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
import torch.utils.data
import torch
import torch.nn.parallel
assert_size_stride = torch._C._dynamo.guards.assert_size_stride
empty_strided_cuda = torch._C._dynamo.guards._empty_strided_cuda
reinterpret_tensor = torch._C._dynamo.guards._reinterpret_tensor


@triton.jit
def triton_poi_fused_clone_0(in_ptr0, out_ptr0, ynumel, xnumel, YBLOCK: tl.
    constexpr, XBLOCK: tl.constexpr):
    ynumel = 16
    xnumel = 16
    yoffset = tl.program_id(1) * YBLOCK
    yindex = yoffset + tl.arange(0, YBLOCK)[None, :]
    ymask = yindex < ynumel
    xoffset = tl.program_id(0) * XBLOCK
    xindex = xoffset + tl.arange(0, XBLOCK)[:, None]
    xmask = xindex < xnumel
    x2 = xindex % 4
    x3 = xindex // 4
    y0 = yindex % 4
    y1 = yindex // 4
    x5 = xindex
    y4 = yindex
    tmp0 = tl.load(in_ptr0 + (y0 + 4 * x3 + 16 * x2 + 64 * y1), xmask & ymask)
    tl.store(out_ptr0 + (x5 + 16 * y4), tmp0, xmask & ymask)


