import torch
from torch._inductor.select_algorithm import extern_kernels
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
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_convolution_leaky_relu_0(in_out_ptr0, in_ptr0, xnumel,
    XBLOCK: tl.constexpr):
    xoffset = tl.program_id(0) * XBLOCK
    xindex = xoffset + tl.arange(0, XBLOCK)[:]
    tl.full([XBLOCK], True, tl.int1)
    x3 = xindex
    x1 = xindex // 4096 % 64
    tmp0 = tl.load(in_out_ptr0 + x3, None)
    tmp1 = tl.load(in_ptr0 + x1, None, eviction_policy='evict_last')
    tmp2 = tmp0 + tmp1
    tmp3 = 0.0
    tmp4 = tmp2 > tmp3
    tmp5 = 0.1
    tmp6 = tmp2 * tmp5
    tmp7 = tl.where(tmp4, tmp2, tmp6)
    tl.store(in_out_ptr0 + x3, tmp7, None)


@triton.jit
def triton_poi_fused_avg_pool2d_max_pool2d_with_indices_1(in_ptr0, out_ptr0,
    out_ptr1, out_ptr2, xnumel, XBLOCK: tl.constexpr):
    xoffset = tl.program_id(0) * XBLOCK
    xindex = xoffset + tl.arange(0, XBLOCK)[:]
    tl.full([XBLOCK], True, tl.int1)
    x1 = xindex // 32 % 32
    x0 = xindex % 32
    x5 = xindex // 32
    x3 = xindex // 65536
    x6 = xindex % 65536
    x7 = xindex
    tmp0 = -1 + 2 * x1
    tmp1 = tl.full([1], 0, tl.int64)
    tmp2 = tmp0 >= tmp1
    tmp3 = tl.full([1], 64, 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 + (-65 + 2 * x0 + 128 * x5), tmp10,
        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 + (-64 + 2 * x0 + 128 * x5), tmp16,
        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 + (-63 + 2 * x0 + 128 * x5), tmp23,
        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 + 128 * x5), tmp30,
        eviction_policy='evict_last', other=float('-inf'))
    tmp32 = triton_helpers.maximum(tmp31, tmp25)
    tmp33 = tmp29 & tmp15
    tmp34 = tl.load(in_ptr0 + (2 * x0 + 128 * x5), tmp33, eviction_policy=
        'evict_last', other=float('-inf'))
    tmp35 = triton_helpers.maximum(tmp34, tmp32)
    tmp36 = tmp29 & tmp22
    tmp37 = tl.load(in_ptr0 + (1 + 2 * x0 + 128 * x5), tmp36,
        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 + (63 + 2 * x0 + 128 * x5), tmp43,
        eviction_policy='evict_last', other=float('-inf'))
    tmp45 = triton_helpers.maximum(tmp44, tmp38)
    tmp46 = tmp42 & tmp15
    tmp47 = tl.load(in_ptr0 + (64 + 2 * x0 + 128 * x5), tmp46,
        eviction_policy='evict_last', other=float('-inf'))
    tmp48 = triton_helpers.maximum(tmp47, tmp45)
    tmp49 = tmp42 & tmp22
    tmp50 = tl.load(in_ptr0 + (65 + 2 * x0 + 128 * x5), tmp49,
        eviction_policy='evict_last', other=float('-inf'))
    tmp51 = triton_helpers.maximum(tmp50, tmp48)
    tmp52 = tmp17 > tmp11
    tmp53 = tl.full([1], 1, tl.int8)
    tmp54 = tl.full([1], 0, tl.int8)
    tmp55 = tl.where(tmp52, tmp53, tmp54)
    tmp56 = tmp24 > tmp18
    tmp57 = tl.full([1], 2, tl.int8)
    tmp58 = tl.where(tmp56, tmp57, tmp55)
    tmp59 = tmp31 > tmp25
    tmp60 = tl.full([1], 3, tl.int8)
    tmp61 = tl.where(tmp59, tmp60, tmp58)
    tmp62 = tmp34 > tmp32
    tmp63 = tl.full([1], 4, tl.int8)
    tmp64 = tl.where(tmp62, tmp63, tmp61)
    tmp65 = tmp37 > tmp35
    tmp66 = tl.full([1], 5, tl.int8)
    tmp67 = tl.where(tmp65, tmp66, tmp64)
    tmp68 = tmp44 > tmp38
    tmp69 = tl.full([1], 6, tl.int8)
    tmp70 = tl.where(tmp68, tmp69, tmp67)
    tmp71 = tmp47 > tmp45
    tmp72 = tl.full([1], 7, tl.int8)
    tmp73 = tl.where(tmp71, tmp72, tmp70)
    tmp74 = tmp50 > tmp48
    tmp75 = tl.full([1], 8, tl.int8)
    tmp76 = tl.where(tmp74, tmp75, tmp73)
    tmp77 = tl.load(in_ptr0 + (-65 + 2 * x0 + 128 * x5), tmp10,
        eviction_policy='evict_last', other=0.0)
    tmp78 = tl.load(in_ptr0 + (-64 + 2 * x0 + 128 * x5), tmp16,
        eviction_policy='evict_last', other=0.0)
    tmp79 = tmp78 + tmp77
    tmp80 = tl.load(in_ptr0 + (-63 + 2 * x0 + 128 * x5), tmp23,
        eviction_policy='evict_last', other=0.0)
    tmp81 = tmp80 + tmp79
    tmp82 = tl.load(in_ptr0 + (-1 + 2 * x0 + 128 * x5), tmp30,
        eviction_policy='evict_last', other=0.0)
    tmp83 = tmp82 + tmp81
    tmp84 = tl.load(in_ptr0 + (2 * x0 + 128 * x5), tmp33, eviction_policy=
        'evict_last', other=0.0)
    tmp85 = tmp84 + tmp83
    tmp86 = tl.load(in_ptr0 + (1 + 2 * x0 + 128 * x5), tmp36,
        eviction_policy='evict_last', other=0.0)
    tmp87 = tmp86 + tmp85
    tmp88 = tl.load(in_ptr0 + (63 + 2 * x0 + 128 * x5), tmp43,
        eviction_policy='evict_last', other=0.0)
    tmp89 = tmp88 + tmp87
    tmp90 = tl.load(in_ptr0 + (64 + 2 * x0 + 128 * x5), tmp46,
        eviction_policy='evict_last', other=0.0)
    tmp91 = tmp90 + tmp89
    tmp92 = tl.load(in_ptr0 + (65 + 2 * x0 + 128 * x5), tmp49,
        eviction_policy='evict_last', other=0.0)
    tmp93 = tmp92 + tmp91
    tmp94 = 1 + -2 * x0 + -2 * x1 + (65 * (65 <= 2 + 2 * x0) + (2 + 2 * x0) *
        (2 + 2 * x0 < 65)) * (65 * (65 <= 2 + 2 * x1) + (2 + 2 * x1) * (2 +
        2 * x1 < 65)) + -2 * x0 * (65 * (65 <= 2 + 2 * x1) + (2 + 2 * x1) *
        (2 + 2 * x1 < 65)) + -2 * x1 * (65 * (65 <= 2 + 2 * x0) + (2 + 2 *
        x0) * (2 + 2 * x0 < 65)) + 4 * x0 * x1 + (65 * (65 <= 2 + 2 * x0) +
        (2 + 2 * x0) * (2 + 2 * x0 < 65)) + (65 * (65 <= 2 + 2 * x1) + (2 +
        2 * x1) * (2 + 2 * x1 < 65))
    tmp95 = tmp93 / tmp94
    tl.store(out_ptr0 + (x6 + 131072 * x3), tmp51, None)
    tl.store(out_ptr1 + x7, tmp76, None)
    tl.store(out_ptr2 + (x6 + 131072 * x3), tmp95, None)


