source
stringclasses
13 values
gpu
stringclasses
4 values
model
stringclasses
13 values
kernel_family
stringclasses
7 values
kernel_name
stringclasses
328 values
dtype
stringclasses
2 values
held_out
bool
2 classes
M
float64
1
16.4k
N
float64
8
248k
K
float64
2.05k
29.6k
bs
float64
1
1
seq
float64
1
16.4k
n_heads
float64
8
64
head_dim
float64
64
256
kv_heads
float64
1
64
numel
float64
64
531M
op_type
stringclasses
177 values
gpu_time_duration_ms
float64
0
703
launch_block_size
float64
16
512
launch_grid_size
float64
1
1.04M
dram_bytes_sum
float64
1.27
94.3B
launch_registers_per_thread
float64
16
255
Llama-3.1-8B-Instruct_prefill
A100
Llama-8B
copy
void at::<unnamed>::CatArrayBatchedCopy<at::<unnamed>::OpaqueType<2>, unsigned int, 4, 64, 64>(T1 *, at::<unnamed>::CatArrInputTensorMetadata<T1, T2, T4, T5>, at::<unnamed>::TensorSizeStride<T2, 4>, int, T2)
bf16
false
null
null
null
1
128
null
null
null
1,048,576
other
0.00851
512
432
269,180
23
Llama-3.1-8B-Instruct_prefill
A100
Llama-8B
copy
void at::<unnamed>::CatArrayBatchedCopy<at::<unnamed>::OpaqueType<2>, unsigned int, 4, 64, 64>(T1 *, at::<unnamed>::CatArrInputTensorMetadata<T1, T2, T4, T5>, at::<unnamed>::TensorSizeStride<T2, 4>, int, T2)
bf16
false
null
null
null
1
128
null
null
null
1,048,576
other
0.00858
512
432
269,180
23
Llama-3.1-8B-Instruct_prefill
A100
Llama-8B
elementwise
void at::vectorized_elementwise_kernel<4, at::CUDAFunctor_add<c10::BFloat16>, std::array<char *, 3>>(int, T2, T3)
bf16
false
null
null
null
1
128
null
null
null
262,144
residual
0.00547
128
512
2,100,000
32
Llama-3.1-8B-Instruct_prefill
A100
Llama-8B
cast
void at::unrolled_elementwise_kernel<at::direct_copy_kernel_cuda(at::TensorIteratorBase &)::[lambda() (instance 3)]::operator ()() const::[lambda() (instance 7)]::operator ()() const::[lambda(float) (instance 1)], std::array<char *, 2>, 4, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned in...
bf16
false
null
null
null
1
128
null
null
null
524,288
cast
0.0089
128
1,024
1,080,000
32
Llama-3.1-8B-Instruct_prefill
A100
Llama-8B
elementwise
void at::vectorized_elementwise_kernel<4, void at::<unnamed>::pow_tensor_scalar_kernel_impl<float, float>(at::TensorIteratorBase &, T2)::[lambda(float) (instance 1)], std::array<char *, 2>>(int, T2, T3)
bf16
false
null
null
null
1
128
null
null
null
262,144
rmsnorm
0.00566
128
512
2,100,000
28
Llama-3.1-8B-Instruct_prefill
A100
Llama-8B
reduce
void at::reduce_kernel<512, 1, at::ReduceOp<float, at::MeanOps<float, float, float, float>, unsigned int, float, 4, 4>>(T3)
bf16
false
null
null
null
1
128
null
null
null
16,384
rmsnorm
0.02624
512
8
2,150,000
32
Llama-3.1-8B-Instruct_prefill
A100
Llama-8B
elementwise
void at::vectorized_elementwise_kernel<4, at::CUDAFunctorOnSelf_add<float>, std::array<char *, 2>>(int, T2, T3)
bf16
false
null
null
null
1
128
null
null
null
