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
import torch.nn as nn
from itertools import chain as chain
import torch.utils.data
from collections import OrderedDict
import torch.hub
import torch.nn.parallel
import torch.optim
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__prelu_kernel_convolution_0(in_out_ptr0, 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 // 16 % 96
    tmp0 = tl.load(in_out_ptr0 + x3, None)
    tmp1 = tl.load(in_ptr0 + x1, None, eviction_policy='evict_last')
    tmp5 = tl.load(in_ptr1 + x1, None, eviction_policy='evict_last')
    tmp2 = tmp0 + tmp1
    tmp3 = 0.0
    tmp4 = tmp2 > tmp3
    tmp6 = tmp5 * tmp2
    tmp7 = tl.where(tmp4, tmp2, tmp6)
    tl.store(in_out_ptr0 + x3, tmp2, None)
    tl.store(out_ptr0 + x3, tmp7, None)


@triton.jit
def triton_poi_fused_convolution_1(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 // 16 % 96
    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_cat_2(in_ptr0, in_ptr1, in_ptr2, in_ptr3, out_ptr0,
    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 % 288
    x0 = xindex % 16
    x2 = xindex // 4608
    x3 = xindex
    tmp0 = x1
    tl.full([1], 0, tl.int64)
    tmp3 = tl.full([1], 96, tl.int64)
    tmp4 = tmp0 < tmp3
    tmp5 = tl.load(in_ptr0 + (x0 + 16 * x1 + 1536 * x2), tmp4, other=0.0)
    tmp6 = tmp0 >= tmp3
    tmp7 = tl.full([1], 192, tl.int64)
    tmp8 = tmp0 < tmp7
    tmp9 = tmp6 & tmp8
    tmp10 = tl.load(in_ptr1 + (x0 + 16 * (-96 + x1) + 1536 * x2), tmp9,
        other=0.0)
    tmp11 = tmp0 >= tmp7
    tl.full([1], 288, tl.int64)
    tmp14 = tl.load(in_ptr2 + (x0 + 16 * (-192 + x1) + 1536 * x2), tmp11,
        other=0.0)
    tmp15 = 0.0
    tmp16 = tmp14 > tmp15
    tmp17 = tl.load(in_ptr3 + (-192 + x1), tmp11, eviction_policy=
        'evict_last', other=0.0)
    tmp18 = tmp17 * tmp14
    tmp19 = tl.where(tmp16, tmp14, tmp18)
    tmp20 = tl.full(tmp19.shape, 0.0, tmp19.dtype)
    tmp21 = tl.where(tmp11, tmp19, tmp20)
    tmp22 = tl.where(tmp9, tmp10, tmp21)
    tmp23 = tl.where(tmp4, tmp5, tmp22)
    tl.store(out_ptr0 + x3, tmp23, None)


@triton.jit
def triton_poi_fused__prelu_kernel_convolution_3(in_out_ptr0, in_ptr0,
    in_ptr1, out_ptr0, xnumel, XBLOCK: tl.constexpr):
    xnumel = 512
    xoffset = tl.program_id(0) * XBLOCK
    xindex = xoffset + tl.arange(0, XBLOCK)[:]
    xmask = xindex < xnumel
    x3 = xindex
    x1 = xindex // 16 % 8
    tmp0 = tl.load(in_out_ptr0 + x3, xmask)
    tmp1 = tl.load(in_ptr0 + x1, xmask, eviction_policy='evict_last')
    tmp5 = tl.load(in_ptr1 + x1, xmask, eviction_policy='evict_last')
    tmp2 = tmp0 + tmp1
    tmp3 = 0.0
    tmp4 = tmp2 > tmp3
    tmp6 = tmp5 * tmp2
    tmp7 = tl.where(tmp4, tmp2, tmp6)
    tl.store(in_out_ptr0 + x3, tmp2, xmask)
    tl.store(out_ptr0 + x3, tmp7, xmask)


@triton.jit
def triton_poi_fused_cat_4(in_ptr0, in_ptr1, in_ptr2, out_ptr0, xnumel,
    XBLOCK: tl.constexpr):
    xnumel = 512
    xoffset = tl.program_id(0) * XBLOCK
    xindex = xoffset + tl.arange(0, XBLOCK)[:]
    xmask = xindex < xnumel
    x1 = xindex // 16 % 8
    x0 = xindex % 16
    x2 = xindex // 128
    x3 = xindex
    tmp0 = x1
    tl.full([1], 0, tl.int64)
    tmp3 = tl.full([1], 4, tl.int64)
    tmp4 = tmp0 < tmp3
    tmp5 = tl.load(in_ptr0 + (x0 + 16 * x1 + 64 * x2), tmp4 & xmask, other=0.0)
    tmp6 = tmp0 >= tmp3
    tl.full([1], 8, tl.int64)
    tmp9 = tl.load(in_ptr1 + (x0 + 16 * (-4 + x1) + 64 * x2), tmp6 & xmask,
        other=0.0)
    tmp10 = tl.load(in_ptr2 + (-4 + x1), tmp6 & xmask, eviction_policy=
        'evict_last', other=0.0)
    tmp11 = tmp9 + tmp10
    tmp12 = tl.full(tmp11.shape, 0.0, tmp11.dtype)
    tmp13 = tl.where(tmp6, tmp11, tmp12)
    tmp14 = tl.where(tmp4, tmp5, tmp13)
    tl.store(out_ptr0 + x3, tmp14, xmask)


@triton.jit
def triton_poi_fused__prelu_kernel_convolution_5(in_out_ptr0, in_ptr0,
    in_ptr1, out_ptr0, xnumel, XBLOCK: tl.constexpr):
    xnumel = 256
    xoffset = tl.program_id(0) * XBLOCK
    xindex = xoffset + tl.arange(0, XBLOCK)[:]
    xmask = xindex < xnumel
    x3 = xindex
    x1 = xindex // 16 % 4
    tmp0 = tl.load(in_out_ptr0 + x3, xmask)
    tmp1 = tl.load(in_ptr0 + x1, xmask, eviction_policy='evict_last')
    tmp5 = tl.load(in_ptr1 + x1, xmask, eviction_policy='evict_last')
    tmp2 = tmp0 + tmp1
    tmp3 = 0.0
    tmp4 = tmp2 > tmp3
    tmp6 = tmp5 * tmp2
    tmp7 = tl.where(tmp4, tmp2, tmp6)
    tl.store(in_out_ptr0 + x3, tmp2, xmask)
    tl.store(out_ptr0 + x3, tmp7, xmask)


@triton.jit
def triton_poi_fused_convolution_6(in_out_ptr0, in_ptr0, xnumel, XBLOCK: tl
    .constexpr):
    xnumel = 256
    xoffset = tl.program_id(0) * XBLOCK
    xindex = xoffset + tl.arange(0, XBLOCK)[:]
    xmask = xindex < xnumel
    x3 = xindex
    x1 = xindex // 16 % 4
    tmp0 = tl.load(in_out_ptr0 + x3, xmask)
    tmp1 = tl.load(in_ptr0 + x1, xmask, eviction_policy='evict_last')
    tmp2 = tmp0 + tmp1
    tl.store(in_out_ptr0 + x3, tmp2, xmask)


@triton.jit
def triton_poi_fused_cat_7(in_ptr0, in_ptr1, in_ptr2, in_ptr3, out_ptr0,
    xnumel, XBLOCK: tl.constexpr):
    xnumel = 768
    xoffset = tl.program_id(0) * XBLOCK
    xindex = xoffset + tl.arange(0, XBLOCK)[:]
    xmask = xindex < xnumel
    x1 = xindex // 16 % 12
    x0 = xindex % 16
    x2 = xindex // 192
    x3 = xindex
    tmp0 = x1
    tl.full([1], 0, tl.int64)
    tmp3 = tl.full([1], 4, tl.int64)
    tmp4 = tmp0 < tmp3
    tmp5 = tl.load(in_ptr0 + (x0 + 16 * x1 + 64 * x2), tmp4 & xmask, other=0.0)
    tmp6 = tmp0 >= tmp3
    tmp7 = tl.full([1], 8, tl.int64)
    tmp8 = tmp0 < tmp7
    tmp9 = tmp6 & tmp8
    tmp10 = tl.load(in_ptr1 + (x0 + 16 * (-4 + x1) + 64 * x2), tmp9 & xmask,
        other=0.0)
    tmp11 = tmp0 >= tmp7
    tl.full([1], 12, tl.int64)
    tmp14 = tl.load(in_ptr2 + (x0 + 16 * (-8 + x1) + 64 * x2), tmp11 &
        xmask, other=0.0)
    tmp15 = 0.0
    tmp16 = tmp14 > tmp15
    tmp17 = tl.load(in_ptr3 + (-8 + x1), tmp11 & xmask, eviction_policy=
        'evict_last', other=0.0)
    tmp18 = tmp17 * tmp14
    tmp19 = tl.where(tmp16, tmp14, tmp18)
    tmp20 = tl.full(tmp19.shape, 0.0, tmp19.dtype)
    tmp21 = tl.where(tmp11, tmp19, tmp20)
    tmp22 = tl.where(tmp9, tmp10, tmp21)
    tmp23 = tl.where(tmp4, tmp5, tmp22)
    tl.store(out_ptr0 + x3, tmp23, xmask)


@triton.jit
def triton_poi_fused__prelu_kernel_convolution_8(in_out_ptr0, in_ptr0,
    in_ptr1, out_ptr0, xnumel, XBLOCK: tl.constexpr):
    xnumel = 1024
    xoffset = tl.program_id(0) * XBLOCK
    xindex = xoffset + tl.arange(0, XBLOCK)[:]
    xmask = xindex < xnumel
    x3 = xindex
    x1 = xindex // 16 % 16
    tmp0 = tl.load(in_out_ptr0 + x3, xmask)
    tmp1 = tl.load(in_ptr0 + x1, xmask, eviction_policy='evict_last')
    tmp5 = tl.load(in_ptr1 + x1, xmask, eviction_policy='evict_last')
    tmp2 = tmp0 + tmp1
    tmp3 = 0.0
    tmp4 = tmp2 > tmp3
    tmp6 = tmp5 * tmp2
    tmp7 = tl.where(tmp4, tmp2, tmp6)
    tl.store(in_out_ptr0 + x3, tmp2, xmask)
    tl.store(out_ptr0 + x3, tmp7, xmask)


