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
from itertools import product as product
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_add_avg_pool2d_max_pool2d_with_indices_0(in_out_ptr0,
    in_ptr0, xnumel, XBLOCK: tl.constexpr):
    xnumel = 64
    xoffset = tl.program_id(0) * XBLOCK
    xindex = xoffset + tl.arange(0, XBLOCK)[:]
    xmask = xindex < xnumel
    x1 = xindex // 2 % 2
    x0 = xindex % 2
    x4 = xindex // 2
    x3 = xindex
    tmp0 = -1 + 2 * x1
    tmp1 = tl.full([1], 0, tl.int64)
    tmp2 = tmp0 >= tmp1
    tmp3 = tl.full([1], 4, tl.int64)
    tmp4 = tmp0 < tmp3
    tmp5 = tmp2 & tmp4
    tmp6 = -1 + 2 * x0
    tmp7 = tmp6 >= tmp1
    tmp8 = tmp6 < tmp3
    tmp9 = tmp7 & tmp8
    tmp10 = tmp5 & tmp9
    tmp11 = tl.load(in_ptr0 + (-5 + 2 * x0 + 8 * x4), tmp10 & xmask,
        eviction_policy='evict_last', other=float('-inf'))
    tmp12 = 2 * x0
    tmp13 = tmp12 >= tmp1
    tmp14 = tmp12 < tmp3
    tmp15 = tmp13 & tmp14
    tmp16 = tmp5 & tmp15
    tmp17 = tl.load(in_ptr0 + (-4 + 2 * x0 + 8 * x4), tmp16 & xmask,
        eviction_policy='evict_last', other=float('-inf'))
    tmp18 = triton_helpers.maximum(tmp17, tmp11)
    tmp19 = 1 + 2 * x0
    tmp20 = tmp19 >= tmp1
    tmp21 = tmp19 < tmp3
    tmp22 = tmp20 & tmp21
    tmp23 = tmp5 & tmp22
    tmp24 = tl.load(in_ptr0 + (-3 + 2 * x0 + 8 * x4), tmp23 & xmask,
        eviction_policy='evict_last', other=float('-inf'))
    tmp25 = triton_helpers.maximum(tmp24, tmp18)
    tmp26 = 2 * x1
    tmp27 = tmp26 >= tmp1
    tmp28 = tmp26 < tmp3
    tmp29 = tmp27 & tmp28
    tmp30 = tmp29 & tmp9
    tmp31 = tl.load(in_ptr0 + (-1 + 2 * x0 + 8 * x4), tmp30 & xmask,
        eviction_policy='evict_last', other=float('-inf'))
    tmp32 = triton_helpers.maximum(tmp31, tmp25)
    tmp33 = tmp29 & tmp15
    tmp34 = tl.load(in_ptr0 + (2 * x0 + 8 * x4), tmp33 & xmask,
        eviction_policy='evict_last', other=float('-inf'))
    tmp35 = triton_helpers.maximum(tmp34, tmp32)
    tmp36 = tmp29 & tmp22
    tmp37 = tl.load(in_ptr0 + (1 + 2 * x0 + 8 * x4), tmp36 & xmask,
        eviction_policy='evict_last', other=float('-inf'))
    tmp38 = triton_helpers.maximum(tmp37, tmp35)
    tmp39 = 1 + 2 * x1
    tmp40 = tmp39 >= tmp1
    tmp41 = tmp39 < tmp3
    tmp42 = tmp40 & tmp41
    tmp43 = tmp42 & tmp9
    tmp44 = tl.load(in_ptr0 + (3 + 2 * x0 + 8 * x4), tmp43 & xmask,
        eviction_policy='evict_last', other=float('-inf'))
    tmp45 = triton_helpers.maximum(tmp44, tmp38)
    tmp46 = tmp42 & tmp15
    tmp47 = tl.load(in_ptr0 + (4 + 2 * x0 + 8 * x4), tmp46 & xmask,
        eviction_policy='evict_last', other=float('-inf'))
    tmp48 = triton_helpers.maximum(tmp47, tmp45)
    tmp49 = tmp42 & tmp22