512
residual
0.00298
128
1
5,250
30
Llama-3.1-8B-Instruct_prefill
A100
Llama-8B
elementwise
void at::vectorized_elementwise_kernel<4, at::rsqrt_kernel_cuda(at::TensorIteratorBase &)::[lambda() (instance 2)]::operator ()() const::[lambda() (instance 2)]::operator ()() const::[lambda(float) (instance 1)], std::array<char *, 2>>(int, T2, T3)
bf16
false
null
null
null
1
128
null
null
null
512
rmsnorm
0.00323
128
1
6,780
22
Llama-3.1-8B-Instruct_prefill
A100
Llama-8B
elementwise
void at::elementwise_kernel<128, 2, void at::gpu_kernel_impl_nocast<at::BinaryFunctor<float, float, float, binary_internal::MulFunctor<float>>>(at::TensorIteratorBase &, const T1 &)::[lambda(int) (instance 1)]>(int, T3)
bf16
false
null
null
null
1
128
null
null
null
1,048,576
mul
0.00781
128
2,048
2,110,000
16
Llama-3.1-8B-Instruct_prefill
A100
Llama-8B
cast
void at::vectorized_elementwise_kernel<4, at::bfloat16_copy_kernel_cuda(at::TensorIteratorBase &)::[lambda(float) (instance 1)], std::array<char *, 2>>(int, T2, T3)
bf16
false
null
null
null
1
128
null
null
null
262,144
cast
0.00534
128
512
2,100,000
28
Llama-3.1-8B-Instruct_prefill
A100
Llama-8B
elementwise
void at::elementwise_kernel<128, 4, void at::gpu_kernel_impl_nocast<at::BinaryFunctor<c10::BFloat16, c10::BFloat16, c10::BFloat16, binary_internal::MulFunctor<float>>>(at::TensorIteratorBase &, const T1 &)::[lambda(int) (instance 1)]>(int, T3)
bf16
false
null
null
null
1
128
null
null
null
524,288
mul
0.0079
128
1,024
1,080,000
16
Llama-3.1-8B-Instruct_prefill
A100
Llama-8B
elementwise
void at::vectorized_elementwise_kernel<4, at::<unnamed>::silu_kernel(at::TensorIteratorBase &)::[lambda() (instance 1)]::operator ()() const::[lambda() (instance 6)]::operator ()() const::[lambda(c10::BFloat16) (instance 1)], std::array<char *, 2>>(int, T2, T3)
bf16
false
null
null
null
1
128
null
null
null
1,048,576
silu
0.00979
128
1,792
3,680,000
28
Llama-3.1-8B-Instruct_prefill
A100
Llama-8B
elementwise
void at::vectorized_elementwise_kernel<4, at::BinaryFunctor<c10::BFloat16, c10::BFloat16, c10::BFloat16, binary_internal::MulFunctor<float>>, std::array<char *, 3>>(int, T2, T3)
bf16
false
null
null
null
1
128
null
null
null
1,048,576
mul
0.00925
128
1,792
7,350,000
32
Llama-3.1-8B-Instruct_prefill
A100
Llama-8B
elementwise
void at::vectorized_elementwise_kernel<4, at::CUDAFunctor_add<c10::BFloat16>, std::array<char *, 3>>(int, T2, T3)
bf16
false
null
null
null
1
128
null
null
null
262,144
residual
0.00534
128
512
2,100,000
32
Llama-3.1-8B-Instruct_prefill
A100
Llama-8B
cast
void at::unrolled_elementwise_kernel<at::direct_copy_kernel_cuda(at::TensorIteratorBase &)::[lambda() (instance 3)]::operator ()() const::[lambda() (instance 7)]::operator ()() const::[lambda(float) (instance 1)], std::array<char *, 2>, 4, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned in...