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, primals_22,
        primals_23, primals_24, primals_25, primals_26, primals_27,
        primals_28, primals_29, primals_30, primals_31, primals_32,
        primals_33, primals_34, primals_35, primals_36, primals_37,
        primals_38, primals_39, primals_40, primals_41, primals_42,
        primals_43, primals_44, primals_45, primals_46, primals_47,
        primals_48, primals_49, primals_50, primals_51, primals_52,
        primals_53, primals_54, primals_55, primals_56, primals_57,
        primals_58, primals_59, primals_60, primals_61, primals_62,
        primals_63, primals_64, primals_65, primals_66, primals_67,
        primals_68, primals_69, primals_70, primals_71, primals_72,
        primals_73, primals_74, primals_75, primals_76, primals_77,
        primals_78, primals_79, primals_80, primals_81, primals_82,
        primals_83, primals_84, primals_85, primals_86, primals_87,
        primals_88, primals_89, primals_90, primals_91, primals_92,
        primals_93, primals_94, primals_95, primals_96, primals_97,
        primals_98, primals_99, primals_100, primals_101, primals_102,
        primals_103, primals_104, primals_105, primals_106, primals_107,
        primals_108, primals_109, primals_110, primals_111, primals_112,
        primals_113, primals_114, primals_115, primals_116, primals_117,
        primals_118, primals_119, primals_120, primals_121, primals_122,
        primals_123, primals_124, primals_125, primals_126, primals_127,
        primals_128, primals_129, primals_130, primals_131, primals_132,
        primals_133, primals_134, primals_135, primals_136, primals_137,
        primals_138, primals_139, primals_140, primals_141, primals_142,
        primals_143, primals_144, primals_145, primals_146, primals_147,
        primals_148, primals_149, primals_150, primals_151, primals_152,
        primals_153, primals_154, primals_155, primals_156, primals_157,
        primals_158, primals_159, primals_160, primals_161, primals_162,
        primals_163, primals_164, primals_165, primals_166, primals_167,
        primals_168, primals_169, primals_170, primals_171, primals_172,
        primals_173, primals_174, primals_175, primals_176, primals_177,
        primals_178, primals_179, primals_180, primals_181, primals_182,
        primals_183, primals_184, primals_185, primals_186, primals_187,
        primals_188, primals_189, primals_190, primals_191, primals_192,
        primals_193, primals_194, primals_195, primals_196, primals_197,
        primals_198, primals_199, primals_200, primals_201) = args
    args.clear()
    assert_size_stride(primals_1, (96, 4, 3, 3), (36, 9, 3, 1))
    assert_size_stride(primals_2, (96,), (1,))
    assert_size_stride(primals_3, (4, 4, 4, 4), (64, 16, 4, 1))
    assert_size_stride(primals_4, (96,), (1,))
    assert_size_stride(primals_5, (96, 96, 3, 3), (864, 9, 3, 1))
    assert_size_stride(primals_6, (96,), (1,))
    assert_size_stride(primals_7, (96,), (1,))
    assert_size_stride(primals_8, (96, 96, 3, 3), (864, 9, 3, 1))
    assert_size_stride(primals_9, (96,), (1,))
    assert_size_stride(primals_10, (96,), (1,))
    assert_size_stride(primals_11, (96, 288, 3, 3), (2592, 9, 3, 1))
    assert_size_stride(primals_12, (96,), (1,))
    assert_size_stride(primals_13, (96,), (1,))
    assert_size_stride(primals_14, (96, 96, 3, 3), (864, 9, 3, 1))
    assert_size_stride(primals_15, (96,), (1,))
    assert_size_stride(primals_16, (96,), (1,))
    assert_size_stride(primals_17, (96, 96, 3, 3), (864, 9, 3, 1))
    assert_size_stride(primals_18, (96,), (1,))
    assert_size_stride(primals_19, (96,), (1,))
    assert_size_stride(primals_20, (96, 288, 3, 3), (2592, 9, 3, 1))
    assert_size_stride(primals_21, (96,), (1,))
    assert_size_stride(primals_22, (96,), (1,))
    assert_size_stride(primals_23, (96, 96, 3, 3), (864, 9, 3, 1))
    assert_size_stride(primals_24, (96,), (1,))
    assert_size_stride(primals_25, (96,), (1,))
    assert_size_stride(primals_26, (96, 96, 3, 3), (864, 9, 3, 1))
    assert_size_stride(primals_27, (96,), (1,))
    assert_size_stride(primals_28, (96,), (1,))
    assert_size_stride(primals_29, (96, 288, 3, 3), (2592, 9, 3, 1))
    assert_size_stride(primals_30, (96,), (1,))
    assert_size_stride(primals_31, (96,), (1,))
    assert_size_stride(primals_32, (96, 96, 3, 3), (864, 9, 3, 1))
    assert_size_stride(primals_33, (96,), (1,))
    assert_size_stride(primals_34, (96,), (1,))
    assert_size_stride(primals_35, (96, 96, 3, 3), (864, 9, 3, 1))
    assert_size_stride(primals_36, (96,), (1,))
    assert_size_stride(primals_37, (96,), (1,))
    assert_size_stride(primals_38, (96, 288, 3, 3), (2592, 9, 3, 1))
    assert_size_stride(primals_39, (96,), (1,))
    assert_size_stride(primals_40, (96,), (1,))
    assert_size_stride(primals_41, (96, 96, 3, 3), (864, 9, 3, 1))
    assert_size_stride(primals_42, (96,), (1,))
    assert_size_stride(primals_43, (96,), (1,))
    assert_size_stride(primals_44, (96, 96, 3, 3), (864, 9, 3, 1))
    assert_size_stride(primals_45, (96,), (1,))
    assert_size_stride(primals_46, (96,), (1,))
    assert_size_stride(primals_47, (8, 288, 1, 1), (288, 1, 1, 1))
    assert_size_stride(primals_48, (8,), (1,))
    assert_size_stride(primals_49, (8,), (1,))
    assert_size_stride(primals_50, (4, 8, 1, 1), (8, 1, 1, 1))
    assert_size_stride(primals_51, (4,), (1,))
    assert_size_stride(primals_52, (4, 8, 3, 3), (72, 9, 3, 1))
    assert_size_stride(primals_53, (4,), (1,))
    assert_size_stride(primals_54, (4,), (1,))
    assert_size_stride(primals_55, (4, 4, 3, 3), (36, 9, 3, 1))
    assert_size_stride(primals_56, (4,), (1,))
    assert_size_stride(primals_57, (4,), (1,))
    assert_size_stride(primals_58, (4, 4, 3, 3), (36, 9, 3, 1))
    assert_size_stride(primals_59, (4,), (1,))
    assert_size_stride(primals_60, (4,), (1,))
    assert_size_stride(primals_61, (4, 12, 3, 3), (108, 9, 3, 1))
    assert_size_stride(primals_62, (4,), (1,))
    assert_size_stride(primals_63, (4,), (1,))
    assert_size_stride(primals_64, (4, 4, 3, 3), (36, 9, 3, 1))
    assert_size_stride(primals_65, (4,), (1,))
    assert_size_stride(primals_66, (4,), (1,))
    assert_size_stride(primals_67, (4, 4, 3, 3), (36, 9, 3, 1))
    assert_size_stride(primals_68, (4,), (1,))
    assert_size_stride(primals_69, (4,), (1,))
    assert_size_stride(primals_70, (4, 12, 3, 3), (108, 9, 3, 1))
    assert_size_stride(primals_71, (4,), (1,))
    assert_size_stride(primals_72, (4,), (1,))
    assert_size_stride(primals_73, (4, 4, 3, 3), (36, 9, 3, 1))
    assert_size_stride(primals_74, (4,), (1,))
    assert_size_stride(primals_75, (4,), (1,))
    assert_size_stride(primals_76, (4, 4, 3, 3), (36, 9, 3, 1))
    assert_size_stride(primals_77, (4,), (1,))
    assert_size_stride(primals_78, (4,), (1,))
    assert_size_stride(primals_79, (4, 12, 3, 3), (108, 9, 3, 1))
    assert_size_stride(primals_80, (4,), (1,))
    assert_size_stride(primals_81, (4,), (1,))
    assert_size_stride(primals_82, (4, 4, 3, 3), (36, 9, 3, 1))
    assert_size_stride(primals_83, (4,), (1,))
    assert_size_stride(primals_84, (4,), (1,))
    assert_size_stride(primals_85, (4, 4, 3, 3), (36, 9, 3, 1))
    assert_size_stride(primals_86, (4,), (1,))
    assert_size_stride(primals_87, (4,), (1,))
    assert_size_stride(primals_88, (4, 12, 3, 3), (108, 9, 3, 1))
    assert_size_stride(primals_89, (4,), (1,))
    assert_size_stride(primals_90, (4,), (1,))
    assert_size_stride(primals_91, (4, 4, 3, 3), (36, 9, 3, 1))
    assert_size_stride(primals_92, (4,), (1,))
    assert_size_stride(primals_93, (4,), (1,))
    assert_size_stride(primals_94, (4, 4, 3, 3), (36, 9, 3, 1))
    assert_size_stride(primals_95, (4,), (1,))
    assert_size_stride(primals_96, (4,), (1,))
    assert_size_stride(primals_97, (16, 12, 1, 1), (12, 1, 1, 1))
    assert_size_stride(primals_98, (16,), (1,))
    assert_size_stride(primals_99, (16,), (1,))
    assert_size_stride(primals_100, (4, 16, 1, 1), (16, 1, 1, 1))
    assert_size_stride(primals_101, (4,), (1,))
    assert_size_stride(primals_102, (4, 8, 3, 3), (72, 9, 3, 1))
    assert_size_stride(primals_103, (4,), (1,))
    assert_size_stride(primals_104, (4,), (1,))
    assert_size_stride(primals_105, (4, 4, 3, 3), (36, 9, 3, 1))
    assert_size_stride(primals_106, (4,), (1,))
    assert_size_stride(primals_107, (4,), (1,))
    assert_size_stride(primals_108, (4, 4, 3, 3), (36, 9, 3, 1))
    assert_size_stride(primals_109, (4,), (1,))
    assert_size_stride(primals_110, (4,), (1,))
    assert_size_stride(primals_111, (4, 12, 3, 3), (108, 9, 3, 1))
    assert_size_stride(primals_112, (4,), (1,))
    assert_size_stride(primals_113, (4,), (1,))
    assert_size_stride(primals_114, (4, 4, 3, 3), (36, 9, 3, 1))
    assert_size_stride(primals_115, (4,), (1,))
    assert_size_stride(primals_116, (4,), (1,))
    assert_size_stride(primals_117, (4, 4, 3, 3), (36, 9, 3, 1))
    assert_size_stride(primals_118, (4,), (1,))
    assert_size_stride(primals_119, (4,), (1,))
    assert_size_stride(primals_120, (4, 12, 3, 3), (108, 9, 3, 1))
    assert_size_stride(primals_121, (4,), (1,))
    assert_size_stride(primals_122, (4,), (1,))
    assert_size_stride(primals_123, (4, 4, 3, 3), (36, 9, 3, 1))
    assert_size_stride(primals_124, (4,), (1,))
    assert_size_stride(primals_125, (4,), (1,))
    assert_size_stride(primals_126, (4, 4, 3, 3), (36, 9, 3, 1))
    assert_size_stride(primals_127, (4,), (1,))
    assert_size_stride(primals_128, (4,), (1,))
    assert_size_stride(primals_129, (4, 12, 3, 3), (108, 9, 3, 1))
    assert_size_stride(primals_130, (4,), (1,))
    assert_size_stride(primals_131, (4,), (1,))
    assert_size_stride(primals_132, (4, 4, 3, 3), (36, 9, 3, 1))
    assert_size_stride(primals_133, (4,), (1,))
    assert_size_stride(primals_134, (4,), (1,))
    assert_size_stride(primals_135, (4, 4, 3, 3), (36, 9, 3, 1))
    assert_size_stride(primals_136, (4,), (1,))
    assert_size_stride(primals_137, (4,), (1,))
    assert_size_stride(primals_138, (4, 12, 3, 3), (108, 9, 3, 1))
    assert_size_stride(primals_139, (4,), (1,))
    assert_size_stride(primals_140, (4,), (1,))
    assert_size_stride(primals_141, (4, 4, 3, 3), (36, 9, 3, 1))
    assert_size_stride(primals_142, (4,), (1,))
    assert_size_stride(primals_143, (4,), (1,))
    assert_size_stride(primals_144, (4, 4, 3, 3), (36, 9, 3, 1))
    assert_size_stride(primals_145, (4,), (1,))
    assert_size_stride(primals_146, (4,), (1,))
    assert_size_stride(primals_147, (16, 12, 1, 1), (12, 1, 1, 1))
    assert_size_stride(primals_148, (16,), (1,))
    assert_size_stride(primals_149, (16,), (1,))
    assert_size_stride(primals_150, (4, 16, 1, 1), (16, 1, 1, 1))
    assert_size_stride(primals_151, (4,), (1,))
    assert_size_stride(primals_152, (4, 8, 3, 3), (72, 9, 3, 1))
    assert_size_stride(primals_153, (4,), (1,))
    assert_size_stride(primals_154, (4,), (1,))
    assert_size_stride(primals_155, (4, 4, 3, 3), (36, 9, 3, 1))
    assert_size_stride(primals_156, (4,), (1,))
    assert_size_stride(primals_157, (4,), (1,))
    assert_size_stride(primals_158, (4, 4, 3, 3), (36, 9, 3, 1))
    assert_size_stride(primals_159, (4,), (1,))
    assert_size_stride(primals_160, (4,), (1,))
    assert_size_stride(primals_161, (4, 12, 3, 3), (108, 9, 3, 1))
    assert_size_stride(primals_162, (4,), (1,))
    assert_size_stride(primals_163, (4,), (1,))
    assert_size_stride(primals_164, (4, 4, 3, 3), (36, 9, 3, 1))
    assert_size_stride(primals_165, (4,), (1,))
    assert_size_stride(primals_166, (4,), (1,))
    assert_size_stride(primals_167, (4, 4, 3, 3), (36, 9, 3, 1))
