmp4 & xmask, eviction_policy=
        'evict_last', other=0.0)
    tmp6 = tmp0 >= tmp3
    tmp7 = tl.full([1], 2, tl.int64)
    tmp8 = tmp0 < tmp7
    tmp9 = tmp6 & tmp8
    tmp10 = tl.load(in_ptr0 + (2 + 4 * x1), tmp9 & xmask, eviction_policy=
        'evict_last', other=0.0)
    tmp11 = tmp0 >= tmp7
    tmp12 = tl.full([1], 3, tl.int64)
    tmp13 = tmp0 < tmp12
    tmp14 = tmp11 & tmp13
    tmp15 = tl.load(in_ptr0 + (1 + 4 * x1), tmp14 & xmask, eviction_policy=
        'evict_last', other=0.0)
    tmp16 = tmp0 >= tmp12
    tmp17 = tl.full([1], 7, tl.int64)
    tmp18 = tmp0 < tmp17
    tmp19 = tmp16 & tmp18
    tmp20 = tl.load(in_ptr0 + (4 * x1 + (-3 + x0)), tmp19 & xmask,
        eviction_policy='evict_last', other=0.0)
    tmp21 = tmp0 >= tmp17
    tmp22 = tl.full([1], 8, tl.int64)
    tmp23 = tmp0 < tmp22
    tmp24 = tmp21 & tmp23
    tmp25 = tl.load(in_ptr0 + (2 + 4 * x1), tmp24 & xmask, eviction_policy=
        'evict_last', other=0.0)
    tmp26 = tmp0 >= tmp22
    tmp27 = tl.full([1], 9, tl.int64)
    tmp28 = tmp0 < tmp27
    tmp29 = tmp26 & tmp28
    tmp30 = tl.load(in_ptr0 + (1 + 4 * x1), tmp29 & xmask, eviction_policy=
        'evict_last', other=0.0)
    tmp31 = tmp0 >= tmp27
    tl.full([1], 10, tl.int64)
    tmp34 = tl.load(in_ptr0 + 4 * x1, tmp31 & xmask, eviction_policy=
        'evict_last', other=0.0)
    tmp35 = tl.where(tmp29, tmp30, tmp34)
    tmp36 = tl.where(tmp24, tmp25, tmp35)
    tmp37 = tl.where(tmp19, tmp20, tmp36)
    tmp38 = tl.where(tmp14, tmp15, tmp37)
    tmp39 = tl.where(tmp9, tmp10, tmp38)
    tmp40 = tl.where(tmp4, tmp5, tmp39)
    tl.store(out_ptr0 + x2, tmp40, xmask)


@triton.jit
def triton_poi_fused_cat_1(in_ptr0, out_ptr0, xnumel, XBLOCK: tl.constexpr):
    xnumel = 1600
    xoffset = tl.program_id(0) * XBLOCK
    xindex = xoffset + tl.arange(0, XBLOCK)[:]
    xmask = xindex < xnumel
    x1 = xindex // 10 % 10
    x0 = xindex % 10
    x2 = xindex // 100
    x3 = xindex
    tmp0 = x1
    tl.full([1], 0, tl.int64)
    tmp3 = tl.full([1], 1, tl.int64)
    tmp4 = tmp0 < tmp3
    tmp5 = tl.load(in_ptr0 + (30 + x0 + 40 * x2), tmp4 & xmask,
        eviction_policy='evict_last', other=0.0)
    tmp6 = tmp0 >= tmp3
    tmp7 = tl.full([1], 2, tl.int64)
    tmp8 = tmp0 < tmp7
    tmp9 = tmp6 & tmp8
    tmp10 = tl.load(in_ptr0 + (20 + x0 + 40 * x2), tmp9 & xmask,
        eviction_policy='evict_last', other=0.0)
    tmp11 = tmp0 >= tmp7
    tmp12 = tl.full([1], 3, tl.int64)
    tmp13 = tmp0 < tmp12
    tmp14 = tmp11 & tmp13
    tmp15 = tl.load(in_ptr0 + (10 + x0 + 40 * x2), tmp14 & xmask,
        eviction_policy='evict_last', other=0.0)
    tmp16 = tmp0 >= tmp12
    tmp17 = tl.full([1], 7, tl.int64)
    tmp18 = tmp0 < tmp17
    tmp19 = tmp16 & tmp18
    tmp20 = tl.load(in_ptr0 + (x0 + 10 * (-3 + x1) + 40 * x2), tmp19 &
        xmask, other=0.0)
    tmp21 = tmp0 >= tmp17
    tmp22 = tl.full([1], 8, tl.int64)
    tmp23 = tmp0 < tmp22
    tmp24 = tmp21 & tmp23
    tmp25 = tl.load(in_ptr0 + (20 + x0 + 40 * x2), tmp24 & xmask,
        eviction_policy='evict_last', other=0.0)
    tmp26 = tmp0 >= tmp22
    tmp27 = tl.full([1], 9, tl.int64)
    tmp28 = tmp0 < tmp27
    tmp29 = tmp26 & tmp28
    tmp30 = tl.load(in_ptr0 + (10 + x0 + 40 * x2), tmp29 & xmask,
        eviction_policy='evict_last', other=0.0)
    tmp31 = tmp0 >= tmp27
    tl.full([1], 10, tl.int64)
    tmp34 = tl.load(in_ptr0 + (x0 + 40 * x2), tmp31 & xmask,
        eviction_policy='evict_last', other=0.0)
    tmp35 = tl.where(tmp29, tmp30, tmp34)
    tmp36 = tl.where(tmp24, tmp25, tmp35)
    tmp37 = tl.where(tmp19, tmp20, tmp36)
    tmp38 = tl.where(tmp14, tmp15, tmp37)
    tmp39 = tl.where(tmp9, tmp10, tmp38)
    tmp40 = tl.where(tmp4, tmp5, tmp39)
    tl.store(out_ptr0 + x3, tmp40, xmask)


def call(args):
    arg0_1, = args
    args.clear()
    assert_size_stride(arg0_1, (4, 4, 4, 4), (64, 16, 4, 1))
    with torch.cuda._DeviceGuard(0):
        torch.cuda.set_device(0)
        buf0 = empty_strided_cuda((4, 4, 4, 10), (160, 40, 10, 1), torch.
            float32)
        get_raw_stream(0)
        triton_poi_fused_cat_0[grid(640)](arg0_1, buf0, 640, XBLOCK=256,
            num_warps=4, num_stages=1)
        del arg0_1
        buf1 = empty_strided_cuda((4, 4, 10, 10), (400, 100, 10, 1), torch.
            float32)
        triton_poi_fused_cat_1[grid(1600)](buf0, buf1, 1600, XBLOCK=128,
            num_warps=4, num_stages=1)
        del buf0
    return buf1,


class ReflectPad2dNew(torch.nn.Module):
    """ reflectionpad2d that can be transfered across onnx etc
        size : int (the size of padding)
    """

    def __init__(self, size):
        super().__init__()
        self.size = size

    def forward(self, input_0):
        arg0_1 = input_0
        output = call([arg0_1])
        return output[0]


Measured latency_ms: 0.015194