@triton.jit
def triton_poi_fused_convolution_leaky_relu_2(in_out_ptr0, in_ptr0, xnumel,
    XBLOCK: tl.constexpr):
    xoffset = tl.program_id(0) * XBLOCK
    xindex = xoffset + tl.arange(0, XBLOCK)[:]
    tl.full([XBLOCK], True, tl.int1)
    x3 = xindex
    x1 = xindex // 1024 % 64
    tmp0 = tl.load(in_out_ptr0 + x3, None)
    tmp1 = tl.load(in_ptr0 + x1, None, eviction_policy='evict_last')
    tmp2 = tmp0 + tmp1
    tmp3 = 0.0
    tmp4 = tmp2 > tmp3
    tmp5 = 0.1
    tmp6 = tmp2 * tmp5
    tmp7 = tl.where(tmp4, tmp2, tmp6)
    tl.store(in_out_ptr0 + x3, tmp7, None)


@triton.jit
def triton_poi_fused_avg_pool2d_max_pool2d_with_indices_3(in_ptr0, out_ptr0,
    out_ptr1, out_ptr2, xnumel, XBLOCK: tl.constexpr):
    xoffset = tl.program_id(0) * XBLOCK
    xindex = xoffset + tl.arange(0, XBLOCK)[:]
    tl.full([XBLOCK], True, tl.int1)
    x1 = xindex // 16 % 16
    x0 = xindex % 16
    x5 = xindex // 16
    x3 = xindex // 16384
    x6 = xindex % 16384
    x7 = xindex
    tmp0 = -1 + 2 * x1
    tmp1 = tl.full([1], 0, tl.int64)
    tmp2 = tmp0 >= tmp1
    tmp3 = tl.full([1], 32, 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 + (-33 + 2 * x0 + 64 * x5), tmp10,
        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 + (-32 + 2 * x0 + 64 * x5), tmp16,
        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 + (-31 + 2 * x0 + 64 * x5), tmp23,
        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 + 64 * x5), tmp30,
        eviction_policy='evict_last', other=float('-inf'))
    tmp32 = triton_helpers.maximum(tmp31, tmp25)
    tmp33 = tmp29 & tmp15
    tmp34 = tl.load(in_ptr0 + (2 * x0 + 64 * x5), tmp33, eviction_policy=
        'evict_last', other=float('-inf'))
    tmp35 = triton_helpers.maximum(tmp34, tmp32)
    tmp36 = tmp29 & tmp22
    tmp37 = tl.load(in_ptr0 + (1 + 2 * x0 + 64 * x5), tmp36,
        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 + (31 + 2 * x0 + 64 * x5), tmp43,
        eviction_policy='evict_last', other=float('-inf'))
    tmp45 = triton_helpers.maximum(tmp44, tmp38)
    tmp46 = tmp42 & tmp15
    tmp47 = tl.load(in_ptr0 + (32 + 2 * x0 + 64 * x5), tmp46,
        eviction_policy='evict_last', other=float('-inf'))
    tmp48 = triton_helpers.maximum(tmp47, tmp45)
    tmp49 = tmp42 & tmp22
    tmp50 = tl.load(in_ptr0 + (33 + 2 * x0 + 64 * x5), tmp49,
        eviction_policy='evict_last', other=float('-inf'))
    tmp51 = triton_helpers.maximum(tmp50, tmp48)
    tmp52 = tmp17 > tmp11
    tmp53 = tl.full([1], 1, tl.int8)
    tmp54 = tl.full([1], 0, tl.int8)
    tmp55 = tl.where(tmp52, tmp53, tmp54)
    tmp56 = tmp24 > tmp18
    tmp57 = tl.full([1], 2, tl.int8)
    tmp58 = tl.where(tmp56, tmp57, tmp55)
    tmp59 = tmp31 > tmp25
    tmp60 = tl.full([1], 3, tl.int8)
    tmp61 = tl.where(tmp59, tmp60, tmp58)
    tmp62 = tmp34 > tmp32
    tmp63 = tl.full([1], 4, tl.int8)
    tmp64 = tl.where(tmp62, tmp63, tmp61)
    tmp65 = tmp37 > tmp35
    tmp66 = tl.full([1], 5, tl.int8)
    tmp67 = tl.where(tmp65, tmp66, tmp64)
    tmp68 = tmp44 > tmp38
    tmp69 = tl.full([1], 6, tl.int8)
    tmp70 = tl.where(tmp68, tmp69, tmp67)
    tmp71 = tmp47 > tmp45
    tmp72 = tl.full([1], 7, tl.int8)
    tmp73 = tl.where(tmp71, tmp72, tmp70)
    tmp74 = tmp50 > tmp48
    tmp75 = tl.full([1], 8, tl.int8)
    tmp76 = tl.where(tmp74, tmp75, tmp73)
    tmp77 = tl.load(in_ptr0 + (-33 + 2 * x0 + 64 * x5), tmp10,
        eviction_policy='evict_last', other=0.0)
    tmp78 = tl.load(in_ptr0 + (-32 + 2 * x0 + 64 * x5), tmp16,
        eviction_policy='evict_last', other=0.0)
    tmp79 = tmp78 + tmp77
    tmp80 = tl.load(in_ptr0 + (-31 + 2 * x0 + 64 * x5), tmp23,
        eviction_policy='evict_last', other=0.0)
    tmp81 = tmp80 + tmp79
    tmp82 = tl.load(in_ptr0 + (-1 + 2 * x0 + 64 * x5), tmp30,
        eviction_policy='evict_last', other=0.0)
    tmp83 = tmp82 + tmp81
    tmp84 = tl.load(in_ptr0 + (2 * x0 + 64 * x5), tmp33, eviction_policy=
        'evict_last', other=0.0)
    tmp85 = tmp84 + tmp83
    tmp86 = tl.load(in_ptr0 + (1 + 2 * x0 + 64 * x5), tmp36,
        eviction_policy='evict_last', other=0.0)
    tmp87 = tmp86 + tmp85
    tmp88 = tl.load(in_ptr0 + (31 + 2 * x0 + 64 * x5), tmp43,
        eviction_policy='evict_last', other=0.0)
    tmp89 = tmp88 + tmp87
    tmp90 = tl.load(in_ptr0 + (32 + 2 * x0 + 64 * x5), tmp46,
        eviction_policy='evict_last', other=0.0)
    tmp91 = tmp90 + tmp89
    tmp92 = tl.load(in_ptr0 + (33 + 2 * x0 + 64 * x5), tmp49,
        eviction_policy='evict_last', other=0.0)
    tmp93 = tmp92 + tmp91
    tmp94 = 1 + -2 * x0 + -2 * x1 + (33 * (33 <= 2 + 2 * x0) + (2 + 2 * x0) *
        (2 + 2 * x0 < 33)) * (33 * (33 <= 2 + 2 * x1) + (2 + 2 * x1) * (2 +
        2 * x1 < 33)) + -2 * x0 * (33 * (33 <= 2 + 2 * x1) + (2 + 2 * x1) *
        (2 + 2 * x1 < 33)) + -2 * x1 * (33 * (33 <= 2 + 2 * x0) + (2 + 2 *
        x0) * (2 + 2 * x0 < 33)) + 4 * x0 * x1 + (33 * (33 <= 2 + 2 * x0) +
        (2 + 2 * x0) * (2 + 2 * x0 < 33)) + (33 * (33 <= 2 + 2 * x1) + (2 +
        2 * x1) * (2 + 2 * x1 < 33))
    tmp95 = tmp93 / tmp94
    tl.store(out_ptr0 + (x6 + 32768 * x3), tmp51, None)
    tl.store(out_ptr1 + x7, tmp76, None)
    tl.store(out_ptr2 + (x6 + 32768 * x3), tmp95, None)