bf16
false
null
null
null
1
128
null
null
null
524,288
cast
0.0088
128
1,024
1,080,000
32
Llama-3.1-8B-Instruct_prefill
A100
Llama-8B
elementwise
void at::vectorized_elementwise_kernel<4, void at::<unnamed>::pow_tensor_scalar_kernel_impl<float, float>(at::TensorIteratorBase &, T2)::[lambda(float) (instance 1)], std::array<char *, 2>>(int, T2, T3)
bf16
false
null
null
null
1
128
null
null
null
262,144
rmsnorm
0.00573
128
512
2,100,000
28
Llama-3.1-8B-Instruct_prefill
A100
Llama-8B
reduce
void at::reduce_kernel<512, 1, at::ReduceOp<float, at::MeanOps<float, float, float, float>, unsigned int, float, 4, 4>>(T3)
bf16
false
null
null
null
1
128
null
null
null
16,384
rmsnorm
0.02666
512
8
2,150,000
32
Llama-3.1-8B-Instruct_prefill
A100
Llama-8B
elementwise
void at::vectorized_elementwise_kernel<4, at::CUDAFunctorOnSelf_add<float>, std::array<char *, 2>>(int, T2, T3)
bf16
false
null
null
null
1
128
null
null
null
512
residual
0.00301
128
1
5,250
30
Llama-3.1-8B-Instruct_prefill
A100
Llama-8B
elementwise
void at::vectorized_elementwise_kernel<4, at::rsqrt_kernel_cuda(at::TensorIteratorBase &)::[lambda() (instance 2)]::operator ()() const::[lambda() (instance 2)]::operator ()() const::[lambda(float) (instance 1)], std::array<char *, 2>>(int, T2, T3)
bf16
false
null
null
null
1
128
null
null
null
512
rmsnorm
0.00323
128
1
6,780
22
Llama-3.1-8B-Instruct_prefill
A100
Llama-8B
elementwise
void at::elementwise_kernel<128, 2, void at::gpu_kernel_impl_nocast<at::BinaryFunctor<float, float, float, binary_internal::MulFunctor<float>>>(at::TensorIteratorBase &, const T1 &)::[lambda(int) (instance 1)]>(int, T3)
bf16
false
null
null
null
1
128
null
null
null
1,048,576
mul
0.00781
128
2,048
2,110,000
16
Llama-3.1-8B-Instruct_prefill
A100
Llama-8B
cast
void at::vectorized_elementwise_kernel<4, at::bfloat16_copy_kernel_cuda(at::TensorIteratorBase &)::[lambda(float) (instance 1)], std::array<char *, 2>>(int, T2, T3)
bf16
false
null
null
null
1
128
null
null
null
262,144
cast
0.00538
128
512
2,100,000
28
Llama-3.1-8B-Instruct_prefill
A100
Llama-8B
elementwise
void at::elementwise_kernel<128, 4, void at::gpu_kernel_impl_nocast<at::BinaryFunctor<c10::BFloat16, c10::BFloat16, c10::BFloat16, binary_internal::MulFunctor<float>>>(at::TensorIteratorBase &, const T1 &)::[lambda(int) (instance 1)]>(int, T3)
bf16
false
null
null
null
1
128
null
null
null
524,288
mul
0.00797
128
1,024
1,080,000
16
Llama-3.1-8B-Instruct_prefill
A100
Llama-8B
elementwise
void at::elementwise_kernel<128, 4, void at::gpu_kernel_impl_nocast<at::BinaryFunctor<c10::BFloat16, c10::BFloat16, c10::BFloat16, binary_internal::MulFunctor<float>>>(at::TensorIteratorBase &, const T1 &)::[lambda(int) (instance 1)]>(int, T3)
bf16
false
null
null
null
1
128
null
null
null
524,288
mul
0.00813
128
1,024
1,100,000
16
Llama-3.1-8B-Instruct_prefill
A100
Llama-8B
elementwise
void at::elementwise_kernel<128, 4, void at::gpu_kernel_impl_nocast<at::neg_kernel_cuda(at::TensorIteratorBase &)::[lambda() (instance 2)]::operator ()() const::[lambda() (instance 9)]::operator ()() const::[lambda(c10::BFloat16) (instance 1)]>(at::TensorIteratorBase &, const T1 &)::[lambda(int) (instance 1)]>(int, T3)
bf16
false
null
null
null
1
128
null
null
null
262,144
neg
0.00739
128
512
542,080
16
Llama-3.1-8B-Instruct_prefill
A100
Llama-8B
copy
void at::<unnamed>::CatArrayBatchedCopy<at::<unnamed>::OpaqueType<2>, unsigned int, 4, 64, 64>(T1 *, at::<unnamed>::CatArrInputTensorMetadata<T1, T2, T4, T5>, at::<unnamed>::TensorSizeStride<T2, 4>, int, T2)
bf16
false
null
null
null
1
128
null
null
null
1,048,576
other
0.01283
512
432
1,060,000
23
Llama-3.1-8B-Instruct_prefill
A100
Llama-8B
elementwise