@triton.jit
def triton_poi_fused_max_mul_sum_1(in_ptr0, in_ptr1, out_ptr0, xnumel,
    XBLOCK: tl.constexpr):
    xnumel = 16
    xoffset = tl.program_id(0) * XBLOCK
    xindex = xoffset + tl.arange(0, XBLOCK)[:]
    xmask = xindex < xnumel
    x2 = xindex
    x0 = xindex % 4
    x1 = xindex // 4
    tmp0 = tl.load(in_ptr0 + 16 * x2, xmask, eviction_policy='evict_last')
    tmp1 = tl.load(in_ptr1 + (x0 + 64 * x1), xmask)
    tmp3 = tl.load(in_ptr0 + (4 + 16 * x2), xmask, eviction_policy='evict_last'
        )
    tmp4 = tl.load(in_ptr1 + (4 + x0 + 64 * x1), xmask)
    tmp7 = tl.load(in_ptr0 + (8 + 16 * x2), xmask, eviction_policy='evict_last'
        )
    tmp8 = tl.load(in_ptr1 + (8 + x0 + 64 * x1), xmask)
    tmp11 = tl.load(in_ptr0 + (12 + 16 * x2), xmask, eviction_policy=
        'evict_last')
    tmp12 = tl.load(in_ptr1 + (12 + x0 + 64 * x1), xmask)
    tmp15 = tl.load(in_ptr0 + (1 + 16 * x2), xmask, eviction_policy=
        'evict_last')
    tmp16 = tl.load(in_ptr1 + (16 + x0 + 64 * x1), xmask)
    tmp18 = tl.load(in_ptr0 + (5 + 16 * x2), xmask, eviction_policy=
        'evict_last')
    tmp19 = tl.load(in_ptr1 + (20 + x0 + 64 * x1), xmask)
    tmp22 = tl.load(in_ptr0 + (9 + 16 * x2), xmask, eviction_policy=
        'evict_last')
    tmp23 = tl.load(in_ptr1 + (24 + x0 + 64 * x1), xmask)
    tmp26 = tl.load(in_ptr0 + (13 + 16 * x2), xmask, eviction_policy=
        'evict_last')
    tmp27 = tl.load(in_ptr1 + (28 + x0 + 64 * x1), xmask)
    tmp45 = tl.load(in_ptr0 + (2 + 16 * x2), xmask, eviction_policy=
        'evict_last')
    tmp46 = tl.load(in_ptr1 + (32 + x0 + 64 * x1), xmask)
    tmp48 = tl.load(in_ptr0 + (6 + 16 * x2), xmask, eviction_policy=
        'evict_last')
    tmp49 = tl.load(in_ptr1 + (36 + x0 + 64 * x1), xmask)
    tmp52 = tl.load(in_ptr0 + (10 + 16 * x2), xmask, eviction_policy=
        'evict_last')
    tmp53 = tl.load(in_ptr1 + (40 + x0 + 64 * x1), xmask)
    tmp56 = tl.load(in_ptr0 + (14 + 16 * x2), xmask, eviction_policy=
        'evict_last')
    tmp57 = tl.load(in_ptr1 + (44 + x0 + 64 * x1), xmask)
    tmp74 = tl.load(in_ptr0 + (3 + 16 * x2), xmask, eviction_policy=
        'evict_last')
    tmp75 = tl.load(in_ptr1 + (48 + x0 + 64 * x1), xmask)
    tmp77 = tl.load(in_ptr0 + (7 + 16 * x2), xmask, eviction_policy=
        'evict_last')
    tmp78 = tl.load(in_ptr1 + (52 + x0 + 64 * x1), xmask)
    tmp81 = tl.load(in_ptr0 + (11 + 16 * x2), xmask, eviction_policy=
        'evict_last')
    tmp82 = tl.load(in_ptr1 + (56 + x0 + 64 * x1), xmask)
    tmp85 = tl.load(in_ptr0 + (15 + 16 * x2), xmask, eviction_policy=
        'evict_last')
    tmp86 = tl.load(in_ptr1 + (60 + x0 + 64 * x1), xmask)
    tmp2 = tmp0 * tmp1
    tmp5 = tmp3 * tmp4
    tmp6 = tmp2 + tmp5
    tmp9 = tmp7 * tmp8
    tmp10 = tmp6 + tmp9
    tmp13 = tmp11 * tmp12
    tmp14 = tmp10 + tmp13
    tmp17 = tmp15 * tmp16
    tmp20 = tmp18 * tmp19
    tmp21 = tmp17 + tmp20
    tmp24 = tmp22 * tmp23
    tmp25 = tmp21 + tmp24
    tmp28 = tmp26 * tmp27
    tmp29 = tmp25 + tmp28
    tmp30 = tmp14 > tmp29
    tmp31 = tmp14 == tmp29
    tmp32 = tmp14 != tmp14
    tmp33 = tmp29 != tmp29
    tmp34 = tmp32 > tmp33
    tmp35 = tmp30 | tmp34
    tmp36 = tmp32 & tmp33
    tmp37 = tmp31 | tmp36
    tmp38 = tl.full([1], 0, tl.int64)
    tmp39 = tl.full([1], 1, tl.int64)
    tmp40 = tmp38 < tmp39
    tmp41 = tmp37 & tmp40
    tmp42 = tmp35 | tmp41
    tmp43 = tl.where(tmp42, tmp14, tmp29)
    tmp44 = tl.where(tmp42, tmp38, tmp39)
    tmp47 = tmp45 * tmp46
    tmp50 = tmp48 * tmp49
    tmp51 = tmp47 + tmp50
    tmp54 = tmp52 * tmp53
    tmp55 = tmp51 + tmp54
    tmp58 = tmp56 * tmp57
    tmp59 = tmp55 + tmp58
    tmp60 = tmp43 > tmp59
    tmp61 = tmp43 == tmp59
    tmp62 = tmp43 != tmp43
    tmp63 = tmp59 != tmp59
    tmp64 = tmp62 > tmp63
    tmp65 = tmp60 | tmp64
    tmp66 = tmp62 & tmp63
    tmp67 = tmp61 | tmp66
    tmp68 = tl.full([1], 2, tl.int64)
    tmp69 = tmp44 < tmp68
    tmp70 = tmp67 & tmp69
    tmp71 = tmp65 | tmp70
    tmp72 = tl.where(tmp71, tmp43, tmp59)
    tmp73 = tl.where(tmp71, tmp44, tmp68)
    tmp76 = tmp74 * tmp75
    tmp79 = tmp77 * tmp78
    tmp80 = tmp76 + tmp79
    tmp83 = tmp81 * tmp82
    tmp84 = tmp80 + tmp83
    tmp87 = tmp85 * tmp86
    tmp88 = tmp84 + tmp87
    tmp89 = tmp72 > tmp88
    tmp90 = tmp72 == tmp88
    tmp91 = tmp72 != tmp72
    tmp92 = tmp88 != tmp88
    tmp93 = tmp91 > tmp92
    tmp94 = tmp89 | tmp93
    tmp95 = tmp91 & tmp92
    tmp96 = tmp90 | tmp95
    tmp97 = tl.full([1], 3, tl.int64)
    tmp98 = tmp73 < tmp97
    tmp99 = tmp96 & tmp98
    tmp100 = tmp94 | tmp99
    tl.where(tmp100, tmp72, tmp88)
    tmp102 = tl.where(tmp100, tmp73, tmp97)
    tl.store(out_ptr0 + x2, tmp102, xmask)


