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
import torch.nn as nn
assert_size_stride = torch._C._dynamo.guards.assert_size_stride
empty_strided_cuda = torch._C._dynamo.guards._empty_strided_cuda
reinterpret_tensor = torch._C._dynamo.guards._reinterpret_tensor


@triton.jit
def triton_poi_fused_sigmoid_sum_0(in_ptr0, out_ptr0, xnumel, XBLOCK: tl.
    constexpr):
    xnumel = 16
    xoffset = tl.program_id(0) * XBLOCK
    xindex = xoffset + tl.arange(0, XBLOCK)[:]
    xmask = xindex < xnumel
    x0 = xindex
    tmp0 = tl.load(in_ptr0 + 16 * x0, xmask, eviction_policy='evict_last')
    tmp2 = tl.load(in_ptr0 + (4 + 16 * x0), xmask, eviction_policy='evict_last'
        )
    tmp5 = tl.load(in_ptr0 + (8 + 16 * x0), xmask, eviction_policy='evict_last'
        )
    tmp8 = tl.load(in_ptr0 + (12 + 16 * x0), xmask, eviction_policy=
        'evict_last')
    tmp11 = tl.load(in_ptr0 + (1 + 16 * x0), xmask, eviction_policy=
        'evict_last')
    tmp13 = tl.load(in_ptr0 + (5 + 16 * x0), xmask, eviction_policy=
        'evict_last')
    tmp16 = tl.load(in_ptr0 + (9 + 16 * x0), xmask, eviction_policy=
        'evict_last')
    tmp19 = tl.load(in_ptr0 + (13 + 16 * x0), xmask, eviction_policy=
        'evict_last')
    tmp23 = tl.load(in_ptr0 + (2 + 16 * x0), xmask, eviction_policy=
        'evict_last')
    tmp25 = tl.load(in_ptr0 + (6 + 16 * x0), xmask, eviction_policy=
        'evict_last')
    tmp28 = tl.load(in_ptr0 + (10 + 16 * x0), xmask, eviction_policy=
        'evict_last')
    tmp31 = tl.load(in_ptr0 + (14 + 16 * x0), xmask, eviction_policy=
        'evict_last')
    tmp35 = tl.load(in_ptr0 + (3 + 16 * x0), xmask, eviction_policy=
        'evict_last')
    tmp37 = tl.load(in_ptr0 + (7 + 16 * x0), xmask, eviction_policy=
        'evict_last')
    tmp40 = tl.load(in_ptr0 + (11 + 16 * x0), xmask, eviction_policy=
        'evict_last')
    tmp43 = tl.load(in_ptr0 + (15 + 16 * x0), xmask, eviction_policy=
        'evict_last')
    tmp1 = tl.sigmoid(tmp0)
    tmp3 = tl.sigmoid(tmp2)
    tmp4 = tmp1 + tmp3
    tmp6 = tl.sigmoid(tmp5)
    tmp7 = tmp4 + tmp6
    tmp9 = tl.sigmoid(tmp8)
    tmp10 = tmp7 + tmp9
    tmp12 = tl.sigmoid(tmp11)
    tmp14 = tl.sigmoid(tmp13)
    tmp15 = tmp12 + tmp14
    tmp17 = tl.sigmoid(tmp16)
    tmp18 = tmp15 + tmp17
    tmp20 = tl.sigmoid(tmp19)
    tmp21 = tmp18 + tmp20
    tmp22 = tmp10 + tmp21
    tmp24 = tl.sigmoid(tmp23)
    tmp26 = tl.sigmoid(tmp25)
    tmp27 = tmp24 + tmp26
    tmp29 = tl.sigmoid(tmp28)
    tmp30 = tmp27 + tmp29
    tmp32 = tl.sigmoid(tmp31)
    tmp33 = tmp30 + tmp32
    tmp34 = tmp22 + tmp33
    tmp36 = tl.sigmoid(tmp35)
    tmp38 = tl.sigmoid(tmp37)
    tmp39 = tmp36 + tmp38
    tmp41 = tl.sigmoid(tmp40)
    tmp42 = tmp39 + tmp41
    tmp44 = tl.sigmoid(tmp43)
    tmp45 = tmp42 + tmp44
    tmp46 = tmp34 + tmp45
    tl.store(out_ptr0 + x0, tmp46, xmask)