    tmp50 = tl.load(in_ptr0 + (5 + 2 * x0 + 8 * x4), tmp49 & xmask,
        eviction_policy='evict_last', other=float('-inf'))
    tmp51 = triton_helpers.maximum(tmp50, tmp48)
    tmp52 = tl.load(in_ptr0 + (-5 + 2 * x0 + 8 * x4), tmp10 & xmask,
        eviction_policy='evict_last', other=0.0)
    tmp53 = tl.load(in_ptr0 + (-4 + 2 * x0 + 8 * x4), tmp16 & xmask,
        eviction_policy='evict_last', other=0.0)
    tmp54 = tmp53 + tmp52
    tmp55 = tl.load(in_ptr0 + (-3 + 2 * x0 + 8 * x4), tmp23 & xmask,
        eviction_policy='evict_last', other=0.0)
    tmp56 = tmp55 + tmp54
    tmp57 = tl.load(in_ptr0 + (-1 + 2 * x0 + 8 * x4), tmp30 & xmask,
        eviction_policy='evict_last', other=0.0)
    tmp58 = tmp57 + tmp56
    tmp59 = tl.load(in_ptr0 + (2 * x0 + 8 * x4), tmp33 & xmask,
        eviction_policy='evict_last', other=0.0)
    tmp60 = tmp59 + tmp58
    tmp61 = tl.load(in_ptr0 + (1 + 2 * x0 + 8 * x4), tmp36 & xmask,
        eviction_policy='evict_last', other=0.0)
    tmp62 = tmp61 + tmp60
    tmp63 = tl.load(in_ptr0 + (3 + 2 * x0 + 8 * x4), tmp43 & xmask,
        eviction_policy='evict_last', other=0.0)
    tmp64 = tmp63 + tmp62
    tmp65 = tl.load(in_ptr0 + (4 + 2 * x0 + 8 * x4), tmp46 & xmask,
        eviction_policy='evict_last', other=0.0)
    tmp66 = tmp65 + tmp64
    tmp67 = tl.load(in_ptr0 + (5 + 2 * x0 + 8 * x4), tmp49 & xmask,
        eviction_policy='evict_last', other=0.0)
    tmp68 = tmp67 + tmp66
    tmp69 = 1 + -2 * x0 + -2 * x1 + (5 * (5 <= 2 + 2 * x0) + (2 + 2 * x0) *
        (2 + 2 * x0 < 5)) * (5 * (5 <= 2 + 2 * x1) + (2 + 2 * x1) * (2 + 2 *
        x1 < 5)) + -2 * x0 * (5 * (5 <= 2 + 2 * x1) + (2 + 2 * x1) * (2 + 2 *
        x1 < 5)) + -2 * x1 * (5 * (5 <= 2 + 2 * x0) + (2 + 2 * x0) * (2 + 2 *
        x0 < 5)) + 4 * x0 * x1 + (5 * (5 <= 2 + 2 * x0) + (2 + 2 * x0) * (2 +
        2 * x0 < 5)) + (5 * (5 <= 2 + 2 * x1) + (2 + 2 * x1) * (2 + 2 * x1 < 5)
        )
    tmp70 = tmp68 / tmp69
    tmp71 = tmp51 + tmp70
    tl.store(in_out_ptr0 + x3, tmp71, 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)
        buf2 = buf0
        del buf0
        get_raw_stream(0)
        triton_poi_fused_add_avg_pool2d_max_pool2d_with_indices_0[grid(64)](
            buf2, arg0_1, 64, XBLOCK=64, num_warps=1, num_stages=1)
        del arg0_1
    return buf2,


class Max_AvgPoolNew(nn.Module):

    def __init__(self, kernel_size=(3, 3), stride=2, padding=1, dim=128):
        super(Max_AvgPoolNew, self).__init__()
        self.Maxpool = nn.MaxPool2d(kernel_size=kernel_size, stride=stride,
            padding=padding)
        self.Avgpool = nn.AvgPool2d(kernel_size=kernel_size, stride=stride,
            padding=padding)

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


Measured latency_ms: 0.014034