void at::elementwise_kernel<128, 4, void at::gpu_kernel_impl_nocast<at::BinaryFunctor<c10::BFloat16, c10::BFloat16, c10::BFloat16, binary_internal::MulFunctor<float>>>(at::TensorIteratorBase &, const T1 &)::[lambda(int) (instance 1)]>(int, T3)
bf16
false
null
null
null
1
128
null
null
null
524,288
mul
0.01008
128
1,024
1,100,000
16
Llama-3.1-8B-Instruct_prefill
A100
Llama-8B
elementwise
void at::elementwise_kernel<128, 4, void at::gpu_kernel_impl_nocast<at::CUDAFunctor_add<c10::BFloat16>>(at::TensorIteratorBase &, const T1 &)::[lambda(int) (instance 1)]>(int, T3)
bf16
false
null
null
null
1
128
null
null
null
524,288
residual
0.00912
128
1,024
2,120,000
16
Llama-3.1-8B-Instruct_prefill
A100
Llama-8B
elementwise
void at::elementwise_kernel<128, 4, void at::gpu_kernel_impl_nocast<at::BinaryFunctor<c10::BFloat16, c10::BFloat16, c10::BFloat16, binary_internal::MulFunctor<float>>>(at::TensorIteratorBase &, const T1 &)::[lambda(int) (instance 1)]>(int, T3)
bf16
false
null
null
null
1
128
null
null
null
131,072
mul
0.0073
128
256
314,620
16
Llama-3.1-8B-Instruct_prefill
A100
Llama-8B
elementwise
void at::elementwise_kernel<128, 4, void at::gpu_kernel_impl_nocast<at::neg_kernel_cuda(at::TensorIteratorBase &)::[lambda() (instance 2)]::operator ()() const::[lambda() (instance 9)]::operator ()() const::[lambda(c10::BFloat16) (instance 1)]>(at::TensorIteratorBase &, const T1 &)::[lambda(int) (instance 1)]>(int, T3)
bf16
false
null
null
null
1
128
null
null
null
65,536
neg
0.00704
128
128
148,860
16
Llama-3.1-8B-Instruct_prefill
A100
Llama-8B
copy
void at::<unnamed>::CatArrayBatchedCopy<at::<unnamed>::OpaqueType<2>, unsigned int, 4, 64, 64>(T1 *, at::<unnamed>::CatArrInputTensorMetadata<T1, T2, T4, T5>, at::<unnamed>::TensorSizeStride<T2, 4>, int, T2)
bf16
false
null
null
null
1
128
null
null
null
1,048,576
other
0.00976
512
432
269,060
23
Llama-3.1-8B-Instruct_prefill
A100
Llama-8B
elementwise
void at::elementwise_kernel<128, 4, void at::gpu_kernel_impl_nocast<at::BinaryFunctor<c10::BFloat16, c10::BFloat16, c10::BFloat16, binary_internal::MulFunctor<float>>>(at::TensorIteratorBase &, const T1 &)::[lambda(int) (instance 1)]>(int, T3)
bf16
false
null
null
null
1
128
null
null
null
131,072
mul
0.00714
128
256
314,620
16
Llama-3.1-8B-Instruct_prefill
A100
Llama-8B
elementwise
void at::elementwise_kernel<128, 4, void at::gpu_kernel_impl_nocast<at::CUDAFunctor_add<c10::BFloat16>>(at::TensorIteratorBase &, const T1 &)::[lambda(int) (instance 1)]>(int, T3)
bf16
false
null
null
null
1
128
null
null
null
131,072
residual
0.00746
128
256
544,000
16
Llama-3.1-8B-Instruct_prefill
A100
Llama-8B
copy
void at::<unnamed>::CatArrayBatchedCopy<at::<unnamed>::OpaqueType<2>, unsigned int, 4, 64, 64>(T1 *, at::<unnamed>::CatArrInputTensorMetadata<T1, T2, T4, T5>, at::<unnamed>::TensorSizeStride<T2, 4>, int, T2)
bf16
false
null
null
null
1
128
null
null
null
1,048,576
other
0.00858
512
432
269,060
23
Llama-3.1-8B-Instruct_prefill
A100
Llama-8B
copy
void at::<unnamed>::CatArrayBatchedCopy<at::<unnamed>::OpaqueType<2>, unsigned int, 4, 64, 64>(T1 *, at::<unnamed>::CatArrInputTensorMetadata<T1, T2, T4, T5>, at::<unnamed>::TensorSizeStride<T2, 4>, int, T2)
bf16
false
null
null
null
1
128
null
null
null
1,048,576
other
0.00874
512
432
269,180
23
Llama-3.1-8B-Instruct_prefill
A100
Llama-8B
elementwise
void at::vectorized_elementwise_kernel<4, at::CUDAFunctor_add<c10::BFloat16>, std::array<char *, 3>>(int, T2, T3)
bf16
false
null
null
null
1
128
null
null
null
262,144
residual
0.00544
128
512
2,100,000
32
Llama-3.1-8B-Instruct_prefill
A100
Llama-8B
cast
void at::unrolled_elementwise_kernel<at::direct_copy_kernel_cuda(at::TensorIteratorBase &)::[lambda() (instance 3)]::operator ()() const::[lambda() (instance 7)]::operator ()() const::[lambda(float) (instance 1)], std::array<char *, 2>, 4, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned in...