    assert_size_stride(primals_168, (4,), (1,))
    assert_size_stride(primals_169, (4,), (1,))
    assert_size_stride(primals_170, (4, 12, 3, 3), (108, 9, 3, 1))
    assert_size_stride(primals_171, (4,), (1,))
    assert_size_stride(primals_172, (4,), (1,))
    assert_size_stride(primals_173, (4, 4, 3, 3), (36, 9, 3, 1))
    assert_size_stride(primals_174, (4,), (1,))
    assert_size_stride(primals_175, (4,), (1,))
    assert_size_stride(primals_176, (4, 4, 3, 3), (36, 9, 3, 1))
    assert_size_stride(primals_177, (4,), (1,))
    assert_size_stride(primals_178, (4,), (1,))
    assert_size_stride(primals_179, (4, 12, 3, 3), (108, 9, 3, 1))
    assert_size_stride(primals_180, (4,), (1,))
    assert_size_stride(primals_181, (4,), (1,))
    assert_size_stride(primals_182, (4, 4, 3, 3), (36, 9, 3, 1))
    assert_size_stride(primals_183, (4,), (1,))
    assert_size_stride(primals_184, (4,), (1,))
    assert_size_stride(primals_185, (4, 4, 3, 3), (36, 9, 3, 1))
    assert_size_stride(primals_186, (4,), (1,))
    assert_size_stride(primals_187, (4,), (1,))
    assert_size_stride(primals_188, (4, 12, 3, 3), (108, 9, 3, 1))
    assert_size_stride(primals_189, (4,), (1,))
    assert_size_stride(primals_190, (4,), (1,))
    assert_size_stride(primals_191, (4, 4, 3, 3), (36, 9, 3, 1))
    assert_size_stride(primals_192, (4,), (1,))
    assert_size_stride(primals_193, (4,), (1,))
    assert_size_stride(primals_194, (4, 4, 3, 3), (36, 9, 3, 1))
    assert_size_stride(primals_195, (4,), (1,))
    assert_size_stride(primals_196, (4,), (1,))
    assert_size_stride(primals_197, (16, 12, 1, 1), (12, 1, 1, 1))
    assert_size_stride(primals_198, (16,), (1,))
    assert_size_stride(primals_199, (16,), (1,))
    assert_size_stride(primals_200, (4, 16, 1, 1), (16, 1, 1, 1))
    assert_size_stride(primals_201, (4,), (1,))
    with torch.cuda._DeviceGuard(0):
        torch.cuda.set_device(0)
        buf0 = extern_kernels.convolution(primals_3, primals_1, stride=(1, 
            1), padding=(1, 1), dilation=(1, 1), transposed=False,
            output_padding=(0, 0), groups=1, bias=None)
        assert_size_stride(buf0, (4, 96, 4, 4), (1536, 16, 4, 1))
        buf1 = buf0
        del buf0
        buf2 = empty_strided_cuda((4, 96, 4, 4), (1536, 16, 4, 1), torch.
            float32)
        get_raw_stream(0)
        triton_poi_fused__prelu_kernel_convolution_0[grid(6144)](buf1,
            primals_2, primals_4, buf2, 6144, XBLOCK=128, num_warps=4,
            num_stages=1)
        del primals_2
        buf3 = extern_kernels.convolution(buf2, primals_5, stride=(1, 1),
            padding=(1, 1), dilation=(1, 1), transposed=False,
            output_padding=(0, 0), groups=1, bias=None)
        assert_size_stride(buf3, (4, 96, 4, 4), (1536, 16, 4, 1))
        buf4 = buf3
        del buf3
        buf5 = empty_strided_cuda((4, 96, 4, 4), (1536, 16, 4, 1), torch.
            float32)
        triton_poi_fused__prelu_kernel_convolution_0[grid(6144)](buf4,
            primals_6, primals_7, buf5, 6144, XBLOCK=128, num_warps=4,
            num_stages=1)
        del primals_6
        buf6 = extern_kernels.convolution(buf5, primals_8, stride=(1, 1),
            padding=(1, 1), dilation=(1, 1), transposed=False,
            output_padding=(0, 0), groups=1, bias=None)
        assert_size_stride(buf6, (4, 96, 4, 4), (1536, 16, 4, 1))
        buf7 = buf6
        del buf6
        triton_poi_fused_convolution_1[grid(6144)](buf7, primals_9, 6144,
            XBLOCK=128, num_warps=4, num_stages=1)
        del primals_9
        buf8 = empty_strided_cuda((4, 288, 4, 4), (4608, 16, 4, 1), torch.
            float32)
        triton_poi_fused_cat_2[grid(18432)](buf2, buf5, buf7, primals_10,
            buf8, 18432, XBLOCK=128, num_warps=4, num_stages=1)
        buf9 = extern_kernels.convolution(buf8, primals_11, stride=(1, 1),
            padding=(1, 1), dilation=(1, 1), transposed=False,
            output_padding=(0, 0), groups=1, bias=None)
        assert_size_stride(buf9, (4, 96, 4, 4), (1536, 16, 4, 1))
        buf10 = buf9
        del buf9
        buf11 = empty_strided_cuda((4, 96, 4, 4), (1536, 16, 4, 1), torch.
            float32)
        triton_poi_fused__prelu_kernel_convolution_0[grid(6144)](buf10,
            primals_12, primals_13, buf11, 6144, XBLOCK=128, num_warps=4,
            num_stages=1)
        del primals_12
        buf12 = extern_kernels.convolution(buf11, primals_14, stride=(1, 1),
            padding=(1, 1), dilation=(1, 1), transposed=False,
            output_padding=(0, 0), groups=1, bias=None)
        assert_size_stride(buf12, (4, 96, 4, 4), (1536, 16, 4, 1))
        buf13 = buf12
        del buf12
        buf14 = empty_strided_cuda((4, 96, 4, 4), (1536, 16, 4, 1), torch.
            float32)
        triton_poi_fused__prelu_kernel_convolution_0[grid(6144)](buf13,
            primals_15, primals_16, buf14, 6144, XBLOCK=128, num_warps=4,
            num_stages=1)
        del primals_15
        buf15 = extern_kernels.convolution(buf14, primals_17, stride=(1, 1),
            padding=(1, 1), dilation=(1, 1), transposed=False,
            output_padding=(0, 0), groups=1, bias=None)
        assert_size_stride(buf15, (4, 96, 4, 4), (1536, 16, 4, 1))
        buf16 = buf15
        del buf15
        triton_poi_fused_convolution_1[grid(6144)](buf16, primals_18, 6144,
            XBLOCK=128, num_warps=4, num_stages=1)
        del primals_18
        buf17 = empty_strided_cuda((4, 288, 4, 4), (4608, 16, 4, 1), torch.
            float32)
        triton_poi_fused_cat_2[grid(18432)](buf11, buf14, buf16, primals_19,
            buf17, 18432, XBLOCK=128, num_warps=4, num_stages=1)
        buf18 = extern_kernels.convolution(buf17, primals_20, stride=(1, 1),
            padding=(1, 1), dilation=(1, 1), transposed=False,
            output_padding=(0, 0), groups=1, bias=None)
        assert_size_stride(buf18, (4, 96, 4, 4), (1536, 16, 4, 1))
        buf19 = buf18
        del buf18
        buf20 = empty_strided_cuda((4, 96, 4, 4), (1536, 16, 4, 1), torch.
            float32)
        triton_poi_fused__prelu_kernel_convolution_0[grid(6144)](buf19,
            primals_21, primals_22, buf20, 6144, XBLOCK=128, num_warps=4,
            num_stages=1)
        del primals_21
        buf21 = extern_kernels.convolution(buf20, primals_23, stride=(1, 1),
            padding=(1, 1), dilation=(1, 1), transposed=False,
            output_padding=(0, 0), groups=1, bias=None)
        assert_size_stride(buf21, (4, 96, 4, 4), (1536, 16, 4, 1))
        buf22 = buf21
        del buf21
        buf23 = empty_strided_cuda((4, 96, 4, 4), (1536, 16, 4, 1), torch.
            float32)
        triton_poi_fused__prelu_kernel_convolution_0[grid(6144)](buf22,
            primals_24, primals_25, buf23, 6144, XBLOCK=128, num_warps=4,
            num_stages=1)
        del primals_24
        buf24 = extern_kernels.convolution(buf23, primals_26, stride=(1, 1),
            padding=(1, 1), dilation=(1, 1), transposed=False,
            output_padding=(0, 0), groups=1, bias=None)
        assert_size_stride(buf24, (4, 96, 4, 4), (1536, 16, 4, 1))
        buf25 = buf24
        del buf24
        triton_poi_fused_convolution_1[grid(6144)](buf25, primals_27, 6144,
            XBLOCK=128, num_warps=4, num_stages=1)
        del primals_27
        buf26 = empty_strided_cuda((4, 288, 4, 4), (4608, 16, 4, 1), torch.
            float32)
        triton_poi_fused_cat_2[grid(18432)](buf20, buf23, buf25, primals_28,
            buf26, 18432, XBLOCK=128, num_warps=4, num_stages=1)
        buf27 = extern_kernels.convolution(buf26, primals_29, stride=(1, 1),
            padding=(1, 1), dilation=(1, 1), transposed=False,
            output_padding=(0, 0), groups=1, bias=None)
        assert_size_stride(buf27, (4, 96, 4, 4), (1536, 16, 4, 1))
        buf28 = buf27
        del buf27
        buf29 = empty_strided_cuda((4, 96, 4, 4), (1536, 16, 4, 1), torch.
            float32)
        triton_poi_fused__prelu_kernel_convolution_0[grid(6144)](buf28,
            primals_30, primals_31, buf29, 6144, XBLOCK=128, num_warps=4,
            num_stages=1)
        del primals_30
        buf30 = extern_kernels.convolution(buf29, primals_32, stride=(1, 1),
            padding=(1, 1), dilation=(1, 1), transposed=False,
            output_padding=(0, 0), groups=1, bias=None)
        assert_size_stride(buf30, (4, 96, 4, 4), (1536, 16, 4, 1))
        buf31 = buf30
        del buf30
        buf32 = empty_strided_cuda((4, 96, 4, 4), (1536, 16, 4, 1), torch.
            float32)
        triton_poi_fused__prelu_kernel_convolution_0[grid(6144)](buf31,
            primals_33, primals_34, buf32, 6144, XBLOCK=128, num_warps=4,
            num_stages=1)
        del primals_33
        buf33 = extern_kernels.convolution(buf32, primals_35, stride=(1, 1),
            padding=(1, 1), dilation=(1, 1), transposed=False,
            output_padding=(0, 0), groups=1, bias=None)
        assert_size_stride(buf33, (4, 96, 4, 4), (1536, 16, 4, 1))
        buf34 = buf33
        del buf33
        triton_poi_fused_convolution_1[grid(6144)](buf34, primals_36, 6144,
            XBLOCK=128, num_warps=4, num_stages=1)
        del primals_36
        buf35 = empty_strided_cuda((4, 288, 4, 4), (4608, 16, 4, 1), torch.
            float32)
        triton_poi_fused_cat_2[grid(18432)](buf29, buf32, buf34, primals_37,
            buf35, 18432, XBLOCK=128, num_warps=4, num_stages=1)
        buf36 = extern_kernels.convolution(buf35, primals_38, stride=(1, 1),
            padding=(1, 1), dilation=(1, 1), transposed=False,
            output_padding=(0, 0), groups=1, bias=None)
        assert_size_stride(buf36, (4, 96, 4, 4), (1536, 16, 4, 1))
        buf37 = buf36
        del buf36
        buf38 = empty_strided_cuda((4, 96, 4, 4), (1536, 16, 4, 1), torch.
            float32)
        triton_poi_fused__prelu_kernel_convolution_0[grid(6144)](buf37,
            primals_39, primals_40, buf38, 6144, XBLOCK=128, num_warps=4,
            num_stages=1)
        del primals_39
        buf39 = extern_kernels.convolution(buf38, primals_41, stride=(1, 1),
            padding=(1, 1), dilation=(1, 1), transposed=False,
            output_padding=(0, 0), groups=1, bias=None)
        assert_size_stride(buf39, (4, 96, 4, 4), (1536, 16, 4, 1))
        buf40 = buf39
        del buf39
        buf41 = empty_strided_cuda((4, 96, 4, 4), (1536, 16, 4, 1), torch.
            float32)
        triton_poi_fused__prelu_kernel_convolution_0[grid(6144)](buf40,
            primals_42, primals_43, buf41, 6144, XBLOCK=128, num_warps=4,
            num_stages=1)
        del primals_42
        buf42 = extern_kernels.convolution(buf41, primals_44, stride=(1, 1),
            padding=(1, 1), dilation=(1, 1), transposed=False,
            output_padding=(0, 0), groups=1, bias=None)
        assert_size_stride(buf42, (4, 96, 4, 4), (1536, 16, 4, 1))
        buf43 = buf42
        del buf42
        triton_poi_fused_convolution_1[grid(6144)](buf43, primals_45, 6144,
            XBLOCK=128, num_warps=4, num_stages=1)
        del primals_45
        buf44 = empty_strided_cuda((4, 288, 4, 4), (4608, 16, 4, 1), torch.
            float32)
        triton_poi_fused_cat_2[grid(18432)](buf38, buf41, buf43, primals_46,
            buf44, 18432, XBLOCK=128, num_warps=4, num_stages=1)
        buf45 = extern_kernels.convolution(buf44, primals_47, stride=(1, 1),
            padding=(0, 0), dilation=(1, 1), transposed=False,
            output_padding=(0, 0), groups=1, bias=None)
        assert_size_stride(buf45, (4, 8, 4, 4), (128, 16, 4, 1))
        buf46 = buf45
        del buf45
        buf47 = empty_strided_cuda((4, 8, 4, 4), (128, 16, 4, 1), torch.float32
