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
from torch._inductor.runtime import triton_helpers
import torch.nn as nn
import torch.utils.data
import torch.utils.data.distributed
import torch._utils
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_max_pool2d_with_indices_0(in_ptr0, out_ptr0, xnumel,
    XBLOCK: tl.constexpr):
    xnumel = 64
    xoffset = tl.program_id(0) * XBLOCK
    xindex = xoffset + tl.arange(0, XBLOCK)[:]
    xmask = xindex < xnumel
    x0 = xindex % 2
    x1 = xindex // 2 % 2
    x2 = xindex // 4
    x4 = xindex
    tmp0 = tl.load(in_ptr0 + (4 * (3 * (3 <= 3 * x1) + 3 * x1 * (3 * x1 < 3
        )) + 16 * x2 + (3 * (3 <= 3 * x0) + 3 * x0 * (3 * x0 < 3))), xmask,
        eviction_policy='evict_last')
    tmp1 = tl.load(in_ptr0 + (4 * (3 * (3 <= 3 * x1) + 3 * x1 * (3 * x1 < 3
        )) + 16 * x2 + (3 * (3 <= 1 + 3 * x0) + (1 + 3 * x0) * (1 + 3 * x0 <
        3))), xmask, eviction_policy='evict_last')
    tmp3 = tl.load(in_ptr0 + (4 * (3 * (3 <= 3 * x1) + 3 * x1 * (3 * x1 < 3
        )) + 16 * x2 + (3 * (3 <= 2 + 3 * x0) + (2 + 3 * x0) * (2 + 3 * x0 <
        3))), xmask)
    tmp5 = tl.load(in_ptr0 + (3 + 4 * (3 * (3 <= 3 * x1) + 3 * x1 * (3 * x1 <
        3)) + 16 * x2), xmask, eviction_policy='evict_last')
    tmp7 = tl.load(in_ptr0 + (4 * (3 * (3 <= 1 + 3 * x1) + (1 + 3 * x1) * (
        1 + 3 * x1 < 3)) + 16 * x2 + (3 * (3 <= 3 * x0) + 3 * x0 * (3 * x0 <
        3))), xmask, eviction_policy='evict_last')
    tmp9 = tl.load(in_ptr0 + (4 * (3 * (3 <= 1 + 3 * x1) + (1 + 3 * x1) * (
        1 + 3 * x1 < 3)) + 16 * x2 + (3 * (3 <= 1 + 3 * x0) + (1 + 3 * x0) *
        (1 + 3 * x0 < 3))), xmask, eviction_policy='evict_last')
    tmp11 = tl.load(in_ptr0 + (4 * (3 * (3 <= 1 + 3 * x1) + (1 + 3 * x1) *
        (1 + 3 * x1 < 3)) + 16 * x2 + (3 * (3 <= 2 + 3 * x0) + (2 + 3 * x0) *
        (2 + 3 * x0 < 3))), xmask)
    tmp13 = tl.load(in_ptr0 + (3 + 4 * (3 * (3 <= 1 + 3 * x1) + (1 + 3 * x1
        ) * (1 + 3 * x1 < 3)) + 16 * x2), xmask, eviction_policy='evict_last')
    tmp15 = tl.load(in_ptr0 + (4 * (3 * (3 <= 2 + 3 * x1) + (2 + 3 * x1) *
        (2 + 3 * x1 < 3)) + 16 * x2 + (3 * (3 <= 3 * x0) + 3 * x0 * (3 * x0 <
        3))), xmask, eviction_policy='evict_last')
    tmp17 = tl.load(in_ptr0 + (4 * (3 * (3 <= 2 + 3 * x1) + (2 + 3 * x1) *
        (2 + 3 * x1 < 3)) + 16 * x2 + (3 * (3 <= 1 + 3 * x0) + (1 + 3 * x0) *
        (1 + 3 * x0 < 3))), xmask, eviction_policy='evict_last')
    tmp19 = tl.load(in_ptr0 + (4 * (3 * (3 <= 2 + 3 * x1) + (2 + 3 * x1) *
        (2 + 3 * x1 < 3)) + 16 * x2 + (3 * (3 <= 2 + 3 * x0) + (2 + 3 * x0) *
        (2 + 3 * x0 < 3))), xmask)
    tmp21 = tl.load(in_ptr0 + (3 + 4 * (3 * (3 <= 2 + 3 * x1) + (2 + 3 * x1
        ) * (2 + 3 * x1 < 3)) + 16 * x2), xmask, eviction_policy='evict_last')
    tmp23 = tl.load(in_ptr0 + (12 + 16 * x2 + (3 * (3 <= 3 * x0) + 3 * x0 *
        (3 * x0 < 3))), xmask, eviction_policy='evict_last')
    tmp25 = tl.load(in_ptr0 + (12 + 16 * x2 + (3 * (3 <= 1 + 3 * x0) + (1 +
        3 * x0) * (1 + 3 * x0 < 3))), xmask, eviction_policy='evict_last')
    tmp27 = tl.load(in_ptr0 + (12 + 16 * x2 + (3 * (3 <= 2 + 3 * x0) + (2 +
        3 * x0) * (2 + 3 * x0 < 3))), xmask, eviction_policy='evict_last')
    tmp29 = tl.load(in_ptr0 + (15 + 16 * x2), xmask, eviction_policy=
        'evict_last')
    tmp2 = triton_helpers.maximum(tmp1, tmp0)
    tmp4 = triton_helpers.maximum(tmp3, tmp2)
    tmp6 = triton_helpers.maximum(tmp5, tmp4)
    tmp8 = triton_helpers.maximum(tmp7, tmp6)
    tmp10 = triton_helpers.maximum(tmp9, tmp8)
    tmp12 = triton_helpers.maximum(tmp11, tmp10)
    tmp14 = triton_helpers.maximum(tmp13, tmp12)
    tmp16 = triton_helpers.maximum(tmp15, tmp14)
    tmp18 = triton_helpers.maximum(tmp17, tmp16)
    tmp20 = triton_helpers.maximum(tmp19, tmp18)
    tmp22 = triton_helpers.maximum(tmp21, tmp20)
    tmp24 = triton_helpers.maximum(tmp23, tmp22)
    tmp26 = triton_helpers.maximum(tmp25, tmp24)
    tmp28 = triton_helpers.maximum(tmp27, tmp26)
    tmp30 = triton_helpers.maximum(tmp29, tmp28)
    tl.store(out_ptr0 + x4, tmp30, 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, 2, 2), (16, 4, 2, 1), torch.float32)
        get_raw_stream(0)
        triton_poi_fused_max_pool2d_with_indices_0[grid(64)](arg0_1, buf0, 
            64, XBLOCK=64, num_warps=1, num_stages=1)
        del arg0_1
    return buf0,


class MaxPoolStride1New(nn.Module):

    def __init__(self, kernel_size):
        super(MaxPoolStride1New, self).__init__()
        self.kernel_size = kernel_size
        self.pad = kernel_size - 1

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


Measured latency_ms: 0.014591