@triton.jit
def triton_poi_fused_convolution_leaky_relu_4(in_out_ptr0, in_ptr0, xnumel,
    XBLOCK: tl.constexpr):
    xoffset = tl.program_id(0) * XBLOCK
    xindex = xoffset + tl.arange(0, XBLOCK)[:]
    tl.full([XBLOCK], True, tl.int1)
    x3 = xindex
    x1 = xindex // 256 % 64
    tmp0 = tl.load(in_out_ptr0 + x3, None)
    tmp1 = tl.load(in_ptr0 + x1, None, eviction_policy='evict_last')
    tmp2 = tmp0 + tmp1
    tmp3 = 0.0
    tmp4 = tmp2 > tmp3
    tmp5 = 0.1
    tmp6 = tmp2 * tmp5
    tmp7 = tl.where(tmp4, tmp2, tmp6)
    tl.store(in_out_ptr0 + x3, tmp7, None)


@triton.jit
def triton_poi_fused__to_copy_5(out_ptr0, xnumel, XBLOCK: tl.constexpr):
    xnumel = 32
    xoffset = tl.program_id(0) * XBLOCK
    xindex = xoffset + tl.arange(0, XBLOCK)[:]
    xmask = xindex < xnumel
    x0 = xindex
    tmp0 = x0
    tmp1 = tmp0.to(tl.float32)
    tmp2 = 0.5
    tmp3 = tmp1 + tmp2
    tmp4 = tmp3 * tmp2
    tmp5 = tmp4 - tmp2
    tmp6 = 0.0
    tmp7 = triton_helpers.maximum(tmp5, tmp6)
    tmp8 = tmp7.to(tl.int32)
    tl.store(out_ptr0 + x0, tmp8, xmask)


@triton.jit
def triton_poi_fused_add_clamp_6(out_ptr0, xnumel, XBLOCK: tl.constexpr):
    xnumel = 32
    xoffset = tl.program_id(0) * XBLOCK
    xindex = xoffset + tl.arange(0, XBLOCK)[:]
    xmask = xindex < xnumel
    x0 = xindex
    tmp0 = x0
    tmp1 = tmp0.to(tl.float32)
    tmp2 = 0.5
    tmp3 = tmp1 + tmp2
    tmp4 = tmp3 * tmp2
    tmp5 = tmp4 - tmp2
    tmp6 = 0.0
    tmp7 = triton_helpers.maximum(tmp5, tmp6)
    tmp8 = tmp7.to(tl.int32)
    tmp9 = tl.full([1], 1, tl.int64)
    tmp10 = tmp8 + tmp9
    tmp11 = tl.full([1], 15, tl.int64)
    tmp12 = triton_helpers.minimum(tmp10, tmp11)
    tl.store(out_ptr0 + x0, tmp12, xmask)