            )
        triton_poi_fused__prelu_kernel_convolution_3[grid(512)](buf46,
            primals_48, primals_49, buf47, 512, XBLOCK=128, num_warps=4,
            num_stages=1)
        del primals_48
        buf48 = extern_kernels.convolution(buf47, primals_50, stride=(1, 1),
            padding=(0, 0), dilation=(1, 1), transposed=False,
            output_padding=(0, 0), groups=1, bias=None)
        assert_size_stride(buf48, (4, 4, 4, 4), (64, 16, 4, 1))
        buf49 = empty_strided_cuda((4, 8, 4, 4), (128, 16, 4, 1), torch.float32
            )
        triton_poi_fused_cat_4[grid(512)](primals_3, buf48, primals_51,
            buf49, 512, XBLOCK=128, num_warps=4, num_stages=1)
        del primals_51
        buf50 = extern_kernels.convolution(buf49, primals_52, stride=(1, 1),
            padding=(1, 1), dilation=(1, 1), transposed=False,
            output_padding=(0, 0), groups=1, bias=None)
        assert_size_stride(buf50, (4, 4, 4, 4), (64, 16, 4, 1))
        buf51 = buf50
        del buf50
        buf52 = buf48
        del buf48
        triton_poi_fused__prelu_kernel_convolution_5[grid(256)](buf51,
            primals_53, primals_54, buf52, 256, XBLOCK=256, num_warps=4,
            num_stages=1)
        del primals_53
        buf53 = extern_kernels.convolution(buf52, primals_55, stride=(1, 1),
            padding=(1, 1), dilation=(1, 1), transposed=False,
            output_padding=(0, 0), groups=1, bias=None)
        assert_size_stride(buf53, (4, 4, 4, 4), (64, 16, 4, 1))
        buf54 = buf53
        del buf53
        buf55 = empty_strided_cuda((4, 4, 4, 4), (64, 16, 4, 1), torch.float32)
        triton_poi_fused__prelu_kernel_convolution_5[grid(256)](buf54,
            primals_56, primals_57, buf55, 256, XBLOCK=256, num_warps=4,
            num_stages=1)
        del primals_56
        buf56 = extern_kernels.convolution(buf55, primals_58, stride=(1, 1),
            padding=(1, 1), dilation=(1, 1), transposed=False,
            output_padding=(0, 0), groups=1, bias=None)
        assert_size_stride(buf56, (4, 4, 4, 4), (64, 16, 4, 1))
        buf57 = buf56
        del buf56
        triton_poi_fused_convolution_6[grid(256)](buf57, primals_59, 256,
            XBLOCK=256, num_warps=4, num_stages=1)
        del primals_59
        buf58 = empty_strided_cuda((4, 12, 4, 4), (192, 16, 4, 1), torch.
            float32)
        triton_poi_fused_cat_7[grid(768)](buf52, buf55, buf57, primals_60,
            buf58, 768, XBLOCK=128, num_warps=4, num_stages=1)
        buf59 = extern_kernels.convolution(buf58, primals_61, stride=(1, 1),
            padding=(1, 1), dilation=(1, 1), transposed=False,
            output_padding=(0, 0), groups=1, bias=None)
        assert_size_stride(buf59, (4, 4, 4, 4), (64, 16, 4, 1))
        buf60 = buf59
        del buf59
        buf61 = empty_strided_cuda((4, 4, 4, 4), (64, 16, 4, 1), torch.float32)
        triton_poi_fused__prelu_kernel_convolution_5[grid(256)](buf60,
            primals_62, primals_63, buf61, 256, XBLOCK=256, num_warps=4,
            num_stages=1)
        del primals_62
        buf62 = extern_kernels.convolution(buf61, primals_64, stride=(1, 1),
            padding=(1, 1), dilation=(1, 1), transposed=False,
            output_padding=(0, 0), groups=1, bias=None)
        assert_size_stride(buf62, (4, 4, 4, 4), (64, 16, 4, 1))
        buf63 = buf62
        del buf62
        buf64 = empty_strided_cuda((4, 4, 4, 4), (64, 16, 4, 1), torch.float32)
        triton_poi_fused__prelu_kernel_convolution_5[grid(256)](buf63,
            primals_65, primals_66, buf64, 256, XBLOCK=256, num_warps=4,
            num_stages=1)
        del primals_65
        buf65 = extern_kernels.convolution(buf64, primals_67, stride=(1, 1),
            padding=(1, 1), dilation=(1, 1), transposed=False,
            output_padding=(0, 0), groups=1, bias=None)
        assert_size_stride(buf65, (4, 4, 4, 4), (64, 16, 4, 1))
        buf66 = buf65
        del buf65
        triton_poi_fused_convolution_6[grid(256)](buf66, primals_68, 256,
            XBLOCK=256, num_warps=4, num_stages=1)
        del primals_68
        buf67 = empty_strided_cuda((4, 12, 4, 4), (192, 16, 4, 1), torch.
            float32)
        triton_poi_fused_cat_7[grid(768)](buf61, buf64, buf66, primals_69,
            buf67, 768, XBLOCK=128, num_warps=4, num_stages=1)
        buf68 = extern_kernels.convolution(buf67, primals_70, stride=(1, 1),
            padding=(1, 1), dilation=(1, 1), transposed=False,
            output_padding=(0, 0), groups=1, bias=None)
        assert_size_stride(buf68, (4, 4, 4, 4), (64, 16, 4, 1))
        buf69 = buf68
        del buf68
        buf70 = empty_strided_cuda((4, 4, 4, 4), (64, 16, 4, 1), torch.float32)
        triton_poi_fused__prelu_kernel_convolution_5[grid(256)](buf69,
            primals_71, primals_72, buf70, 256, XBLOCK=256, num_warps=4,
            num_stages=1)
        del primals_71
        buf71 = extern_kernels.convolution(buf70, primals_73, stride=(1, 1),
            padding=(1, 1), dilation=(1, 1), transposed=False,
            output_padding=(0, 0), groups=1, bias=None)
        assert_size_stride(buf71, (4, 4, 4, 4), (64, 16, 4, 1))
        buf72 = buf71
        del buf71
        buf73 = empty_strided_cuda((4, 4, 4, 4), (64, 16, 4, 1), torch.float32)
        triton_poi_fused__prelu_kernel_convolution_5[grid(256)](buf72,
            primals_74, primals_75, buf73, 256, XBLOCK=256, num_warps=4,
            num_stages=1)
        del primals_74
        buf74 = extern_kernels.convolution(buf73, primals_76, stride=(1, 1),
            padding=(1, 1), dilation=(1, 1), transposed=False,
            output_padding=(0, 0), groups=1, bias=None)
        assert_size_stride(buf74, (4, 4, 4, 4), (64, 16, 4, 1))
        buf75 = buf74
        del buf74
        triton_poi_fused_convolution_6[grid(256)](buf75, primals_77, 256,
            XBLOCK=256, num_warps=4, num_stages=1)
        del primals_77
        buf76 = empty_strided_cuda((4, 12, 4, 4), (192, 16, 4, 1), torch.
            float32)
        triton_poi_fused_cat_7[grid(768)](buf70, buf73, buf75, primals_78,
            buf76, 768, XBLOCK=128, num_warps=4, num_stages=1)
        buf77 = extern_kernels.convolution(buf76, primals_79, stride=(1, 1),
            padding=(1, 1), dilation=(1, 1), transposed=False,
            output_padding=(0, 0), groups=1, bias=None)
        assert_size_stride(buf77, (4, 4, 4, 4), (64, 16, 4, 1))
        buf78 = buf77
        del buf77
        buf79 = empty_strided_cuda((4, 4, 4, 4), (64, 16, 4, 1), torch.float32)
        triton_poi_fused__prelu_kernel_convolution_5[grid(256)](buf78,
            primals_80, primals_81, buf79, 256, XBLOCK=256, num_warps=4,
            num_stages=1)
        del primals_80
        buf80 = extern_kernels.convolution(buf79, primals_82, stride=(1, 1),
            padding=(1, 1), dilation=(1, 1), transposed=False,
            output_padding=(0, 0), groups=1, bias=None)
        assert_size_stride(buf80, (4, 4, 4, 4), (64, 16, 4, 1))
        buf81 = buf80
        del buf80
        buf82 = empty_strided_cuda((4, 4, 4, 4), (64, 16, 4, 1), torch.float32)
        triton_poi_fused__prelu_kernel_convolution_5[grid(256)](buf81,
            primals_83, primals_84, buf82, 256, XBLOCK=256, num_warps=4,
            num_stages=1)
        del primals_83
        buf83 = extern_kernels.convolution(buf82, primals_85, stride=(1, 1),
            padding=(1, 1), dilation=(1, 1), transposed=False,
            output_padding=(0, 0), groups=1, bias=None)
        assert_size_stride(buf83, (4, 4, 4, 4), (64, 16, 4, 1))
        buf84 = buf83
        del buf83
        triton_poi_fused_convolution_6[grid(256)](buf84, primals_86, 256,
            XBLOCK=256, num_warps=4, num_stages=1)
        del primals_86
        buf85 = empty_strided_cuda((4, 12, 4, 4), (192, 16, 4, 1), torch.
            float32)
        triton_poi_fused_cat_7[grid(768)](buf79, buf82, buf84, primals_87,
            buf85, 768, XBLOCK=128, num_warps=4, num_stages=1)
        buf86 = extern_kernels.convolution(buf85, primals_88, stride=(1, 1),
            padding=(1, 1), dilation=(1, 1), transposed=False,
            output_padding=(0, 0), groups=1, bias=None)
        assert_size_stride(buf86, (4, 4, 4, 4), (64, 16, 4, 1))
        buf87 = buf86
        del buf86
        buf88 = empty_strided_cuda((4, 4, 4, 4), (64, 16, 4, 1), torch.float32)
        triton_poi_fused__prelu_kernel_convolution_5[grid(256)](buf87,
            primals_89, primals_90, buf88, 256, XBLOCK=256, num_warps=4,
            num_stages=1)
        del primals_89
        buf89 = extern_kernels.convolution(buf88, primals_91, stride=(1, 1),
            padding=(1, 1), dilation=(1, 1), transposed=False,
            output_padding=(0, 0), groups=1, bias=None)
        assert_size_stride(buf89, (4, 4, 4, 4), (64, 16, 4, 1))
        buf90 = buf89
        del buf89
        buf91 = empty_strided_cuda((4, 4, 4, 4), (64, 16, 4, 1), torch.float32)
        triton_poi_fused__prelu_kernel_convolution_5[grid(256)](buf90,
            primals_92, primals_93, buf91, 256, XBLOCK=256, num_warps=4,
            num_stages=1)
        del primals_92
        buf92 = extern_kernels.convolution(buf91, primals_94, stride=(1, 1),
            padding=(1, 1), dilation=(1, 1), transposed=False,
            output_padding=(0, 0), groups=1, bias=None)
        assert_size_stride(buf92, (4, 4, 4, 4), (64, 16, 4, 1))
        buf93 = buf92
        del buf92
        triton_poi_fused_convolution_6[grid(256)](buf93, primals_95, 256,
            XBLOCK=256, num_warps=4, num_stages=1)
        del primals_95
        buf94 = empty_strided_cuda((4, 12, 4, 4), (192, 16, 4, 1), torch.
            float32)
        triton_poi_fused_cat_7[grid(768)](buf88, buf91, buf93, primals_96,
            buf94, 768, XBLOCK=128, num_warps=4, num_stages=1)
        buf95 = extern_kernels.convolution(buf94, primals_97, stride=(1, 1),
            padding=(0, 0), dilation=(1, 1), transposed=False,
            output_padding=(0, 0), groups=1, bias=None)
        assert_size_stride(buf95, (4, 16, 4, 4), (256, 16, 4, 1))
        buf96 = buf95
        del buf95
        buf97 = empty_strided_cuda((4, 16, 4, 4), (256, 16, 4, 1), torch.
            float32)
        triton_poi_fused__prelu_kernel_convolution_8[grid(1024)](buf96,
            primals_98, primals_99, buf97, 1024, XBLOCK=128, num_warps=4,
            num_stages=1)
        del primals_98
        buf98 = extern_kernels.convolution(buf97, primals_100, stride=(1, 1
            ), padding=(0, 0), dilation=(1, 1), transposed=False,
            output_padding=(0, 0), groups=1, bias=None)
        assert_size_stride(buf98, (4, 4, 4, 4), (64, 16, 4, 1))
        buf99 = empty_strided_cuda((4, 8, 4, 4), (128, 16, 4, 1), torch.float32
            )
        triton_poi_fused_cat_4[grid(512)](primals_3, buf98, primals_101,
            buf99, 512, XBLOCK=128, num_warps=4, num_stages=1)
        del primals_101
        buf100 = extern_kernels.convolution(buf99, primals_102, stride=(1, 
            1), padding=(1, 1), dilation=(1, 1), transposed=False,
            output_padding=(0, 0), groups=1, bias=None)
        assert_size_stride(buf100, (4, 4, 4, 4), (64, 16, 4, 1))
        buf101 = buf100
        del buf100
        buf102 = buf98
        del buf98
        triton_poi_fused__prelu_kernel_convolution_5[grid(256)](buf101,
            primals_103, primals_104, buf102, 256, XBLOCK=256, num_warps=4,
            num_stages=1)
        del primals_103
        buf103 = extern_kernels.convolution(buf102, primals_105, stride=(1,
            1), padding=(1, 1), dilation=(1, 1), transposed=False,
            output_padding=(0, 0), groups=1, bias=None)