@triton.jit
def triton_poi_fused_div_mul_sigmoid_sum_1(in_ptr0, in_ptr1, in_ptr2,
    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 % 4
    x1 = xindex // 4
    x2 = xindex
    tmp0 = tl.load(in_ptr0 + (x0 + 16 * x1), xmask)
    tmp1 = tl.load(in_ptr1 + (x0 + 16 * x1), xmask)
    tmp3 = tl.load(in_ptr2 + x1, xmask, eviction_policy='evict_last')
    tmp6 = tl.load(in_ptr0 + (4 + x0 + 16 * x1), xmask)
    tmp7 = tl.load(in_ptr1 + (4 + x0 + 16 * x1), xmask)
    tmp12 = tl.load(in_ptr0 + (8 + x0 + 16 * x1), xmask)
    tmp13 = tl.load(in_ptr1 + (8 + x0 + 16 * x1), xmask)
    tmp18 = tl.load(in_ptr0 + (12 + x0 + 16 * x1), xmask)
    tmp19 = tl.load(in_ptr1 + (12 + x0 + 16 * x1), xmask)
    tmp2 = tl.sigmoid(tmp1)
    tmp4 = tmp2 / tmp3
    tmp5 = tmp0 * tmp4
    tmp8 = tl.sigmoid(tmp7)
    tmp9 = tmp8 / tmp3
    tmp10 = tmp6 * tmp9
    tmp11 = tmp5 + tmp10
    tmp14 = tl.sigmoid(tmp13)
    tmp15 = tmp14 / tmp3
    tmp16 = tmp12 * tmp15
    tmp17 = tmp11 + tmp16
    tmp20 = tl.sigmoid(tmp19)
    tmp21 = tmp20 / tmp3
    tmp22 = tmp18 * tmp21
    tmp23 = tmp17 + tmp22
    tl.store(out_ptr0 + x2, tmp23, xmask)


@triton.jit
def triton_poi_fused_sum_2(in_ptr0, out_ptr0, xnumel, XBLOCK: tl.constexpr):
    xnumel = 16
    xoffset = tl.program_id(0) * XBLOCK
    xindex = xoffset + tl.arange(0, XBLOCK)[:]
    xmask = xindex < xnumel
    x0 = xindex
    tmp0 = tl.load(in_ptr0 + 4 * x0, xmask, eviction_policy='evict_last')
    tmp1 = tl.load(in_ptr0 + (1 + 4 * x0), xmask, eviction_policy='evict_last')
    tmp3 = tl.load(in_ptr0 + (2 + 4 * x0), xmask, eviction_policy='evict_last')
    tmp5 = tl.load(in_ptr0 + (3 + 4 * x0), xmask, eviction_policy='evict_last')
    tmp2 = tmp0 + tmp1
    tmp4 = tmp2 + tmp3
    tmp6 = tmp4 + tmp5
    tl.store(out_ptr0 + x0, tmp6, xmask)


def call(args):
    arg0_1, arg1_1 = args
    args.clear()
    assert_size_stride(arg0_1, (4, 4, 4, 4), (64, 16, 4, 1))
    assert_size_stride(arg1_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, 1, 1), (4, 1, 16, 16), torch.float32)
        get_raw_stream(0)
        triton_poi_fused_sigmoid_sum_0[grid(16)](arg0_1, buf0, 16, XBLOCK=
            16, num_warps=1, num_stages=1)
        buf1 = empty_strided_cuda((4, 4, 1, 4), (16, 4, 64, 1), torch.float32)
        triton_poi_fused_div_mul_sigmoid_sum_1[grid(64)](arg1_1, arg0_1,
            buf0, buf1, 64, XBLOCK=64, num_warps=1, num_stages=1)
        del arg0_1
        del arg1_1
        buf2 = reinterpret_tensor(buf0, (4, 4, 1, 1), (4, 1, 1, 1), 0)
        del buf0
        triton_poi_fused_sum_2[grid(16)](buf1, buf2, 16, XBLOCK=16,
            num_warps=1, num_stages=1)
        del buf1
    return buf2,


class PcamPoolNew(nn.Module):

    def __init__(self):
        super(PcamPoolNew, self).__init__()

    def forward(self, input_0, input_1):
        arg0_1 = input_0
        arg1_1 = input_1
        output = call([arg0_1, arg1_1])
        return output[0]


Measured latency_ms: 0.055645