@triton.jit
def triton_poi_fused__to_copy_add_arange_clamp_mul_sub_7(out_ptr0, xnumel,
    XBLOCK: tl.constexpr):
    xnumel = 32
    xoffset = tl.program_id(0) * XBLOCK
    xindex = xoffset + tl.arange(0, XBLOCK)[:]
    xmask = xindex < xnumel
    x0 = xindex
    tmp0 = x0
    tmp1 = tmp0.to(tl.float32)
    tmp2 = 0.5
    tmp3 = tmp1 + tmp2
    tmp4 = tmp3 * tmp2
    tmp5 = tmp4 - tmp2
    tmp6 = 0.0
    tmp7 = triton_helpers.maximum(tmp5, tmp6)
    tmp8 = tmp7.to(tl.int32)
    tmp9 = tmp8.to(tl.float32)
    tmp10 = tmp7 - tmp9
    tmp11 = triton_helpers.maximum(tmp10, tmp6)
    tmp12 = 1.0
    tmp13 = triton_helpers.minimum(tmp11, tmp12)
    tl.store(out_ptr0 + x0, tmp13, xmask)


@triton.jit
def triton_poi_fused__unsafe_index_add_convolution_leaky_relu_leaky_relu_backward_mul_sub_8(
    in_out_ptr0, in_ptr0, in_ptr1, in_ptr2, in_ptr3, in_ptr4, in_ptr5,
    in_ptr6, in_ptr7, in_ptr8, in_ptr9, out_ptr1, xnumel, XBLOCK: tl.constexpr
    ):
    xoffset = tl.program_id(0) * XBLOCK
    xindex = xoffset + tl.arange(0, XBLOCK)[:]
    tl.full([XBLOCK], True, tl.int1)
    x1 = xindex // 32 % 32
    x0 = xindex % 32
    x5 = xindex // 1024
    x2 = xindex // 1024 % 64
    x6 = xindex
    tmp0 = tl.load(in_ptr0 + x1, None, eviction_policy='evict_last')
    tmp5 = tl.load(in_ptr1 + x0, None, eviction_policy='evict_last')
    tmp10 = tl.load(in_ptr3 + x2, None, eviction_policy='evict_last')
    tmp17 = tl.load(in_ptr4 + x0, None, eviction_policy='evict_last')
    tmp27 = tl.load(in_ptr5 + x0, None, eviction_policy='evict_last')
    tmp30 = tl.load(in_ptr6 + x1, None, eviction_policy='evict_last')
    tmp48 = tl.load(in_ptr7 + x1, None, eviction_policy='evict_last')
    tmp50 = tl.load(in_ptr8 + x6, None)
    tmp51 = tl.load(in_ptr9 + x2, None, eviction_policy='evict_last')
    tmp1 = tl.full([XBLOCK], 16, tl.int32)
    tmp2 = tmp0 + tmp1
    tmp3 = tmp0 < 0
    tmp4 = tl.where(tmp3, tmp2, tmp0)
    tmp6 = tmp5 + tmp1
    tmp7 = tmp5 < 0
    tmp8 = tl.where(tmp7, tmp6, tmp5)
    tmp9 = tl.load(in_ptr2 + (tmp8 + 16 * tmp4 + 256 * x5), None,
        eviction_policy='evict_last')
    tmp11 = tmp9 + tmp10
    tmp12 = 0.0
    tmp13 = tmp11 > tmp12
    tmp14 = 0.1
    tmp15 = tmp11 * tmp14
    tmp16 = tl.where(tmp13, tmp11, tmp15)
    tmp18 = tmp17 + tmp1
    tmp19 = tmp17 < 0
    tmp20 = tl.where(tmp19, tmp18, tmp17)
    tmp21 = tl.load(in_ptr2 + (tmp20 + 16 * tmp4 + 256 * x5), None,
        eviction_policy='evict_last')
    tmp22 = tmp21 + tmp10
    tmp23 = tmp22 > tmp12
    tmp24 = tmp22 * tmp14
    tmp25 = tl.where(tmp23, tmp22, tmp24)
    tmp26 = tmp25 - tmp16
    tmp28 = tmp26 * tmp27
    tmp29 = tmp16 + tmp28
    tmp31 = tmp30 + tmp1
    tmp32 = tmp30 < 0
    tmp33 = tl.where(tmp32, tmp31, tmp30)
    tmp34 = tl.load(in_ptr2 + (tmp8 + 16 * tmp33 + 256 * x5), None,
        eviction_policy='evict_last')
    tmp35 = tmp34 + tmp10
    tmp36 = tmp35 > tmp12
    tmp37 = tmp35 * tmp14
    tmp38 = tl.where(tmp36, tmp35, tmp37)
    tmp39 = tl.load(in_ptr2 + (tmp20 + 16 * tmp33 + 256 * x5), None,
        eviction_policy='evict_last')
    tmp40 = tmp39 + tmp10
    tmp41 = tmp40 > tmp12
    tmp42 = tmp40 * tmp14
    tmp43 = tl.where(tmp41, tmp40, tmp42)
    tmp44 = tmp43 - tmp38
    tmp45 = tmp44 * tmp27
    tmp46 = tmp38 + tmp45
    tmp47 = tmp46 - tmp29
    tmp49 = tmp47 * tmp48
    tmp52 = tmp50 + tmp51
    tmp53 = tmp52 > tmp12
    tmp54 = tmp52 * tmp14
    tmp55 = tl.where(tmp53, tmp52, tmp54)
    tmp56 = tmp29 + tmp49
    tmp57 = tmp55 + tmp56
    tmp58 = tmp55 > tmp12
    tl.store(in_out_ptr0 + x6, tmp57, None)
    tl.store(out_ptr1 + x6, tmp58, None)


@triton.jit
def triton_poi_fused__to_copy_9(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
    tmp0 = x0
    tmp1 = tmp0.to(tl.float32)
    tmp2 = 0.5
    tmp3 = tmp1 + tmp2
    tmp4 = tmp3 * tmp2
    tmp5 = tmp4 - tmp2
    tmp6 = 0.0
    tmp7 = triton_helpers.maximum(tmp5, tmp6)
    tmp8 = tmp7.to(tl.int32)
    tl.store(out_ptr0 + x0, tmp8, xmask)


@triton.jit
def triton_poi_fused_add_clamp_10(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
    tmp0 = x0
    tmp1 = tmp0.to(tl.float32)
    tmp2 = 0.5
    tmp3 = tmp1 + tmp2
    tmp4 = tmp3 * tmp2
    tmp5 = tmp4 - tmp2
    tmp6 = 0.0
    tmp7 = triton_helpers.maximum(tmp5, tmp6)
    tmp8 = tmp7.to(tl.int32)
    tmp9 = tl.full([1], 1, tl.int64)
    tmp10 = tmp8 + tmp9
    tmp11 = tl.full([1], 31, tl.int64)
    tmp12 = triton_helpers.minimum(tmp10, tmp11)
    tl.store(out_ptr0 + x0, tmp12, xmask)