        assert_size_stride(buf103, (4, 4, 4, 4), (64, 16, 4, 1))
        buf104 = buf103
        del buf103
        buf105 = empty_strided_cuda((4, 4, 4, 4), (64, 16, 4, 1), torch.float32
            )
        triton_poi_fused__prelu_kernel_convolution_5[grid(256)](buf104,
            primals_106, primals_107, buf105, 256, XBLOCK=256, num_warps=4,
            num_stages=1)
        del primals_106
        buf106 = extern_kernels.convolution(buf105, primals_108, stride=(1,
            1), padding=(1, 1), dilation=(1, 1), transposed=False,
            output_padding=(0, 0), groups=1, bias=None)
        assert_size_stride(buf106, (4, 4, 4, 4), (64, 16, 4, 1))
        buf107 = buf106
        del buf106
        triton_poi_fused_convolution_6[grid(256)](buf107, primals_109, 256,
            XBLOCK=256, num_warps=4, num_stages=1)
        del primals_109
        buf108 = empty_strided_cuda((4, 12, 4, 4), (192, 16, 4, 1), torch.
            float32)
        triton_poi_fused_cat_7[grid(768)](buf102, buf105, buf107,
            primals_110, buf108, 768, XBLOCK=128, num_warps=4, num_stages=1)
        buf109 = extern_kernels.convolution(buf108, primals_111, stride=(1,
            1), padding=(1, 1), dilation=(1, 1), transposed=False,
            output_padding=(0, 0), groups=1, bias=None)
        assert_size_stride(buf109, (4, 4, 4, 4), (64, 16, 4, 1))
        buf110 = buf109
        del buf109
        buf111 = empty_strided_cuda((4, 4, 4, 4), (64, 16, 4, 1), torch.float32
            )
        triton_poi_fused__prelu_kernel_convolution_5[grid(256)](buf110,
            primals_112, primals_113, buf111, 256, XBLOCK=256, num_warps=4,
            num_stages=1)
        del primals_112
        buf112 = extern_kernels.convolution(buf111, primals_114, stride=(1,
            1), padding=(1, 1), dilation=(1, 1), transposed=False,
            output_padding=(0, 0), groups=1, bias=None)
        assert_size_stride(buf112, (4, 4, 4, 4), (64, 16, 4, 1))
        buf113 = buf112
        del buf112
        buf114 = empty_strided_cuda((4, 4, 4, 4), (64, 16, 4, 1), torch.float32
            )
        triton_poi_fused__prelu_kernel_convolution_5[grid(256)](buf113,
            primals_115, primals_116, buf114, 256, XBLOCK=256, num_warps=4,
            num_stages=1)
        del primals_115
        buf115 = extern_kernels.convolution(buf114, primals_117, stride=(1,
            1), padding=(1, 1), dilation=(1, 1), transposed=False,
            output_padding=(0, 0), groups=1, bias=None)
        assert_size_stride(buf115, (4, 4, 4, 4), (64, 16, 4, 1))
        buf116 = buf115
        del buf115
        triton_poi_fused_convolution_6[grid(256)](buf116, primals_118, 256,
            XBLOCK=256, num_warps=4, num_stages=1)
        del primals_118
        buf117 = empty_strided_cuda((4, 12, 4, 4), (192, 16, 4, 1), torch.
            float32)
        triton_poi_fused_cat_7[grid(768)](buf111, buf114, buf116,
            primals_119, buf117, 768, XBLOCK=128, num_warps=4, num_stages=1)
        buf118 = extern_kernels.convolution(buf117, primals_120, stride=(1,
            1), padding=(1, 1), dilation=(1, 1), transposed=False,
            output_padding=(0, 0), groups=1, bias=None)
        assert_size_stride(buf118, (4, 4, 4, 4), (64, 16, 4, 1))
        buf119 = buf118
        del buf118
        buf120 = empty_strided_cuda((4, 4, 4, 4), (64, 16, 4, 1), torch.float32
            )
        triton_poi_fused__prelu_kernel_convolution_5[grid(256)](buf119,
            primals_121, primals_122, buf120, 256, XBLOCK=256, num_warps=4,
            num_stages=1)
        del primals_121
        buf121 = extern_kernels.convolution(buf120, primals_123, stride=(1,
            1), padding=(1, 1), dilation=(1, 1), transposed=False,
            output_padding=(0, 0), groups=1, bias=None)
        assert_size_stride(buf121, (4, 4, 4, 4), (64, 16, 4, 1))
        buf122 = buf121
        del buf121
        buf123 = empty_strided_cuda((4, 4, 4, 4), (64, 16, 4, 1), torch.float32
            )
        triton_poi_fused__prelu_kernel_convolution_5[grid(256)](buf122,
            primals_124, primals_125, buf123, 256, XBLOCK=256, num_warps=4,
            num_stages=1)
        del primals_124
        buf124 = extern_kernels.convolution(buf123, primals_126, stride=(1,
            1), padding=(1, 1), dilation=(1, 1), transposed=False,
            output_padding=(0, 0), groups=1, bias=None)
        assert_size_stride(buf124, (4, 4, 4, 4), (64, 16, 4, 1))
        buf125 = buf124
        del buf124
        triton_poi_fused_convolution_6[grid(256)](buf125, primals_127, 256,
            XBLOCK=256, num_warps=4, num_stages=1)
        del primals_127
        buf126 = empty_strided_cuda((4, 12, 4, 4), (192, 16, 4, 1), torch.
            float32)
        triton_poi_fused_cat_7[grid(768)](buf120, buf123, buf125,
            primals_128, buf126, 768, XBLOCK=128, num_warps=4, num_stages=1)
        buf127 = extern_kernels.convolution(buf126, primals_129, stride=(1,
            1), padding=(1, 1), dilation=(1, 1), transposed=False,
            output_padding=(0, 0), groups=1, bias=None)
        assert_size_stride(buf127, (4, 4, 4, 4), (64, 16, 4, 1))
        buf128 = buf127
        del buf127
        buf129 = empty_strided_cuda((4, 4, 4, 4), (64, 16, 4, 1), torch.float32
            )
        triton_poi_fused__prelu_kernel_convolution_5[grid(256)](buf128,
            primals_130, primals_131, buf129, 256, XBLOCK=256, num_warps=4,
            num_stages=1)
        del primals_130
        buf130 = extern_kernels.convolution(buf129, primals_132, stride=(1,
            1), padding=(1, 1), dilation=(1, 1), transposed=False,
            output_padding=(0, 0), groups=1, bias=None)
        assert_size_stride(buf130, (4, 4, 4, 4), (64, 16, 4, 1))
        buf131 = buf130
        del buf130
        buf132 = empty_strided_cuda((4, 4, 4, 4), (64, 16, 4, 1), torch.float32
            )
        triton_poi_fused__prelu_kernel_convolution_5[grid(256)](buf131,
            primals_133, primals_134, buf132, 256, XBLOCK=256, num_warps=4,
            num_stages=1)
        del primals_133
        buf133 = extern_kernels.convolution(buf132, primals_135, stride=(1,
            1), padding=(1, 1), dilation=(1, 1), transposed=False,
            output_padding=(0, 0), groups=1, bias=None)
        assert_size_stride(buf133, (4, 4, 4, 4), (64, 16, 4, 1))
        buf134 = buf133
        del buf133
        triton_poi_fused_convolution_6[grid(256)](buf134, primals_136, 256,
            XBLOCK=256, num_warps=4, num_stages=1)
        del primals_136
        buf135 = empty_strided_cuda((4, 12, 4, 4), (192, 16, 4, 1), torch.
            float32)
        triton_poi_fused_cat_7[grid(768)](buf129, buf132, buf134,
            primals_137, buf135, 768, XBLOCK=128, num_warps=4, num_stages=1)
        buf136 = extern_kernels.convolution(buf135, primals_138, stride=(1,
            1), padding=(1, 1), dilation=(1, 1), transposed=False,
            output_padding=(0, 0), groups=1, bias=None)
        assert_size_stride(buf136, (4, 4, 4, 4), (64, 16, 4, 1))
        buf137 = buf136
        del buf136
        buf138 = empty_strided_cuda((4, 4, 4, 4), (64, 16, 4, 1), torch.float32
            )
        triton_poi_fused__prelu_kernel_convolution_5[grid(256)](buf137,
            primals_139, primals_140, buf138, 256, XBLOCK=256, num_warps=4,
            num_stages=1)
        del primals_139
        buf139 = extern_kernels.convolution(buf138, primals_141, stride=(1,
            1), padding=(1, 1), dilation=(1, 1), transposed=False,
            output_padding=(0, 0), groups=1, bias=None)
        assert_size_stride(buf139, (4, 4, 4, 4), (64, 16, 4, 1))
        buf140 = buf139
        del buf139
        buf141 = empty_strided_cuda((4, 4, 4, 4), (64, 16, 4, 1), torch.float32
            )
        triton_poi_fused__prelu_kernel_convolution_5[grid(256)](buf140,
            primals_142, primals_143, buf141, 256, XBLOCK=256, num_warps=4,
            num_stages=1)
        del primals_142
        buf142 = extern_kernels.convolution(buf141, primals_144, stride=(1,
            1), padding=(1, 1), dilation=(1, 1), transposed=False,
            output_padding=(0, 0), groups=1, bias=None)
        assert_size_stride(buf142, (4, 4, 4, 4), (64, 16, 4, 1))
        buf143 = buf142
        del buf142
        triton_poi_fused_convolution_6[grid(256)](buf143, primals_145, 256,
            XBLOCK=256, num_warps=4, num_stages=1)
        del primals_145
        buf144 = empty_strided_cuda((4, 12, 4, 4), (192, 16, 4, 1), torch.
            float32)
        triton_poi_fused_cat_7[grid(768)](buf138, buf141, buf143,
            primals_146, buf144, 768, XBLOCK=128, num_warps=4, num_stages=1)
        buf145 = extern_kernels.convolution(buf144, primals_147, stride=(1,
            1), padding=(0, 0), dilation=(1, 1), transposed=False,
            output_padding=(0, 0), groups=1, bias=None)
        assert_size_stride(buf145, (4, 16, 4, 4), (256, 16, 4, 1))
        buf146 = buf145
        del buf145
        buf147 = empty_strided_cuda((4, 16, 4, 4), (256, 16, 4, 1), torch.
            float32)
        triton_poi_fused__prelu_kernel_convolution_8[grid(1024)](buf146,
            primals_148, primals_149, buf147, 1024, XBLOCK=128, num_warps=4,
            num_stages=1)
        del primals_148
        buf148 = extern_kernels.convolution(buf147, primals_150, stride=(1,
            1), padding=(0, 0), dilation=(1, 1), transposed=False,
            output_padding=(0, 0), groups=1, bias=None)
        assert_size_stride(buf148, (4, 4, 4, 4), (64, 16, 4, 1))
        buf149 = empty_strided_cuda((4, 8, 4, 4), (128, 16, 4, 1), torch.
            float32)
        triton_poi_fused_cat_4[grid(512)](primals_3, buf148, primals_151,
            buf149, 512, XBLOCK=128, num_warps=4, num_stages=1)
        del primals_151
        buf150 = extern_kernels.convolution(buf149, primals_152, stride=(1,
            1), padding=(1, 1), dilation=(1, 1), transposed=False,
            output_padding=(0, 0), groups=1, bias=None)
        assert_size_stride(buf150, (4, 4, 4, 4), (64, 16, 4, 1))
        buf151 = buf150
        del buf150
        buf152 = buf148
        del buf148
        triton_poi_fused__prelu_kernel_convolution_5[grid(256)](buf151,
            primals_153, primals_154, buf152, 256, XBLOCK=256, num_warps=4,
            num_stages=1)
        del primals_153
        buf153 = extern_kernels.convolution(buf152, primals_155, stride=(1,
            1), padding=(1, 1), dilation=(1, 1), transposed=False,
            output_padding=(0, 0), groups=1, bias=None)
        assert_size_stride(buf153, (4, 4, 4, 4), (64, 16, 4, 1))
        buf154 = buf153
        del buf153
        buf155 = empty_strided_cuda((4, 4, 4, 4), (64, 16, 4, 1), torch.float32
            )
        triton_poi_fused__prelu_kernel_convolution_5[grid(256)](buf154,
            primals_156, primals_157, buf155, 256, XBLOCK=256, num_warps=4,
            num_stages=1)
        del primals_156
        buf156 = extern_kernels.convolution(buf155, primals_158, stride=(1,
            1), padding=(1, 1), dilation=(1, 1), transposed=False,
            output_padding=(0, 0), groups=1, bias=None)
        assert_size_stride(buf156, (4, 4, 4, 4), (64, 16, 4, 1))
        buf157 = buf156
        del buf156
        triton_poi_fused_convolution_6[grid(256)](buf157, primals_159, 256,
            XBLOCK=256, num_warps=4, num_stages=1)
        del primals_159
        buf158 = empty_strided_cuda((4, 12, 4, 4), (192, 16, 4, 1), torch.
            float32)
        triton_poi_fused_cat_7[grid(768)](buf152, buf155, buf157,
            primals_160, buf158, 768, XBLOCK=128, num_warps=4, num_stages=1)
