import torch
import triton
import triton.language as tl
from torch._inductor.runtime.triton_heuristics import grid
from torch._C import _cuda_getCurrentRawStream as get_raw_stream
from torch._inductor.runtime import triton_helpers
from torch._inductor.runtime.triton_helpers import math as tl_math
import torch.nn as nn
assert_size_stride = torch._C._dynamo.guards.assert_size_stride
empty_strided_cuda = torch._C._dynamo.guards._empty_strided_cuda


@triton.jit
def triton_poi_fused__log_softmax_0(in_ptr0, out_ptr0, xnumel, XBLOCK: tl.
    constexpr):
    xnumel = 64
    xoffset = tl.program_id(0) * XBLOCK
    xindex = xoffset + tl.arange(0, XBLOCK)[:]
    xmask = xindex < xnumel
    x2 = xindex
    x1 = xindex // 4
    tmp0 = tl.load(in_ptr0 + x2, xmask)
    tmp1 = tl.load(in_ptr0 + 4 * x1, xmask, eviction_policy='evict_last')
    tmp2 = tl.load(in_ptr0 + (1 + 4 * x1), xmask, eviction_policy='evict_last')
    tmp4 = tl.load(in_ptr0 + (2 + 4 * x1), xmask, eviction_policy='evict_last')
    tmp6 = tl.load(in_ptr0 + (3 + 4 * x1), xmask, eviction_policy='evict_last')
    tmp3 = triton_helpers.maximum(tmp1, tmp2)
    tmp5 = triton_helpers.maximum(tmp3, tmp4)
    tmp7 = triton_helpers.maximum(tmp5, tmp6)
    tmp8 = tmp0 - tmp7
    tl.store(out_ptr0 + x2, tmp8, xmask)