@triton.jit
def triton_poi_fused__to_copy_add_arange_clamp_mul_sub_11(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
    tmp0 = x0
    tmp1 = tmp0.to(tl.float32)
    tmp2 = 0.5
    tmp3 = tmp1 + tmp2
    tmp4 = tmp3 * tmp2
    tmp5 = tmp4 - tmp2
    tmp6 = 0.0
    tmp7 = triton_helpers.maximum(tmp5, tmp6)
    tmp8 = tmp7.to(tl.int32)
    tmp9 = tmp8.to(tl.float32)
    tmp10 = tmp7 - tmp9
    tmp11 = triton_helpers.maximum(tmp10, tmp6)
    tmp12 = 1.0
    tmp13 = triton_helpers.minimum(tmp11, tmp12)
    tl.store(out_ptr0 + x0, tmp13, xmask)


@triton.jit
def triton_poi_fused__unsafe_index_add_convolution_leaky_relu_mul_sub_12(
    in_out_ptr0, in_ptr0, in_ptr1, in_ptr2, in_ptr3, in_ptr4, in_ptr5,
    in_ptr6, in_ptr7, xnumel, XBLOCK: tl.constexpr):
    xoffset = tl.program_id(0) * XBLOCK
    xindex = xoffset + tl.arange(0, XBLOCK)[:]
    tl.full([XBLOCK], True, tl.int1)
    x1 = xindex // 64 % 64
    x0 = xindex % 64
    x6 = xindex // 4096
    x2 = xindex // 4096 % 64
    x4 = xindex
    tmp0 = tl.load(in_ptr0 + x1, None, eviction_policy='evict_last')
    tmp5 = tl.load(in_ptr1 + x0, None, eviction_policy='evict_last')
    tmp10 = tl.load(in_ptr3 + x2, None, eviction_policy='evict_last')
    tmp17 = tl.load(in_ptr4 + x0, None, eviction_policy='evict_last')
    tmp27 = tl.load(in_ptr5 + x0, None, eviction_policy='evict_last')
    tmp30 = tl.load(in_ptr6 + x1, None, eviction_policy='evict_last')
    tmp48 = tl.load(in_ptr7 + x1, None, eviction_policy='evict_last')
    tmp1 = tl.full([XBLOCK], 32, tl.int32)
    tmp2 = tmp0 + tmp1
    tmp3 = tmp0 < 0
    tmp4 = tl.where(tmp3, tmp2, tmp0)
    tmp6 = tmp5 + tmp1
    tmp7 = tmp5 < 0
    tmp8 = tl.where(tmp7, tmp6, tmp5)
    tmp9 = tl.load(in_ptr2 + (tmp8 + 32 * tmp4 + 1024 * x6), None,
        eviction_policy='evict_last')
    tmp11 = tmp9 + tmp10
    tmp12 = 0.0
    tmp13 = tmp11 > tmp12
    tmp14 = 0.1
    tmp15 = tmp11 * tmp14
    tmp16 = tl.where(tmp13, tmp11, tmp15)
    tmp18 = tmp17 + tmp1
    tmp19 = tmp17 < 0
    tmp20 = tl.where(tmp19, tmp18, tmp17)
    tmp21 = tl.load(in_ptr2 + (tmp20 + 32 * tmp4 + 1024 * x6), None,
        eviction_policy='evict_last')
    tmp22 = tmp21 + tmp10
    tmp23 = tmp22 > tmp12
    tmp24 = tmp22 * tmp14
    tmp25 = tl.where(tmp23, tmp22, tmp24)
    tmp26 = tmp25 - tmp16
    tmp28 = tmp26 * tmp27
    tmp29 = tmp16 + tmp28
    tmp31 = tmp30 + tmp1
    tmp32 = tmp30 < 0
    tmp33 = tl.where(tmp32, tmp31, tmp30)
    tmp34 = tl.load(in_ptr2 + (tmp8 + 32 * tmp33 + 1024 * x6), None,
        eviction_policy='evict_last')
    tmp35 = tmp34 + tmp10
    tmp36 = tmp35 > tmp12
    tmp37 = tmp35 * tmp14
    tmp38 = tl.where(tmp36, tmp35, tmp37)
    tmp39 = tl.load(in_ptr2 + (tmp20 + 32 * tmp33 + 1024 * x6), None,
        eviction_policy='evict_last')
    tmp40 = tmp39 + tmp10
    tmp41 = tmp40 > tmp12
    tmp42 = tmp40 * tmp14
    tmp43 = tl.where(tmp41, tmp40, tmp42)
    tmp44 = tmp43 - tmp38
    tmp45 = tmp44 * tmp27
    tmp46 = tmp38 + tmp45
    tmp47 = tmp46 - tmp29
    tmp49 = tmp47 * tmp48
    tmp50 = tmp29 + tmp49
    tl.store(in_out_ptr0 + x4, tmp50, None)


@triton.jit
def triton_poi_fused_convolution_13(in_out_ptr0, in_ptr0, xnumel, XBLOCK:
    tl.constexpr):
    xoffset = tl.program_id(0) * XBLOCK
    xindex = xoffset + tl.arange(0, XBLOCK)[:]
    tl.full([XBLOCK], True, tl.int1)
    x3 = xindex
    x1 = xindex // 4096 % 64
    tmp0 = tl.load(in_out_ptr0 + x3, None)
    tmp1 = tl.load(in_ptr0 + x1, None, eviction_policy='evict_last')
    tmp2 = tmp0 + tmp1
    tl.store(in_out_ptr0 + x3, tmp2, None)