        buf159 = extern_kernels.convolution(buf158, primals_161, stride=(1,
            1), padding=(1, 1), dilation=(1, 1), transposed=False,
            output_padding=(0, 0), groups=1, bias=None)
        assert_size_stride(buf159, (4, 4, 4, 4), (64, 16, 4, 1))
        buf160 = buf159
        del buf159
        buf161 = empty_strided_cuda((4, 4, 4, 4), (64, 16, 4, 1), torch.float32
            )
        triton_poi_fused__prelu_kernel_convolution_5[grid(256)](buf160,
            primals_162, primals_163, buf161, 256, XBLOCK=256, num_warps=4,
            num_stages=1)
        del primals_162
        buf162 = extern_kernels.convolution(buf161, primals_164, stride=(1,
            1), padding=(1, 1), dilation=(1, 1), transposed=False,
            output_padding=(0, 0), groups=1, bias=None)
        assert_size_stride(buf162, (4, 4, 4, 4), (64, 16, 4, 1))
        buf163 = buf162
        del buf162
        buf164 = empty_strided_cuda((4, 4, 4, 4), (64, 16, 4, 1), torch.float32
            )
        triton_poi_fused__prelu_kernel_convolution_5[grid(256)](buf163,
            primals_165, primals_166, buf164, 256, XBLOCK=256, num_warps=4,
            num_stages=1)
        del primals_165
        buf165 = extern_kernels.convolution(buf164, primals_167, stride=(1,
            1), padding=(1, 1), dilation=(1, 1), transposed=False,
            output_padding=(0, 0), groups=1, bias=None)
        assert_size_stride(buf165, (4, 4, 4, 4), (64, 16, 4, 1))
        buf166 = buf165
        del buf165
        triton_poi_fused_convolution_6[grid(256)](buf166, primals_168, 256,
            XBLOCK=256, num_warps=4, num_stages=1)
        del primals_168
        buf167 = empty_strided_cuda((4, 12, 4, 4), (192, 16, 4, 1), torch.
            float32)
        triton_poi_fused_cat_7[grid(768)](buf161, buf164, buf166,
            primals_169, buf167, 768, XBLOCK=128, num_warps=4, num_stages=1)
        buf168 = extern_kernels.convolution(buf167, primals_170, stride=(1,
            1), padding=(1, 1), dilation=(1, 1), transposed=False,
            output_padding=(0, 0), groups=1, bias=None)
        assert_size_stride(buf168, (4, 4, 4, 4), (64, 16, 4, 1))
        buf169 = buf168
        del buf168
        buf170 = empty_strided_cuda((4, 4, 4, 4), (64, 16, 4, 1), torch.float32
            )
        triton_poi_fused__prelu_kernel_convolution_5[grid(256)](buf169,
            primals_171, primals_172, buf170, 256, XBLOCK=256, num_warps=4,
            num_stages=1)
        del primals_171
        buf171 = extern_kernels.convolution(buf170, primals_173, stride=(1,
            1), padding=(1, 1), dilation=(1, 1), transposed=False,
            output_padding=(0, 0), groups=1, bias=None)
        assert_size_stride(buf171, (4, 4, 4, 4), (64, 16, 4, 1))
        buf172 = buf171
        del buf171
        buf173 = empty_strided_cuda((4, 4, 4, 4), (64, 16, 4, 1), torch.float32
            )
        triton_poi_fused__prelu_kernel_convolution_5[grid(256)](buf172,
            primals_174, primals_175, buf173, 256, XBLOCK=256, num_warps=4,
            num_stages=1)
        del primals_174
        buf174 = extern_kernels.convolution(buf173, primals_176, stride=(1,
            1), padding=(1, 1), dilation=(1, 1), transposed=False,
            output_padding=(0, 0), groups=1, bias=None)
        assert_size_stride(buf174, (4, 4, 4, 4), (64, 16, 4, 1))
        buf175 = buf174
        del buf174
        triton_poi_fused_convolution_6[grid(256)](buf175, primals_177, 256,
            XBLOCK=256, num_warps=4, num_stages=1)
        del primals_177
        buf176 = empty_strided_cuda((4, 12, 4, 4), (192, 16, 4, 1), torch.
            float32)
        triton_poi_fused_cat_7[grid(768)](buf170, buf173, buf175,
            primals_178, buf176, 768, XBLOCK=128, num_warps=4, num_stages=1)
        buf177 = extern_kernels.convolution(buf176, primals_179, stride=(1,
            1), padding=(1, 1), dilation=(1, 1), transposed=False,
            output_padding=(0, 0), groups=1, bias=None)
        assert_size_stride(buf177, (4, 4, 4, 4), (64, 16, 4, 1))
        buf178 = buf177
        del buf177
        buf179 = empty_strided_cuda((4, 4, 4, 4), (64, 16, 4, 1), torch.float32
            )
        triton_poi_fused__prelu_kernel_convolution_5[grid(256)](buf178,
            primals_180, primals_181, buf179, 256, XBLOCK=256, num_warps=4,
            num_stages=1)
        del primals_180
        buf180 = extern_kernels.convolution(buf179, primals_182, stride=(1,
            1), padding=(1, 1), dilation=(1, 1), transposed=False,
            output_padding=(0, 0), groups=1, bias=None)
        assert_size_stride(buf180, (4, 4, 4, 4), (64, 16, 4, 1))
        buf181 = buf180
        del buf180
        buf182 = empty_strided_cuda((4, 4, 4, 4), (64, 16, 4, 1), torch.float32
            )
        triton_poi_fused__prelu_kernel_convolution_5[grid(256)](buf181,
            primals_183, primals_184, buf182, 256, XBLOCK=256, num_warps=4,
            num_stages=1)
        del primals_183
        buf183 = extern_kernels.convolution(buf182, primals_185, stride=(1,
            1), padding=(1, 1), dilation=(1, 1), transposed=False,
            output_padding=(0, 0), groups=1, bias=None)
        assert_size_stride(buf183, (4, 4, 4, 4), (64, 16, 4, 1))
        buf184 = buf183
        del buf183
        triton_poi_fused_convolution_6[grid(256)](buf184, primals_186, 256,
            XBLOCK=256, num_warps=4, num_stages=1)
        del primals_186
        buf185 = empty_strided_cuda((4, 12, 4, 4), (192, 16, 4, 1), torch.
            float32)
        triton_poi_fused_cat_7[grid(768)](buf179, buf182, buf184,
            primals_187, buf185, 768, XBLOCK=128, num_warps=4, num_stages=1)
        buf186 = extern_kernels.convolution(buf185, primals_188, stride=(1,
            1), padding=(1, 1), dilation=(1, 1), transposed=False,
            output_padding=(0, 0), groups=1, bias=None)
        assert_size_stride(buf186, (4, 4, 4, 4), (64, 16, 4, 1))
        buf187 = buf186
        del buf186
        buf188 = empty_strided_cuda((4, 4, 4, 4), (64, 16, 4, 1), torch.float32
            )
        triton_poi_fused__prelu_kernel_convolution_5[grid(256)](buf187,
            primals_189, primals_190, buf188, 256, XBLOCK=256, num_warps=4,
            num_stages=1)
        del primals_189
        buf189 = extern_kernels.convolution(buf188, primals_191, stride=(1,
            1), padding=(1, 1), dilation=(1, 1), transposed=False,
            output_padding=(0, 0), groups=1, bias=None)
        assert_size_stride(buf189, (4, 4, 4, 4), (64, 16, 4, 1))
        buf190 = buf189
        del buf189
        buf191 = empty_strided_cuda((4, 4, 4, 4), (64, 16, 4, 1), torch.float32
            )
        triton_poi_fused__prelu_kernel_convolution_5[grid(256)](buf190,
            primals_192, primals_193, buf191, 256, XBLOCK=256, num_warps=4,
            num_stages=1)
        del primals_192
        buf192 = extern_kernels.convolution(buf191, primals_194, stride=(1,
            1), padding=(1, 1), dilation=(1, 1), transposed=False,
            output_padding=(0, 0), groups=1, bias=None)
        assert_size_stride(buf192, (4, 4, 4, 4), (64, 16, 4, 1))
        buf193 = buf192
        del buf192
        triton_poi_fused_convolution_6[grid(256)](buf193, primals_195, 256,
            XBLOCK=256, num_warps=4, num_stages=1)
        del primals_195
        buf194 = empty_strided_cuda((4, 12, 4, 4), (192, 16, 4, 1), torch.
            float32)
        triton_poi_fused_cat_7[grid(768)](buf188, buf191, buf193,
            primals_196, buf194, 768, XBLOCK=128, num_warps=4, num_stages=1)
        buf195 = extern_kernels.convolution(buf194, primals_197, stride=(1,
            1), padding=(0, 0), dilation=(1, 1), transposed=False,
            output_padding=(0, 0), groups=1, bias=None)
        assert_size_stride(buf195, (4, 16, 4, 4), (256, 16, 4, 1))
        buf196 = buf195
        del buf195
        buf197 = empty_strided_cuda((4, 16, 4, 4), (256, 16, 4, 1), torch.
            float32)
        triton_poi_fused__prelu_kernel_convolution_8[grid(1024)](buf196,
            primals_198, primals_199, buf197, 1024, XBLOCK=128, num_warps=4,
            num_stages=1)
        del primals_198
        buf198 = extern_kernels.convolution(buf197, primals_200, stride=(1,
            1), padding=(0, 0), dilation=(1, 1), transposed=False,
            output_padding=(0, 0), groups=1, bias=None)
        assert_size_stride(buf198, (4, 4, 4, 4), (64, 16, 4, 1))
        buf199 = buf198
        del buf198
        triton_poi_fused_convolution_6[grid(256)](buf199, primals_201, 256,
            XBLOCK=256, num_warps=4, num_stages=1)
        del primals_201
    return (buf199, primals_1, primals_3, primals_4, primals_5, primals_7,
        primals_8, primals_10, primals_11, primals_13, primals_14,
        primals_16, primals_17, primals_19, primals_20, primals_22,
        primals_23, primals_25, primals_26, primals_28, primals_29,
        primals_31, primals_32, primals_34, primals_35, primals_37,
        primals_38, primals_40, primals_41, primals_43, primals_44,
        primals_46, primals_47, primals_49, primals_50, primals_52,
        primals_54, primals_55, primals_57, primals_58, primals_60,
        primals_61, primals_63, primals_64, primals_66, primals_67,
        primals_69, primals_70, primals_72, primals_73, primals_75,
        primals_76, primals_78, primals_79, primals_81, primals_82,
        primals_84, primals_85, primals_87, primals_88, primals_90,
        primals_91, primals_93, primals_94, primals_96, primals_97,
        primals_99, primals_100, primals_102, primals_104, primals_105,
        primals_107, primals_108, primals_110, primals_111, primals_113,
        primals_114, primals_116, primals_117, primals_119, primals_120,
        primals_122, primals_123, primals_125, primals_126, primals_128,
        primals_129, primals_131, primals_132, primals_134, primals_135,
        primals_137, primals_138, primals_140, primals_141, primals_143,
        primals_144, primals_146, primals_147, primals_149, primals_150,
        primals_152, primals_154, primals_155, primals_157, primals_158,
        primals_160, primals_161, primals_163, primals_164, primals_166,
        primals_167, primals_169, primals_170, primals_172, primals_173,
        primals_175, primals_176, primals_178, primals_179, primals_181,
        primals_182, primals_184, primals_185, primals_187, primals_188,
        primals_190, primals_191, primals_193, primals_194, primals_196,
        primals_197, primals_199, primals_200, buf1, buf2, buf4, buf5, buf7,
        buf8, buf10, buf11, buf13, buf14, buf16, buf17, buf19, buf20, buf22,
        buf23, buf25, buf26, buf28, buf29, buf31, buf32, buf34, buf35,
        buf37, buf38, buf40, buf41, buf43, buf44, buf46, buf47, buf49,
        buf51, buf52, buf54, buf55, buf57, buf58, buf60, buf61, buf63,
        buf64, buf66, buf67, buf69, buf70, buf72, buf73, buf75, buf76,
        buf78, buf79, buf81, buf82, buf84, buf85, buf87, buf88, buf90,
        buf91, buf93, buf94, buf96, buf97, buf99, buf101, buf102, buf104,
        buf105, buf107, buf108, buf110, buf111, buf113, buf114, buf116,
        buf117, buf119, buf120, buf122, buf123, buf125, buf126, buf128,
        buf129, buf131, buf132, buf134, buf135, buf137, buf138, buf140,
        buf141, buf143, buf144, buf146, buf147, buf149, buf151, buf152,
        buf154, buf155, buf157, buf158, buf160, buf161, buf163, buf164,
        buf166, buf167, buf169, buf170, buf172, buf173, buf175, buf176,
        buf178, buf179, buf181, buf182, buf184, buf185, buf187, buf188,
        buf190, buf191, buf193, buf194, buf196, buf197)