@triton.jit
def triton_poi_fused_index_2(in_ptr0, in_ptr1, out_ptr0, xnumel, XBLOCK: tl
    .constexpr):
    xnumel = 64
    xoffset = tl.program_id(0) * XBLOCK
    xindex = xoffset + tl.arange(0, XBLOCK)[:]
    xmask = xindex < xnumel
    x3 = xindex // 4
    x4 = xindex
    tmp0 = tl.load(in_ptr0 + x3, xmask, eviction_policy='evict_last')
    tmp1 = tl.full([XBLOCK], 4, tl.int32)
    tmp2 = tmp0 + tmp1
    tmp3 = tmp0 < 0
    tmp4 = tl.where(tmp3, tmp2, tmp0)
    tl.device_assert((0 <= tmp4) & (tmp4 < 4) | ~xmask,
        'index out of bounds: 0 <= tmp4 < 4')
    tmp6 = tl.load(in_ptr1 + (tmp4 + 4 * x4), xmask, eviction_policy=
        'evict_last')
    tl.store(out_ptr0 + x4, tmp6, xmask)


def call(args):
    arg0_1, arg1_1 = args
    args.clear()
    assert_size_stride(arg0_1, (4, 4, 4, 4), (64, 16, 4, 1))
    assert_size_stride(arg1_1, (4, 4), (4, 1))
    with torch.cuda._DeviceGuard(0):
        torch.cuda.set_device(0)
        buf0 = empty_strided_cuda((4, 4, 4, 4), (64, 16, 4, 1), torch.float32)
        get_raw_stream(0)
        triton_poi_fused_clone_0[grid(16, 16)](arg0_1, buf0, 16, 16, XBLOCK
            =16, YBLOCK=16, num_warps=4, num_stages=1)
        buf1 = empty_strided_cuda((64, 4), (4, 1), torch.float32)
        extern_kernels.mm(reinterpret_tensor(buf0, (64, 4), (4, 1), 0),
            reinterpret_tensor(arg1_1, (4, 4), (1, 4), 0), out=buf1)
        del arg1_1
        del buf0
        buf2 = empty_strided_cuda((4, 4, 1), (4, 1, 16), torch.int64)
        triton_poi_fused_max_mul_sum_1[grid(16)](arg0_1, buf1, buf2, 16,
            XBLOCK=16, num_warps=1, num_stages=1)
        del buf1
        buf3 = empty_strided_cuda((4, 4, 4), (16, 4, 1), torch.float32)
        triton_poi_fused_index_2[grid(64)](buf2, arg0_1, buf3, 64, XBLOCK=
            64, num_warps=1, num_stages=1)
        del arg0_1
        del buf2
    return buf3,


class VNMaxPoolNew(nn.Module):

    def __init__(self, in_channels):
        super(VNMaxPoolNew, self).__init__()
        self.map_to_dir = nn.Linear(in_channels, in_channels, bias=False)

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


Measured latency_ms: 0.023733