@triton.jit
def triton_poi_fused_add_convolution_mul_sigmoid_14(in_out_ptr0, in_ptr0,
    in_ptr1, in_ptr2, xnumel, XBLOCK: tl.constexpr):
    xoffset = tl.program_id(0) * XBLOCK
    xindex = xoffset + tl.arange(0, XBLOCK)[:]
    tl.full([XBLOCK], True, tl.int1)
    x3 = xindex
    x1 = xindex // 4096 % 64
    tmp0 = tl.load(in_ptr0 + x3, None)
    tmp1 = tl.load(in_ptr1 + x3, None)
    tmp6 = tl.load(in_out_ptr0 + x3, None)
    tmp7 = tl.load(in_ptr2 + x1, None, eviction_policy='evict_last')
    tmp2 = tl.sigmoid(tmp1)
    tmp3 = tmp0 * tmp2
    tmp4 = 2.0
    tmp5 = tmp3 * tmp4
    tmp8 = tmp6 + tmp7
    tmp9 = tmp5 + tmp8
    tl.store(in_out_ptr0 + x3, tmp9, None)


@triton.jit
def triton_poi_fused_convolution_leaky_relu_leaky_relu_backward_15(in_ptr0,
    in_ptr1, out_ptr0, xnumel, XBLOCK: tl.constexpr):
    xoffset = tl.program_id(0) * XBLOCK
    xindex = xoffset + tl.arange(0, XBLOCK)[:]
    tl.full([XBLOCK], True, tl.int1)
    x3 = xindex
    x1 = xindex // 1024 % 64
    tmp0 = tl.load(in_ptr0 + x3, None)
    tmp1 = tl.load(in_ptr1 + x1, None, eviction_policy='evict_last')
    tmp2 = tmp0 + tmp1
    tmp3 = 0.0
    tmp4 = tmp2 > tmp3
    tmp5 = 0.1
    tmp6 = tmp2 * tmp5
    tmp7 = tl.where(tmp4, tmp2, tmp6)
    tmp8 = tmp7 > tmp3
    tl.store(out_ptr0 + x3, tmp8, None)


@triton.jit
def triton_poi_fused_convolution_leaky_relu_leaky_relu_backward_16(in_ptr0,
    in_ptr1, out_ptr0, xnumel, XBLOCK: tl.constexpr):
    xoffset = tl.program_id(0) * XBLOCK
    xindex = xoffset + tl.arange(0, XBLOCK)[:]
    tl.full([XBLOCK], True, tl.int1)
    x3 = xindex
    x1 = xindex // 256 % 64
    tmp0 = tl.load(in_ptr0 + x3, None)
    tmp1 = tl.load(in_ptr1 + x1, None, eviction_policy='evict_last')
    tmp2 = tmp0 + tmp1
    tmp3 = 0.0
    tmp4 = tmp2 > tmp3
    tmp5 = 0.1
    tmp6 = tmp2 * tmp5
    tmp7 = tl.where(tmp4, tmp2, tmp6)
    tmp8 = tmp7 > tmp3
    tl.store(out_ptr0 + x3, tmp8, None)