bf16
false
null
null
null
1
128
null
null
null
524,288
cast
0.00861
128
1,024
1,080,000
32
Llama-3.1-8B-Instruct_prefill
A100
Llama-8B
elementwise
void at::vectorized_elementwise_kernel<4, void at::<unnamed>::pow_tensor_scalar_kernel_impl<float, float>(at::TensorIteratorBase &, T2)::[lambda(float) (instance 1)], std::array<char *, 2>>(int, T2, T3)
bf16
false
null
null
null
1
128
null
null
null
262,144
rmsnorm
0.0057
128
512
2,100,000
28
Llama-3.1-8B-Instruct_prefill
A100
Llama-8B
reduce
void at::reduce_kernel<512, 1, at::ReduceOp<float, at::MeanOps<float, float, float, float>, unsigned int, float, 4, 4>>(T3)
bf16
false
null
null
null
1
128
null
null
null
16,384
rmsnorm
0.02653
512
8
2,150,000
32
Llama-3.1-8B-Instruct_prefill
A100
Llama-8B
elementwise
void at::vectorized_elementwise_kernel<4, at::CUDAFunctorOnSelf_add<float>, std::array<char *, 2>>(int, T2, T3)
bf16
false
null
null
null
1
128
null
null
null
512
residual
0.00304
128
1
5,250
30
Llama-3.1-8B-Instruct_prefill
A100
Llama-8B
elementwise
void at::vectorized_elementwise_kernel<4, at::rsqrt_kernel_cuda(at::TensorIteratorBase &)::[lambda() (instance 2)]::operator ()() const::[lambda() (instance 2)]::operator ()() const::[lambda(float) (instance 1)], std::array<char *, 2>>(int, T2, T3)
bf16
false
null
null
null
1
128
null
null
null
512
rmsnorm
0.00339
128
1
6,780
22
Llama-3.1-8B-Instruct_prefill
A100
Llama-8B
elementwise
void at::elementwise_kernel<128, 2, void at::gpu_kernel_impl_nocast<at::BinaryFunctor<float, float, float, binary_internal::MulFunctor<float>>>(at::TensorIteratorBase &, const T1 &)::[lambda(int) (instance 1)]>(int, T3)
bf16
false
null
null
null
1
128
null
null
null
1,048,576
mul
0.00784
128
2,048
2,110,000
16
Llama-3.1-8B-Instruct_prefill
A100
Llama-8B
cast
void at::vectorized_elementwise_kernel<4, at::bfloat16_copy_kernel_cuda(at::TensorIteratorBase &)::[lambda(float) (instance 1)], std::array<char *, 2>>(int, T2, T3)
bf16
false
null
null
null
1
128
null
null
null
262,144
cast
0.00525
128
512
2,100,000
28
Llama-3.1-8B-Instruct_prefill
A100
Llama-8B
elementwise
void at::elementwise_kernel<128, 4, void at::gpu_kernel_impl_nocast<at::BinaryFunctor<c10::BFloat16, c10::BFloat16, c10::BFloat16, binary_internal::MulFunctor<float>>>(at::TensorIteratorBase &, const T1 &)::[lambda(int) (instance 1)]>(int, T3)
bf16
false
null
null
null
1
128
null
null
null
524,288
mul
0.00794
128
1,024
1,080,000
16
Llama-3.1-8B-Instruct_prefill
A100
Llama-8B
elementwise
void at::vectorized_elementwise_kernel<4, at::<unnamed>::silu_kernel(at::TensorIteratorBase &)::[lambda() (instance 1)]::operator ()() const::[lambda() (instance 6)]::operator ()() const::[lambda(c10::BFloat16) (instance 1)], std::array<char *, 2>>(int, T2, T3)
bf16
false
null
null
null
1
128
null
null
null
1,048,576
silu
0.00976
128
1,792
3,680,000
28
Llama-3.1-8B-Instruct_prefill
A100
Llama-8B
elementwise