class concatLayer(nn.Module):

    def __init__(self, in_channels, out_channels_perSub, i, j, appendix):
        super(concatLayer, self).__init__()
        self.firstSub = self.concatLayerSub(in_channels,
            out_channels_perSub, '%d_stage%d_' % (i, j) + appendix + '_0')
        self.secondSub = self.concatLayerSub(out_channels_perSub,
            out_channels_perSub, '%d_stage%d_' % (i, j) + appendix + '_1')
        self.thirdSub = self.concatLayerSub(out_channels_perSub,
            out_channels_perSub, '%d_stage%d_' % (i, j) + appendix + '_2')

    def forward(self, x):
        firstSub = self.firstSub(x)
        secondSub = self.secondSub(firstSub)
        thirdSub = self.thirdSub(secondSub)
        out = torch.cat([firstSub, secondSub, thirdSub], 1)
        return out

    def concatLayerSub(self, in_channels, out_channels, layerName):
        concatLayerSubOrdered = OrderedDict()
        conv2d = nn.Conv2d(in_channels, out_channels, kernel_size=3, padding=1)
        concatLayerSubOrdered.update({('Mconv' + layerName): conv2d})
        concatLayerSubOrdered.update({('Mprelu' + layerName): nn.PReLU(
            out_channels)})
        return nn.Sequential(concatLayerSubOrdered)


class stage(nn.Module):

    def __init__(self, stageID, in_channels, out_channels_perSub,
        mid_channels, out_channels, appendix):
        super(stage, self).__init__()
        self.firstConcat = concatLayer(in_channels, out_channels_perSub, 1,
            stageID, appendix)
        self.secondConcat = concatLayer(3 * out_channels_perSub,
            out_channels_perSub, 2, stageID, appendix)
        self.thirdConcat = concatLayer(3 * out_channels_perSub,
            out_channels_perSub, 3, stageID, appendix)
        self.fourthConcat = concatLayer(3 * out_channels_perSub,
            out_channels_perSub, 4, stageID, appendix)
        self.fifthConcat = concatLayer(3 * out_channels_perSub,
            out_channels_perSub, 5, stageID, appendix)
        conv2d = nn.Conv2d(3 * out_channels_perSub, mid_channels,
            kernel_size=1, padding=0)
        prelu = nn.PReLU(mid_channels)
        self.afterConcatsFirst = nn.Sequential(OrderedDict({(
            'Mconv6_stage%d_%s' % (stageID, appendix)): conv2d, (
            'Mprelu6_stage%d_%s' % (stageID, appendix)): prelu}))
        conv2d = nn.Conv2d(mid_channels, out_channels, kernel_size=1, padding=0
            )
        self.afterConcatsSecond = nn.Sequential(OrderedDict({(
            'Mconv7_stage%d_%s' % (stageID, appendix)): conv2d}))