def call(args):
    (primals_1, primals_2, primals_3, primals_4, primals_5, primals_6,
        primals_7, primals_8, primals_9, primals_10, primals_11, primals_12,
        primals_13, primals_14, primals_15, primals_16, primals_17,
        primals_18, primals_19, primals_20, primals_21) = args
    args.clear()
    assert_size_stride(primals_1, (64, 64, 1, 1), (64, 1, 1, 1))
    assert_size_stride(primals_2, (64,), (1,))
    assert_size_stride(primals_3, (4, 64, 64, 64), (262144, 4096, 64, 1))
    assert_size_stride(primals_4, (64, 128, 1, 1), (128, 1, 1, 1))
    assert_size_stride(primals_5, (64,), (1,))
    assert_size_stride(primals_6, (64, 64, 1, 1), (64, 1, 1, 1))
    assert_size_stride(primals_7, (64,), (1,))
    assert_size_stride(primals_8, (64, 128, 3, 3), (1152, 9, 3, 1))
    assert_size_stride(primals_9, (64,), (1,))
    assert_size_stride(primals_10, (64, 64, 3, 3), (576, 9, 3, 1))
    assert_size_stride(primals_11, (64,), (1,))
    assert_size_stride(primals_12, (64, 64, 3, 3), (576, 9, 3, 1))
    assert_size_stride(primals_13, (64,), (1,))
    assert_size_stride(primals_14, (64, 64, 1, 1), (64, 1, 1, 1))
    assert_size_stride(primals_15, (64,), (1,))
    assert_size_stride(primals_16, (64, 64, 3, 3), (576, 9, 3, 1))
    assert_size_stride(primals_17, (64,), (1,))
    assert_size_stride(primals_18, (64, 64, 1, 1), (64, 1, 1, 1))
    assert_size_stride(primals_19, (64,), (1,))
    assert_size_stride(primals_20, (64, 64, 1, 1), (64, 1, 1, 1))
    assert_size_stride(primals_21, (64,), (1,))
    with torch.cuda._DeviceGuard(0):
        torch.cuda.set_device(0)
        buf0 = extern_kernels.convolution(primals_3, primals_1, stride=(1, 
            1), padding=(0, 0), dilation=(1, 1), transposed=False,
            output_padding=(0, 0), groups=1, bias=None)
        assert_size_stride(buf0, (4, 64, 64, 64), (262144, 4096, 64, 1))
        buf1 = buf0
        del buf0
        get_raw_stream(0)
        triton_poi_fused_convolution_leaky_relu_0[grid(1048576)](buf1,
            primals_2, 1048576, XBLOCK=1024, num_warps=4, num_stages=1)
        del primals_2
        buf5 = empty_strided_cuda((4, 128, 32, 32), (131072, 1024, 32, 1),
            torch.float32)
        buf2 = reinterpret_tensor(buf5, (4, 64, 32, 32), (131072, 1024, 32,
            1), 0)
        buf3 = empty_strided_cuda((4, 64, 32, 32), (65536, 1024, 32, 1),
            torch.int8)
        buf4 = reinterpret_tensor(buf5, (4, 64, 32, 32), (131072, 1024, 32,
            1), 65536)
        triton_poi_fused_avg_pool2d_max_pool2d_with_indices_1[grid(262144)](
            buf1, buf2, buf3, buf4, 262144, XBLOCK=512, num_warps=8,
            num_stages=1)
        buf6 = extern_kernels.convolution(buf5, primals_4, stride=(1, 1),
            padding=(0, 0), dilation=(1, 1), transposed=False,
            output_padding=(0, 0), groups=1, bias=None)
        assert_size_stride(buf6, (4, 64, 32, 32), (65536, 1024, 32, 1))
        buf7 = buf6
        del buf6
        triton_poi_fused_convolution_leaky_relu_2[grid(262144)](buf7,
            primals_5, 262144, XBLOCK=1024, num_warps=4, num_stages=1)
        del primals_5
        buf8 = extern_kernels.convolution(buf7, primals_6, stride=(1, 1),
            padding=(0, 0), dilation=(1, 1), transposed=False,
            output_padding=(0, 0), groups=1, bias=None)
        assert_size_stride(buf8, (4, 64, 32, 32), (65536, 1024, 32, 1))
        buf9 = buf8
        del buf8
        triton_poi_fused_convolution_leaky_relu_2[grid(262144)](buf9,
            primals_7, 262144, XBLOCK=1024, num_warps=4, num_stages=1)
        del primals_7
        buf13 = empty_strided_cuda((4, 128, 16, 16), (32768, 256, 16, 1),
            torch.float32)
        buf10 = reinterpret_tensor(buf13, (4, 64, 16, 16), (32768, 256, 16,
            1), 0)
        buf11 = empty_strided_cuda((4, 64, 16, 16), (16384, 256, 16, 1),
            torch.int8)
        buf12 = reinterpret_tensor(buf13, (4, 64, 16, 16), (32768, 256, 16,
            1), 16384)
        triton_poi_fused_avg_pool2d_max_pool2d_with_indices_3[grid(65536)](buf9
            , buf10, buf11, buf12, 65536, XBLOCK=256, num_warps=4, num_stages=1
            )
        buf14 = extern_kernels.convolution(buf13, primals_8, stride=(1, 1),
            padding=(1, 1), dilation=(1, 1), transposed=False,
            output_padding=(0, 0), groups=1, bias=None)
        assert_size_stride(buf14, (4, 64, 16, 16), (16384, 256, 16, 1))
        buf15 = buf14
        del buf14
        triton_poi_fused_convolution_leaky_relu_4[grid(65536)](buf15,
            primals_9, 65536, XBLOCK=512, num_warps=4, num_stages=1)
        del primals_9
        buf16 = extern_kernels.convolution(buf15, primals_10, stride=(1, 1),
            padding=(1, 1), dilation=(1, 1), transposed=False,
            output_padding=(0, 0), groups=1, bias=None)
        assert_size_stride(buf16, (4, 64, 16, 16), (16384, 256, 16, 1))
        buf17 = empty_strided_cuda((32, 1), (1, 1), torch.int64)
        triton_poi_fused__to_copy_5[grid(32)](buf17, 32, XBLOCK=32,
            num_warps=1, num_stages=1)
        buf18 = empty_strided_cuda((32, 1), (1, 1), torch.int64)
        triton_poi_fused_add_clamp_6[grid(32)](buf18, 32, XBLOCK=32,
            num_warps=1, num_stages=1)
        buf19 = empty_strided_cuda((32,), (1,), torch.int64)
        triton_poi_fused__to_copy_5[grid(32)](buf19, 32, XBLOCK=32,
            num_warps=1, num_stages=1)
        buf20 = empty_strided_cuda((32,), (1,), torch.int64)
        triton_poi_fused_add_clamp_6[grid(32)](buf20, 32, XBLOCK=32,
            num_warps=1, num_stages=1)
        buf21 = empty_strided_cuda((32,), (1,), torch.float32)
        triton_poi_fused__to_copy_add_arange_clamp_mul_sub_7[grid(32)](buf21,
            32, XBLOCK=32, num_warps=1, num_stages=1)
        buf23 = empty_strided_cuda((32, 1), (1, 1), torch.float32)
        triton_poi_fused__to_copy_add_arange_clamp_mul_sub_7[grid(32)](buf23,
            32, XBLOCK=32, num_warps=1, num_stages=1)
        buf25 = extern_kernels.convolution(buf7, primals_12, stride=(1, 1),
            padding=(1, 1), dilation=(1, 1), transposed=False,
            output_padding=(0, 0), groups=1, bias=None)
        assert_size_stride(buf25, (4, 64, 32, 32), (65536, 1024, 32, 1))
        buf24 = empty_strided_cuda((4, 64, 32, 32), (65536, 1024, 32, 1),
            torch.float32)
        buf26 = buf24
        del buf24
        buf44 = empty_strided_cuda((4, 64, 32, 32), (65536, 1024, 32, 1),
            torch.bool)
        triton_poi_fused__unsafe_index_add_convolution_leaky_relu_leaky_relu_backward_mul_sub_8[
            grid(262144)](buf26, buf17, buf19, buf16, primals_11, buf20,
            buf21, buf18, buf23, buf25, primals_13, buf44, 262144, XBLOCK=
            512, num_warps=8, num_stages=1)
        del buf25
        del primals_13
        buf27 = extern_kernels.convolution(buf26, primals_14, stride=(1, 1),
            padding=(0, 0), dilation=(1, 1), transposed=False,
            output_padding=(0, 0), groups=1, bias=None)
        assert_size_stride(buf27, (4, 64, 32, 32), (65536, 1024, 32, 1))
        buf28 = empty_strided_cuda((64, 1), (1, 1), torch.int64)
        triton_poi_fused__to_copy_9[grid(64)](buf28, 64, XBLOCK=64,
            num_warps=1, num_stages=1)
        buf29 = empty_strided_cuda((64, 1), (1, 1), torch.int64)
        triton_poi_fused_add_clamp_10[grid(64)](buf29, 64, XBLOCK=64,
            num_warps=1, num_stages=1)
        buf30 = empty_strided_cuda((64,), (1,), torch.int64)
        triton_poi_fused__to_copy_9[grid(64)](buf30, 64, XBLOCK=64,
            num_warps=1, num_stages=1)
        buf31 = empty_strided_cuda((64,), (1,), torch.int64)
        triton_poi_fused_add_clamp_10[grid(64)](buf31, 64, XBLOCK=64,
            num_warps=1, num_stages=1)
        buf32 = empty_strided_cuda((64,), (1,), torch.float32)
        triton_poi_fused__to_copy_add_arange_clamp_mul_sub_11[grid(64)](buf32,
            64, XBLOCK=64, num_warps=1, num_stages=1)
        buf34 = empty_strided_cuda((64, 1), (1, 1), torch.float32)
        triton_poi_fused__to_copy_add_arange_clamp_mul_sub_11[grid(64)](buf34,
            64, XBLOCK=64, num_warps=1, num_stages=1)
        buf35 = empty_strided_cuda((4, 64, 64, 64), (262144, 4096, 64, 1),
            torch.float32)
        buf36 = buf35
        del buf35
        triton_poi_fused__unsafe_index_add_convolution_leaky_relu_mul_sub_12[
            grid(1048576)](buf36, buf28, buf30, buf27, primals_15, buf31,
            buf32, buf29, buf34, 1048576, XBLOCK=1024, num_warps=4,
            num_stages=1)
        buf37 = extern_kernels.convolution(buf36, primals_16, stride=(1, 1),
            padding=(1, 1), dilation=(1, 1), transposed=False,
            output_padding=(0, 0), groups=1, bias=None)
        assert_size_stride(buf37, (4, 64, 64, 64), (262144, 4096, 64, 1))
        buf38 = buf37
        del buf37
        triton_poi_fused_convolution_13[grid(1048576)](buf38, primals_17, 
            1048576, XBLOCK=1024, num_warps=4, num_stages=1)
        del primals_17
        buf39 = extern_kernels.convolution(buf38, primals_18, stride=(1, 1),
            padding=(0, 0), dilation=(1, 1), transposed=False,
            output_padding=(0, 0), groups=1, bias=None)
        assert_size_stride(buf39, (4, 64, 64, 64), (262144, 4096, 64, 1))
        buf40 = buf39
        del buf39
        triton_poi_fused_convolution_leaky_relu_0[grid(1048576)](buf40,
            primals_19, 1048576, XBLOCK=1024, num_warps=4, num_stages=1)
        del primals_19
        buf41 = extern_kernels.convolution(buf40, primals_20, stride=(1, 1),
            padding=(0, 0), dilation=(1, 1), transposed=False,
            output_padding=(0, 0), groups=1, bias=None)
        assert_size_stride(buf41, (4, 64, 64, 64), (262144, 4096, 64, 1))
        buf42 = buf41
        del buf41
        triton_poi_fused_add_convolution_mul_sigmoid_14[grid(1048576)](buf42,
            primals_3, buf38, primals_21, 1048576, XBLOCK=512, num_warps=8,
            num_stages=1)
        del primals_21
        buf43 = empty_strided_cuda((4, 64, 32, 32), (65536, 1024, 32, 1),
            torch.bool)
        triton_poi_fused_convolution_leaky_relu_leaky_relu_backward_15[grid
            (262144)](buf27, primals_15, buf43, 262144, XBLOCK=1024,
            num_warps=4, num_stages=1)
        del buf27
        del primals_15
        buf45 = empty_strided_cuda((4, 64, 16, 16), (16384, 256, 16, 1),
            torch.bool)
        triton_poi_fused_convolution_leaky_relu_leaky_relu_backward_16[grid
            (65536)](buf16, primals_11, buf45, 65536, XBLOCK=512, num_warps
            =4, num_stages=1)
        del buf16
        del primals_11
    return (buf42, primals_1, primals_3, primals_4, primals_6, primals_8,
        primals_10, primals_12, primals_14, primals_16, primals_18,
        primals_20, buf1, buf3, buf5, buf7, buf9, buf11, buf13, buf15,
        buf17, buf18, buf19, buf20, buf21, buf23, buf26, buf28, buf29,
        buf30, buf31, buf32, buf34, buf36, buf38, buf40, buf43, buf44, buf45)