void at::vectorized_elementwise_kernel<4, at::BinaryFunctor<c10::BFloat16, c10::BFloat16, c10::BFloat16, binary_internal::MulFunctor<float>>, std::array<char *, 3>>(int, T2, T3)
bf16
false
null
null
null
1
128
null
null
null
1,048,576
mul
0.00912
128
1,792
7,350,000
32
Llama-3.1-8B-Instruct_prefill
A100
Llama-8B
elementwise
void at::vectorized_elementwise_kernel<4, at::CUDAFunctor_add<c10::BFloat16>, std::array<char *, 3>>(int, T2, T3)
bf16
false
null
null
null
1
128
null
null
null
262,144
residual
0.00534
128
512
2,100,000
32
Llama-3.1-8B-Instruct_prefill
A100
Llama-8B
cast
void at::unrolled_elementwise_kernel<at::direct_copy_kernel_cuda(at::TensorIteratorBase &)::[lambda() (instance 3)]::operator ()() const::[lambda() (instance 7)]::operator ()() const::[lambda(float) (instance 1)], std::array<char *, 2>, 4, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned in...
bf16
false
null
null
null
1
128
null
null
null
524,288
cast
0.00893
128
1,024
1,080,000
32
Llama-3.1-8B-Instruct_prefill
A100
Llama-8B
elementwise
void at::vectorized_elementwise_kernel<4, void at::<unnamed>::pow_tensor_scalar_kernel_impl<float, float>(at::TensorIteratorBase &, T2)::[lambda(float) (instance 1)], std::array<char *, 2>>(int, T2, T3)
bf16
false
null
null
null
1
128
null
null
null
262,144
rmsnorm
0.00576
128
512
2,100,000
28
Llama-3.1-8B-Instruct_prefill
A100
Llama-8B
reduce
void at::reduce_kernel<512, 1, at::ReduceOp<float, at::MeanOps<float, float, float, float>, unsigned int, float, 4, 4>>(T3)
bf16
false
null
null
null
1
128
null
null
null
16,384
rmsnorm
0.02672
512
8
2,150,000
32
Llama-3.1-8B-Instruct_prefill
A100
Llama-8B
elementwise
void at::vectorized_elementwise_kernel<4, at::CUDAFunctorOnSelf_add<float>, std::array<char *, 2>>(int, T2, T3)
bf16
false
null
null
null
1
128
null
null
null
512
residual
0.00304
128
1
5,250
30
Llama-3.1-8B-Instruct_prefill
A100
Llama-8B
elementwise
void at::vectorized_elementwise_kernel<4, at::rsqrt_kernel_cuda(at::TensorIteratorBase &)::[lambda() (instance 2)]::operator ()() const::[lambda() (instance 2)]::operator ()() const::[lambda(float) (instance 1)], std::array<char *, 2>>(int, T2, T3)
bf16
false
null
null
null
1
128
null
null
null
512
rmsnorm
0.00326
128
1
6,780
22
Llama-3.1-8B-Instruct_prefill
A100
Llama-8B
elementwise
void at::elementwise_kernel<128, 2, void at::gpu_kernel_impl_nocast<at::BinaryFunctor<float, float, float, binary_internal::MulFunctor<float>>>(at::TensorIteratorBase &, const T1 &)::[lambda(int) (instance 1)]>(int, T3)
bf16
false
null
null
null
1
128
null
null
null
1,048,576
mul
0.00771
128
2,048
2,110,000
16
Llama-3.1-8B-Instruct_prefill
A100
Llama-8B
cast
void at::vectorized_elementwise_kernel<4, at::bfloat16_copy_kernel_cuda(at::TensorIteratorBase &)::[lambda(float) (instance 1)], std::array<char *, 2>>(int, T2, T3)
bf16
false
null
null
null
1
128
null
null
null
262,144
cast
0.00528
128
512
2,100,000
28
Llama-3.1-8B-Instruct_prefill
A100
Llama-8B
elementwise