@triton.jit
def triton_poi_fused_exp_mean_neg_1(in_out_ptr0, in_ptr0, in_ptr1, xnumel,
    XBLOCK: tl.constexpr):
    xnumel = 4
    xoffset = tl.program_id(0) * XBLOCK
    xindex = xoffset + tl.arange(0, XBLOCK)[:]
    xmask = xindex < xnumel
    x0 = xindex
    tmp0 = tl.load(in_ptr0 + 4 * x0, xmask, eviction_policy='evict_last')
    tmp7 = tl.load(in_ptr1 + 16 * x0, xmask, eviction_policy='evict_last')
    tmp9 = tl.load(in_ptr1 + (1 + 16 * x0), xmask, eviction_policy='evict_last'
        )
    tmp12 = tl.load(in_ptr1 + (2 + 16 * x0), xmask, eviction_policy=
        'evict_last')
    tmp15 = tl.load(in_ptr1 + (3 + 16 * x0), xmask, eviction_policy=
        'evict_last')
    tmp21 = tl.load(in_ptr0 + (1 + 4 * x0), xmask, eviction_policy='evict_last'
        )
    tmp27 = tl.load(in_ptr1 + (4 + 16 * x0), xmask, eviction_policy=
        'evict_last')
    tmp29 = tl.load(in_ptr1 + (5 + 16 * x0), xmask, eviction_policy=
        'evict_last')
    tmp32 = tl.load(in_ptr1 + (6 + 16 * x0), xmask, eviction_policy=
        'evict_last')
    tmp35 = tl.load(in_ptr1 + (7 + 16 * x0), xmask, eviction_policy=
        'evict_last')
    tmp42 = tl.load(in_ptr0 + (2 + 4 * x0), xmask, eviction_policy='evict_last'
        )
    tmp48 = tl.load(in_ptr1 + (8 + 16 * x0), xmask, eviction_policy=
        'evict_last')
    tmp50 = tl.load(in_ptr1 + (9 + 16 * x0), xmask, eviction_policy=
        'evict_last')
    tmp53 = tl.load(in_ptr1 + (10 + 16 * x0), xmask, eviction_policy=
        'evict_last')
    tmp56 = tl.load(in_ptr1 + (11 + 16 * x0), xmask, eviction_policy=
        'evict_last')
    tmp63 = tl.load(in_ptr0 + (3 + 4 * x0), xmask, eviction_policy='evict_last'
        )
    tmp69 = tl.load(in_ptr1 + (12 + 16 * x0), xmask, eviction_policy=
        'evict_last')
    tmp71 = tl.load(in_ptr1 + (13 + 16 * x0), xmask, eviction_policy=
        'evict_last')
    tmp74 = tl.load(in_ptr1 + (14 + 16 * x0), xmask, eviction_policy=
        'evict_last')
    tmp77 = tl.load(in_ptr1 + (15 + 16 * x0), 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 + 16 * x0), xmask, eviction_policy=
        'evict_last')
    tmp8 = tl_math.exp(tmp7)
    tmp10 = tl_math.exp(tmp9)
    tmp11 = tmp8 + tmp10
    tmp13 = tl_math.exp(tmp12)
    tmp14 = tmp11 + tmp13
    tmp16 = tl_math.exp(tmp15)
    tmp17 = tmp14 + tmp16
    tmp18 = tl_math.log(tmp17)
    tmp19 = tmp6 - tmp18
    tmp20 = -tmp19
    tmp22 = tmp21 + tmp1
    tmp23 = tmp21 < 0
    tmp24 = tl.where(tmp23, tmp22, tmp21)
    tl.device_assert((0 <= tmp24) & (tmp24 < 4) | ~xmask,
        'index out of bounds: 0 <= tmp24 < 4')
    tmp26 = tl.load(in_ptr1 + (4 + tmp24 + 16 * x0), xmask, eviction_policy
        ='evict_last')
    tmp28 = tl_math.exp(tmp27)
    tmp30 = tl_math.exp(tmp29)
    tmp31 = tmp28 + tmp30
    tmp33 = tl_math.exp(tmp32)
    tmp34 = tmp31 + tmp33
    tmp36 = tl_math.exp(tmp35)
    tmp37 = tmp34 + tmp36
    tmp38 = tl_math.log(tmp37)
    tmp39 = tmp26 - tmp38
    tmp40 = -tmp39
    tmp41 = tmp20 + tmp40
    tmp43 = tmp42 + tmp1
    tmp44 = tmp42 < 0
    tmp45 = tl.where(tmp44, tmp43, tmp42)
    tl.device_assert((0 <= tmp45) & (tmp45 < 4) | ~xmask,
        'index out of bounds: 0 <= tmp45 < 4')
    tmp47 = tl.load(in_ptr1 + (8 + tmp45 + 16 * x0), xmask, eviction_policy
        ='evict_last')
    tmp49 = tl_math.exp(tmp48)
    tmp51 = tl_math.exp(tmp50)
    tmp52 = tmp49 + tmp51
    tmp54 = tl_math.exp(tmp53)
    tmp55 = tmp52 + tmp54
    tmp57 = tl_math.exp(tmp56)
    tmp58 = tmp55 + tmp57
    tmp59 = tl_math.log(tmp58)
    tmp60 = tmp47 - tmp59
    tmp61 = -tmp60
    tmp62 = tmp41 + tmp61
    tmp64 = tmp63 + tmp1
    tmp65 = tmp63 < 0
    tmp66 = tl.where(tmp65, tmp64, tmp63)
    tl.device_assert((0 <= tmp66) & (tmp66 < 4) | ~xmask,
        'index out of bounds: 0 <= tmp66 < 4')
    tmp68 = tl.load(in_ptr1 + (12 + tmp66 + 16 * x0), xmask,
        eviction_policy='evict_last')
    tmp70 = tl_math.exp(tmp69)
    tmp72 = tl_math.exp(tmp71)
    tmp73 = tmp70 + tmp72
    tmp75 = tl_math.exp(tmp74)
    tmp76 = tmp73 + tmp75
    tmp78 = tl_math.exp(tmp77)
    tmp79 = tmp76 + tmp78
    tmp80 = tl_math.log(tmp79)
    tmp81 = tmp68 - tmp80
    tmp82 = -tmp81
    tmp83 = tmp62 + tmp82
    tmp84 = 4.0
    tmp85 = tmp83 / tmp84
    tmp86 = tl_math.exp(tmp85)
    tl.store(in_out_ptr0 + x0, tmp86, xmask)


def call(args):
    arg0_1, arg1_1 = args
    args.clear()
    assert_size_stride(arg0_1, (4, 4, 4), (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((16, 4), (4, 1), torch.float32)
        get_raw_stream(0)
        triton_poi_fused__log_softmax_0[grid(64)](arg0_1, buf0, 64, XBLOCK=
            64, num_warps=1, num_stages=1)
        del arg0_1
        buf1 = empty_strided_cuda((4,), (1,), torch.float32)
        buf2 = buf1
        del buf1
        triton_poi_fused_exp_mean_neg_1[grid(4)](buf2, arg1_1, buf0, 4,
            XBLOCK=4, num_warps=1, num_stages=1)
        del arg1_1
        del buf0
    return buf2,


class PerplexityNew(nn.Module):

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

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


Measured latency_ms: 0.026936