    def forward(self, x):
        x = self.firstConcat(x)
        x = self.secondConcat(x)
        x = self.thirdConcat(x)
        x = self.fourthConcat(x)
        x = self.fifthConcat(x)
        x = self.afterConcatsFirst(x)
        out = self.afterConcatsSecond(x)
        return out


class L2PartNew(nn.Module):

    def __init__(self, in_channels, stage_out_channels):
        super(L2PartNew, self).__init__()
        self.firstStage = stage(0, in_channels, 96, in_channels * 2,
            stage_out_channels, 'L2')
        self.secondStage = stage(1, in_channels + stage_out_channels,
            in_channels, in_channels * 4, stage_out_channels, 'L2')
        self.thirdStage = stage(2, in_channels + stage_out_channels,
            in_channels, in_channels * 4, stage_out_channels, 'L2')
        self.fourthStage = stage(3, in_channels + stage_out_channels,
            in_channels, in_channels * 4, stage_out_channels, 'L2')

    def forward(self, input_0):
        primals_1 = (self.firstStage.firstConcat.firstSub.
            Mconv1_stage0_L2_0.weight)
        primals_2 = (self.firstStage.firstConcat.firstSub.
            Mconv1_stage0_L2_0.bias)
        primals_4 = (self.firstStage.firstConcat.firstSub.
            Mprelu1_stage0_L2_0.weight)
        primals_5 = (self.firstStage.firstConcat.secondSub.
            Mconv1_stage0_L2_1.weight)
        primals_6 = (self.firstStage.firstConcat.secondSub.
            Mconv1_stage0_L2_1.bias)
        primals_7 = (self.firstStage.firstConcat.secondSub.
            Mprelu1_stage0_L2_1.weight)
        primals_8 = (self.firstStage.firstConcat.thirdSub.
            Mconv1_stage0_L2_2.weight)
        primals_9 = (self.firstStage.firstConcat.thirdSub.
            Mconv1_stage0_L2_2.bias)
        primals_10 = (self.firstStage.firstConcat.thirdSub.
            Mprelu1_stage0_L2_2.weight)
        primals_11 = (self.firstStage.secondConcat.firstSub.
            Mconv2_stage0_L2_0.weight)
        primals_12 = (self.firstStage.secondConcat.firstSub.
            Mconv2_stage0_L2_0.bias)
        primals_13 = (self.firstStage.secondConcat.firstSub.
            Mprelu2_stage0_L2_0.weight)
        primals_14 = (self.firstStage.secondConcat.secondSub.
            Mconv2_stage0_L2_1.weight)
        primals_15 = (self.firstStage.secondConcat.secondSub.
            Mconv2_stage0_L2_1.bias)
        primals_16 = (self.firstStage.secondConcat.secondSub.
            Mprelu2_stage0_L2_1.weight)
        primals_17 = (self.firstStage.secondConcat.thirdSub.
            Mconv2_stage0_L2_2.weight)
        primals_18 = (self.firstStage.secondConcat.thirdSub.
            Mconv2_stage0_L2_2.bias)
        primals_19 = (self.firstStage.secondConcat.thirdSub.
            Mprelu2_stage0_L2_2.weight)
        primals_20 = (self.firstStage.thirdConcat.firstSub.
            Mconv3_stage0_L2_0.weight)
        primals_21 = (self.firstStage.thirdConcat.firstSub.
            Mconv3_stage0_L2_0.bias)
        primals_22 = (self.firstStage.thirdConcat.firstSub.
            Mprelu3_stage0_L2_0.weight)
        primals_23 = (self.firstStage.thirdConcat.secondSub.
            Mconv3_stage0_L2_1.weight)
        primals_24 = (self.firstStage.thirdConcat.secondSub.
            Mconv3_stage0_L2_1.bias)
        primals_25 = (self.firstStage.thirdConcat.secondSub.
            Mprelu3_stage0_L2_1.weight)
        primals_26 = (self.firstStage.thirdConcat.thirdSub.
            Mconv3_stage0_L2_2.weight)
        primals_27 = (self.firstStage.thirdConcat.thirdSub.
            Mconv3_stage0_L2_2.bias)
        primals_28 = (self.firstStage.thirdConcat.thirdSub.
            Mprelu3_stage0_L2_2.weight)
        primals_29 = (self.firstStage.fourthConcat.firstSub.
            Mconv4_stage0_L2_0.weight)
        primals_30 = (self.firstStage.fourthConcat.firstSub.
            Mconv4_stage0_L2_0.bias)
        primals_31 = (self.firstStage.fourthConcat.firstSub.
            Mprelu4_stage0_L2_0.weight)
        primals_32 = (self.firstStage.fourthConcat.secondSub.
            Mconv4_stage0_L2_1.weight)
        primals_33 = (self.firstStage.fourthConcat.secondSub.
            Mconv4_stage0_L2_1.bias)
        primals_34 = (self.firstStage.fourthConcat.secondSub.
            Mprelu4_stage0_L2_1.weight)
        primals_35 = (self.firstStage.fourthConcat.thirdSub.
            Mconv4_stage0_L2_2.weight)
        primals_36 = (self.firstStage.fourthConcat.thirdSub.
            Mconv4_stage0_L2_2.bias)
        primals_37 = (self.firstStage.fourthConcat.thirdSub.
            Mprelu4_stage0_L2_2.weight)
        primals_38 = (self.firstStage.fifthConcat.firstSub.
            Mconv5_stage0_L2_0.weight)
        primals_39 = (self.firstStage.fifthConcat.firstSub.
            Mconv5_stage0_L2_0.bias)
        primals_40 = (self.firstStage.fifthConcat.firstSub.
            Mprelu5_stage0_L2_0.weight)
        primals_41 = (self.firstStage.fifthConcat.secondSub.
            Mconv5_stage0_L2_1.weight)
        primals_42 = (self.firstStage.fifthConcat.secondSub.
            Mconv5_stage0_L2_1.bias)
        primals_43 = (self.firstStage.fifthConcat.secondSub.
            Mprelu5_stage0_L2_1.weight)
        primals_44 = (self.firstStage.fifthConcat.thirdSub.
            Mconv5_stage0_L2_2.weight)
        primals_45 = (self.firstStage.fifthConcat.thirdSub.
            Mconv5_stage0_L2_2.bias)
        primals_46 = (self.firstStage.fifthConcat.thirdSub.
            Mprelu5_stage0_L2_2.weight)
        primals_47 = self.firstStage.afterConcatsFirst.Mconv6_stage0_L2.weight
        primals_48 = self.firstStage.afterConcatsFirst.Mconv6_stage0_L2.bias
        primals_49 = self.firstStage.afterConcatsFirst.Mprelu6_stage0_L2.weight
        primals_50 = self.firstStage.afterConcatsSecond.Mconv7_stage0_L2.weight
        primals_51 = self.firstStage.afterConcatsSecond.Mconv7_stage0_L2.bias
        primals_52 = (self.secondStage.firstConcat.firstSub.
            Mconv1_stage1_L2_0.weight)
        primals_53 = (self.secondStage.firstConcat.firstSub.
            Mconv1_stage1_L2_0.bias)
        primals_54 = (self.secondStage.firstConcat.firstSub.
            Mprelu1_stage1_L2_0.weight)
        primals_55 = (self.secondStage.firstConcat.secondSub.
            Mconv1_stage1_L2_1.weight)
        primals_56 = (self.secondStage.firstConcat.secondSub.
            Mconv1_stage1_L2_1.bias)
        primals_57 = (self.secondStage.firstConcat.secondSub.
            Mprelu1_stage1_L2_1.weight)
        primals_58 = (self.secondStage.firstConcat.thirdSub.
            Mconv1_stage1_L2_2.weight)
        primals_59 = (self.secondStage.firstConcat.thirdSub.
            Mconv1_stage1_L2_2.bias)
        primals_60 = (self.secondStage.firstConcat.thirdSub.
            Mprelu1_stage1_L2_2.weight)
        primals_61 = (self.secondStage.secondConcat.firstSub.
            Mconv2_stage1_L2_0.weight)
        primals_62 = (self.secondStage.secondConcat.firstSub.
            Mconv2_stage1_L2_0.bias)
        primals_63 = (self.secondStage.secondConcat.firstSub.
            Mprelu2_stage1_L2_0.weight)
        primals_64 = (self.secondStage.secondConcat.secondSub.
            Mconv2_stage1_L2_1.weight)
        primals_65 = (self.secondStage.secondConcat.secondSub.
            Mconv2_stage1_L2_1.bias)
        primals_66 = (self.secondStage.secondConcat.secondSub.
            Mprelu2_stage1_L2_1.weight)
        primals_67 = (self.secondStage.secondConcat.thirdSub.
            Mconv2_stage1_L2_2.weight)
        primals_68 = (self.secondStage.secondConcat.thirdSub.
            Mconv2_stage1_L2_2.bias)
        primals_69 = (self.secondStage.secondConcat.thirdSub.
            Mprelu2_stage1_L2_2.weight)
        primals_70 = (self.secondStage.thirdConcat.firstSub.
            Mconv3_stage1_L2_0.weight)
        primals_71 = (self.secondStage.thirdConcat.firstSub.
            Mconv3_stage1_L2_0.bias)
        primals_72 = (self.secondStage.thirdConcat.firstSub.
            Mprelu3_stage1_L2_0.weight)
        primals_73 = (self.secondStage.thirdConcat.secondSub.
            Mconv3_stage1_L2_1.weight)
        primals_74 = (self.secondStage.thirdConcat.secondSub.
            Mconv3_stage1_L2_1.bias)
        primals_75 = (self.secondStage.thirdConcat.secondSub.
            Mprelu3_stage1_L2_1.weight)
        primals_76 = (self.secondStage.thirdConcat.thirdSub.
            Mconv3_stage1_L2_2.weight)
        primals_77 = (self.secondStage.thirdConcat.thirdSub.
            Mconv3_stage1_L2_2.bias)
        primals_78 = (self.secondStage.thirdConcat.thirdSub.
            Mprelu3_stage1_L2_2.weight)
        primals_79 = (self.secondStage.fourthConcat.firstSub.
            Mconv4_stage1_L2_0.weight)
        primals_80 = (self.secondStage.fourthConcat.firstSub.
            Mconv4_stage1_L2_0.bias)
        primals_81 = (self.secondStage.fourthConcat.firstSub.
            Mprelu4_stage1_L2_0.weight)
        primals_82 = (self.secondStage.fourthConcat.secondSub.
            Mconv4_stage1_L2_1.weight)
        primals_83 = (self.secondStage.fourthConcat.secondSub.
            Mconv4_stage1_L2_1.bias)
        primals_84 = (self.secondStage.fourthConcat.secondSub.
            Mprelu4_stage1_L2_1.weight)
        primals_85 = (self.secondStage.fourthConcat.thirdSub.
            Mconv4_stage1_L2_2.weight)
        primals_86 = (self.secondStage.fourthConcat.thirdSub.
            Mconv4_stage1_L2_2.bias)
        primals_87 = (self.secondStage.fourthConcat.thirdSub.
            Mprelu4_stage1_L2_2.weight)
        primals_88 = (self.secondStage.fifthConcat.firstSub.
            Mconv5_stage1_L2_0.weight)
        primals_89 = (self.secondStage.fifthConcat.firstSub.
            Mconv5_stage1_L2_0.bias)
        primals_90 = (self.secondStage.fifthConcat.firstSub.
            Mprelu5_stage1_L2_0.weight)
        primals_91 = (self.secondStage.fifthConcat.secondSub.
            Mconv5_stage1_L2_1.weight)
        primals_92 = (self.secondStage.fifthConcat.secondSub.
            Mconv5_stage1_L2_1.bias)
        primals_93 = (self.secondStage.fifthConcat.secondSub.
            Mprelu5_stage1_L2_1.weight)
        primals_94 = (self.secondStage.fifthConcat.thirdSub.
            Mconv5_stage1_L2_2.weight)
        primals_95 = (self.secondStage.fifthConcat.thirdSub.
            Mconv5_stage1_L2_2.bias)
        primals_96 = (self.secondStage.fifthConcat.thirdSub.
            Mprelu5_stage1_L2_2.weight)
        primals_97 = self.secondStage.afterConcatsFirst.Mconv6_stage1_L2.weight
        primals_98 = self.secondStage.afterConcatsFirst.Mconv6_stage1_L2.bias
        primals_99 = (self.secondStage.afterConcatsFirst.Mprelu6_stage1_L2.
            weight)
        primals_100 = (self.secondStage.afterConcatsSecond.Mconv7_stage1_L2
            .weight)
        primals_101 = self.secondStage.afterConcatsSecond.Mconv7_stage1_L2.bias
        primals_102 = (self.thirdStage.firstConcat.firstSub.
            Mconv1_stage2_L2_0.weight)
        primals_103 = (self.thirdStage.firstConcat.firstSub.
            Mconv1_stage2_L2_0.bias)
        primals_104 = (self.thirdStage.firstConcat.firstSub.
            Mprelu1_stage2_L2_0.weight)
        primals_105 = (self.thirdStage.firstConcat.secondSub.
            Mconv1_stage2_L2_1.weight)
        primals_106 = (self.thirdStage.firstConcat.secondSub.
            Mconv1_stage2_L2_1.bias)
        primals_107 = (self.thirdStage.firstConcat.secondSub.
            Mprelu1_stage2_L2_1.weight)
        primals_108 = (self.thirdStage.firstConcat.thirdSub.
            Mconv1_stage2_L2_2.weight)
        primals_109 = (self.thirdStage.firstConcat.thirdSub.
            Mconv1_stage2_L2_2.bias)
        primals_110 = (self.thirdStage.firstConcat.thirdSub.
            Mprelu1_stage2_L2_2.weight)
        primals_111 = (self.thirdStage.secondConcat.firstSub.
            Mconv2_stage2_L2_0.weight)
        primals_112 = (self.thirdStage.secondConcat.firstSub.
            Mconv2_stage2_L2_0.bias)
        primals_113 = (self.thirdStage.secondConcat.firstSub.
            Mprelu2_stage2_L2_0.weight)
        primals_114 = (self.thirdStage.secondConcat.secondSub.
            Mconv2_stage2_L2_1.weight)
        primals_115 = (self.thirdStage.secondConcat.secondSub.
            Mconv2_stage2_L2_1.bias)
        primals_116 = (self.thirdStage.secondConcat.secondSub.
            Mprelu2_stage2_L2_1.weight)
        primals_117 = (self.thirdStage.secondConcat.thirdSub.
            Mconv2_stage2_L2_2.weight)
        primals_118 = (self.thirdStage.secondConcat.thirdSub.
            Mconv2_stage2_L2_2.bias)
        primals_119 = (self.thirdStage.secondConcat.thirdSub.
            Mprelu2_stage2_L2_2.weight)
        primals_120 = (self.thirdStage.thirdConcat.firstSub.
            Mconv3_stage2_L2_0.weight)
        primals_121 = (self.thirdStage.thirdConcat.firstSub.
            Mconv3_stage2_L2_0.bias)
        primals_122 = (self.thirdStage.thirdConcat.firstSub.
            Mprelu3_stage2_L2_0.weight)
        primals_123 = (self.thirdStage.thirdConcat.secondSub.
            Mconv3_stage2_L2_1.weight)
        primals_124 = (self.thirdStage.thirdConcat.secondSub.
            Mconv3_stage2_L2_1.bias)
        primals_125 = (self.thirdStage.thirdConcat.secondSub.
            Mprelu3_stage2_L2_1.weight)
        primals_126 = (self.thirdStage.thirdConcat.thirdSub.
            Mconv3_stage2_L2_2.weight)
        primals_127 = (self.thirdStage.thirdConcat.thirdSub.
            Mconv3_stage2_L2_2.bias)
        primals_128 = (self.thirdStage.thirdConcat.thirdSub.
            Mprelu3_stage2_L2_2.weight)
        primals_129 = (self.thirdStage.fourthConcat.firstSub.
            Mconv4_stage2_L2_0.weight)
        primals_130 = (self.thirdStage.fourthConcat.firstSub.
            Mconv4_stage2_L2_0.bias)
        primals_131 = (self.thirdStage.fourthConcat.firstSub.
            Mprelu4_stage2_L2_0.weight)
        primals_132 = (self.thirdStage.fourthConcat.secondSub.
            Mconv4_stage2_L2_1.weight)
        primals_133 = (self.thirdStage.fourthConcat.secondSub.
            Mconv4_stage2_L2_1.bias)
        primals_134 = (self.thirdStage.fourthConcat.secondSub.
            Mprelu4_stage2_L2_1.weight)
        primals_135 = (self.thirdStage.fourthConcat.thirdSub.
            Mconv4_stage2_L2_2.weight)
        primals_136 = (self.thirdStage.fourthConcat.thirdSub.
            Mconv4_stage2_L2_2.bias)
        primals_137 = (self.thirdStage.fourthConcat.thirdSub.
            Mprelu4_stage2_L2_2.weight)
        primals_138 = (self.thirdStage.fifthConcat.firstSub.
            Mconv5_stage2_L2_0.weight)
        primals_139 = (self.thirdStage.fifthConcat.firstSub.
            Mconv5_stage2_L2_0.bias)
        primals_140 = (self.thirdStage.fifthConcat.firstSub.
            Mprelu5_stage2_L2_0.weight)
        primals_141 = (self.thirdStage.fifthConcat.secondSub.
            Mconv5_stage2_L2_1.weight)
        primals_142 = (self.thirdStage.fifthConcat.secondSub.
            Mconv5_stage2_L2_1.bias)
        primals_143 = (self.thirdStage.fifthConcat.secondSub.
            Mprelu5_stage2_L2_1.weight)
        primals_144 = (self.thirdStage.fifthConcat.thirdSub.
            Mconv5_stage2_L2_2.weight)
        primals_145 = (self.thirdStage.fifthConcat.thirdSub.
            Mconv5_stage2_L2_2.bias)
        primals_146 = (self.thirdStage.fifthConcat.thirdSub.
            Mprelu5_stage2_L2_2.weight)
        primals_147 = self.thirdStage.afterConcatsFirst.Mconv6_stage2_L2.weight
        primals_148 = self.thirdStage.afterConcatsFirst.Mconv6_stage2_L2.bias
        primals_149 = (self.thirdStage.afterConcatsFirst.Mprelu6_stage2_L2.
            weight)
        primals_150 = (self.thirdStage.afterConcatsSecond.Mconv7_stage2_L2.
            weight)
        primals_151 = self.thirdStage.afterConcatsSecond.Mconv7_stage2_L2.bias
        primals_152 = (self.fourthStage.firstConcat.firstSub.
            Mconv1_stage3_L2_0.weight)
        primals_153 = (self.fourthStage.firstConcat.firstSub.
            Mconv1_stage3_L2_0.bias)
        primals_154 = (self.fourthStage.firstConcat.firstSub.
            Mprelu1_stage3_L2_0.weight)
        primals_155 = (self.fourthStage.firstConcat.secondSub.
            Mconv1_stage3_L2_1.weight)
        primals_156 = (self.fourthStage.firstConcat.secondSub.
            Mconv1_stage3_L2_1.bias)
        primals_157 = (self.fourthStage.firstConcat.secondSub.
            Mprelu1_stage3_L2_1.weight)
        primals_158 = (self.fourthStage.firstConcat.thirdSub.
            Mconv1_stage3_L2_2.weight)
        primals_159 = (self.fourthStage.firstConcat.thirdSub.
            Mconv1_stage3_L2_2.bias)
        primals_160 = (self.fourthStage.firstConcat.thirdSub.
            Mprelu1_stage3_L2_2.weight)
        primals_161 = (self.fourthStage.secondConcat.firstSub.
            Mconv2_stage3_L2_0.weight)
        primals_162 = (self.fourthStage.secondConcat.firstSub.
            Mconv2_stage3_L2_0.bias)
        primals_163 = (self.fourthStage.secondConcat.firstSub.
            Mprelu2_stage3_L2_0.weight)
        primals_164 = (self.fourthStage.secondConcat.secondSub.
            Mconv2_stage3_L2_1.weight)
        primals_165 = (self.fourthStage.secondConcat.secondSub.
            Mconv2_stage3_L2_1.bias)
        primals_166 = (self.fourthStage.secondConcat.secondSub.
            Mprelu2_stage3_L2_1.weight)
        primals_167 = (self.fourthStage.secondConcat.thirdSub.
            Mconv2_stage3_L2_2.weight)
        primals_168 = (self.fourthStage.secondConcat.thirdSub.
            Mconv2_stage3_L2_2.bias)
        primals_169 = (self.fourthStage.secondConcat.thirdSub.
            Mprelu2_stage3_L2_2.weight)
        primals_170 = (self.fourthStage.thirdConcat.firstSub.
            Mconv3_stage3_L2_0.weight)
        primals_171 = (self.fourthStage.thirdConcat.firstSub.
            Mconv3_stage3_L2_0.bias)
        primals_172 = (self.fourthStage.thirdConcat.firstSub.
            Mprelu3_stage3_L2_0.weight)
        primals_173 = (self.fourthStage.thirdConcat.secondSub.
            Mconv3_stage3_L2_1.weight)
        primals_174 = (self.fourthStage.thirdConcat.secondSub.
            Mconv3_stage3_L2_1.bias)
        primals_175 = (self.fourthStage.thirdConcat.secondSub.
            Mprelu3_stage3_L2_1.weight)
        primals_176 = (self.fourthStage.thirdConcat.thirdSub.
            Mconv3_stage3_L2_2.weight)
        primals_177 = (self.fourthStage.thirdConcat.thirdSub.
            Mconv3_stage3_L2_2.bias)
        primals_178 = (self.fourthStage.thirdConcat.thirdSub.
            Mprelu3_stage3_L2_2.weight)
        primals_179 = (self.fourthStage.fourthConcat.firstSub.
            Mconv4_stage3_L2_0.weight)
        primals_180 = (self.fourthStage.fourthConcat.firstSub.
            Mconv4_stage3_L2_0.bias)
        primals_181 = (self.fourthStage.fourthConcat.firstSub.
            Mprelu4_stage3_L2_0.weight)
        primals_182 = (self.fourthStage.fourthConcat.secondSub.
            Mconv4_stage3_L2_1.weight)
        primals_183 = (self.fourthStage.fourthConcat.secondSub.
            Mconv4_stage3_L2_1.bias)
        primals_184 = (self.fourthStage.fourthConcat.secondSub.
            Mprelu4_stage3_L2_1.weight)
        primals_185 = (self.fourthStage.fourthConcat.thirdSub.
            Mconv4_stage3_L2_2.weight)
        primals_186 = (self.fourthStage.fourthConcat.thirdSub.
            Mconv4_stage3_L2_2.bias)
        primals_187 = (self.fourthStage.fourthConcat.thirdSub.
            Mprelu4_stage3_L2_2.weight)
        primals_188 = (self.fourthStage.fifthConcat.firstSub.
            Mconv5_stage3_L2_0.weight)
        primals_189 = (self.fourthStage.fifthConcat.firstSub.
            Mconv5_stage3_L2_0.bias)
        primals_190 = (self.fourthStage.fifthConcat.firstSub.
            Mprelu5_stage3_L2_0.weight)
        primals_191 = (self.fourthStage.fifthConcat.secondSub.
            Mconv5_stage3_L2_1.weight)
        primals_192 = (self.fourthStage.fifthConcat.secondSub.
            Mconv5_stage3_L2_1.bias)
        primals_193 = (self.fourthStage.fifthConcat.secondSub.
            Mprelu5_stage3_L2_1.weight)
        primals_194 = (self.fourthStage.fifthConcat.thirdSub.
            Mconv5_stage3_L2_2.weight)
        primals_195 = (self.fourthStage.fifthConcat.thirdSub.
            Mconv5_stage3_L2_2.bias)
        primals_196 = (self.fourthStage.fifthConcat.thirdSub.
            Mprelu5_stage3_L2_2.weight)
        primals_197 = (self.fourthStage.afterConcatsFirst.Mconv6_stage3_L2.
            weight)
        primals_198 = self.fourthStage.afterConcatsFirst.Mconv6_stage3_L2.bias
        primals_199 = (self.fourthStage.afterConcatsFirst.Mprelu6_stage3_L2
            .weight)
        primals_200 = (self.fourthStage.afterConcatsSecond.Mconv7_stage3_L2
            .weight)
        primals_201 = self.fourthStage.afterConcatsSecond.Mconv7_stage3_L2.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, primals_22, primals_23, primals_24,
            primals_25, primals_26, primals_27, primals_28, primals_29,
            primals_30, primals_31, primals_32, primals_33, primals_34,
            primals_35, primals_36, primals_37, primals_38, primals_39,
            primals_40, primals_41, primals_42, primals_43, primals_44,
            primals_45, primals_46, primals_47, primals_48, primals_49,
            primals_50, primals_51, primals_52, primals_53, primals_54,
            primals_55, primals_56, primals_57, primals_58, primals_59,
            primals_60, primals_61, primals_62, primals_63, primals_64,
            primals_65, primals_66, primals_67, primals_68, primals_69,
            primals_70, primals_71, primals_72, primals_73, primals_74,
            primals_75, primals_76, primals_77, primals_78, primals_79,
            primals_80, primals_81, primals_82, primals_83, primals_84,
            primals_85, primals_86, primals_87, primals_88, primals_89,
            primals_90, primals_91, primals_92, primals_93, primals_94,
            primals_95, primals_96, primals_97, primals_98, primals_99,
            primals_100, primals_101, primals_102, primals_103, primals_104,
            primals_105, primals_106, primals_107, primals_108, primals_109,
            primals_110, primals_111, primals_112, primals_113, primals_114,
            primals_115, primals_116, primals_117, primals_118, primals_119,
            primals_120, primals_121, primals_122, primals_123, primals_124,
            primals_125, primals_126, primals_127, primals_128, primals_129,
            primals_130, primals_131, primals_132, primals_133, primals_134,
            primals_135, primals_136, primals_137, primals_138, primals_139,
            primals_140, primals_141, primals_142, primals_143, primals_144,
            primals_145, primals_146, primals_147, primals_148, primals_149,
            primals_150, primals_151, primals_152, primals_153, primals_154,
            primals_155, primals_156, primals_157, primals_158, primals_159,
            primals_160, primals_161, primals_162, primals_163, primals_164,
            primals_165, primals_166, primals_167, primals_168, primals_169,
            primals_170, primals_171, primals_172, primals_173, primals_174,
            primals_175, primals_176, primals_177, primals_178, primals_179,
            primals_180, primals_181, primals_182, primals_183, primals_184,
            primals_185, primals_186, primals_187, primals_188, primals_189,
            primals_190, primals_191, primals_192, primals_193, primals_194,
            primals_195, primals_196, primals_197, primals_198, primals_199,
            primals_200, primals_201])
        return output[0]


Measured latency_ms: 1.151668