class AttentionNew(nn.Module):

    def __init__(self, nf=64):
        super(AttentionNew, self).__init__()
        self.sAtt_1 = nn.Conv2d(nf, nf, 1, 1, bias=True)
        self.max_pool = nn.MaxPool2d(3, stride=2, padding=1)
        self.avg_pool = nn.AvgPool2d(3, stride=2, padding=1)
        self.sAtt_2 = nn.Conv2d(nf * 2, nf, 1, 1, bias=True)
        self.sAtt_3 = nn.Conv2d(nf, nf, 3, 1, 1, bias=True)
        self.sAtt_4 = nn.Conv2d(nf, nf, 1, 1, bias=True)
        self.sAtt_5 = nn.Conv2d(nf, nf, 3, 1, 1, bias=True)
        self.sAtt_L1 = nn.Conv2d(nf, nf, 1, 1, bias=True)
        self.sAtt_L2 = nn.Conv2d(nf * 2, nf, 3, 1, 1, bias=True)
        self.sAtt_L3 = nn.Conv2d(nf, nf, 3, 1, 1, bias=True)
        self.sAtt_add_1 = nn.Conv2d(nf, nf, 1, 1, bias=True)
        self.sAtt_add_2 = nn.Conv2d(nf, nf, 1, 1, bias=True)
        self.lrelu = nn.LeakyReLU(negative_slope=0.1, inplace=True)

    def forward(self, input_0):
        primals_1 = self.sAtt_1.weight
        primals_2 = self.sAtt_1.bias
        primals_4 = self.sAtt_2.weight
        primals_5 = self.sAtt_2.bias
        primals_10 = self.sAtt_3.weight
        primals_7 = self.sAtt_3.bias
        primals_6 = self.sAtt_4.weight
        primals_9 = self.sAtt_4.bias
        primals_12 = self.sAtt_5.weight
        primals_11 = self.sAtt_5.bias
        primals_14 = self.sAtt_L1.weight
        primals_13 = self.sAtt_L1.bias
        primals_8 = self.sAtt_L2.weight
        primals_15 = self.sAtt_L2.bias
        primals_16 = self.sAtt_L3.weight
        primals_17 = self.sAtt_L3.bias
        primals_18 = self.sAtt_add_1.weight
        primals_19 = self.sAtt_add_1.bias
        primals_20 = self.sAtt_add_2.weight
        primals_21 = self.sAtt_add_2.bias
        primals_3 = input_0
        output = call([primals_1, primals_2, primals_3, primals_4,
            primals_5, primals_6, primals_7, primals_8, primals_9,
            primals_10, primals_11, primals_12, primals_13, primals_14,
            primals_15, primals_16, primals_17, primals_18, primals_19,
            primals_20, primals_21])
        return output[0]


Measured latency_ms: 0.122323