void at::elementwise_kernel<128, 4, void at::gpu_kernel_impl_nocast<at::BinaryFunctor<c10::BFloat16, c10::BFloat16, c10::BFloat16, binary_internal::MulFunctor<float>>>(at::TensorIteratorBase &, const T1 &)::[lambda(int) (instance 1)]>(int, T3)
bf16
false
null
null
null
1
128
null
null
null
524,288
mul
0.0079
128
1,024
1,080,000
16
Llama-3.1-8B-Instruct_prefill
A100
Llama-8B
elementwise
void at::elementwise_kernel<128, 4, void at::gpu_kernel_impl_nocast<at::BinaryFunctor<c10::BFloat16, c10::BFloat16, c10::BFloat16, binary_internal::MulFunctor<float>>>(at::TensorIteratorBase &, const T1 &)::[lambda(int) (instance 1)]>(int, T3)
bf16
false
null
null
null
1
128
null
null
null
524,288
mul
0.00816
128
1,024
1,100,000
16
Llama-3.1-8B-Instruct_prefill
A100
Llama-8B
elementwise
void at::elementwise_kernel<128, 4, void at::gpu_kernel_impl_nocast<at::neg_kernel_cuda(at::TensorIteratorBase &)::[lambda() (instance 2)]::operator ()() const::[lambda() (instance 9)]::operator ()() const::[lambda(c10::BFloat16) (instance 1)]>(at::TensorIteratorBase &, const T1 &)::[lambda(int) (instance 1)]>(int, T3)
bf16
false
null
null
null
1
128
null
null
null
262,144
neg
0.00733
128
512
542,080
16
Llama-3.1-8B-Instruct_prefill
A100
Llama-8B
copy
void at::<unnamed>::CatArrayBatchedCopy<at::<unnamed>::OpaqueType<2>, unsigned int, 4, 64, 64>(T1 *, at::<unnamed>::CatArrInputTensorMetadata<T1, T2, T4, T5>, at::<unnamed>::TensorSizeStride<T2, 4>, int, T2)
bf16
false
null
null
null
1
128
null
null
null
1,048,576
other
0.01286
512
432
1,060,000
23
Llama-3.1-8B-Instruct_prefill
A100
Llama-8B
elementwise
void at::elementwise_kernel<128, 4, void at::gpu_kernel_impl_nocast<at::BinaryFunctor<c10::BFloat16, c10::BFloat16, c10::BFloat16, binary_internal::MulFunctor<float>>>(at::TensorIteratorBase &, const T1 &)::[lambda(int) (instance 1)]>(int, T3)
bf16
false
null
null
null
1
128
null
null
null
524,288
mul
0.00797
128
1,024
1,100,000
16
Llama-3.1-8B-Instruct_prefill
A100
Llama-8B
elementwise
void at::elementwise_kernel<128, 4, void at::gpu_kernel_impl_nocast<at::CUDAFunctor_add<c10::BFloat16>>(at::TensorIteratorBase &, const T1 &)::[lambda(int) (instance 1)]>(int, T3)
bf16
false
null
null
null
1
128
null
null
null
524,288
residual
0.00842
128
1,024
2,120,000
16
Llama-3.1-8B-Instruct_prefill
A100
Llama-8B
elementwise
void at::elementwise_kernel<128, 4, void at::gpu_kernel_impl_nocast<at::BinaryFunctor<c10::BFloat16, c10::BFloat16, c10::BFloat16, binary_internal::MulFunctor<float>>>(at::TensorIteratorBase &, const T1 &)::[lambda(int) (instance 1)]>(int, T3)
bf16
false
null
null
null
1
128
null
null
null
131,072
mul
0.00726
128
256
314,750
16
Llama-3.1-8B-Instruct_prefill
A100
Llama-8B
elementwise
void at::elementwise_kernel<128, 4, void at::gpu_kernel_impl_nocast<at::neg_kernel_cuda(at::TensorIteratorBase &)::[lambda() (instance 2)]::operator ()() const::[lambda() (instance 9)]::operator ()() const::[lambda(c10::BFloat16) (instance 1)]>(at::TensorIteratorBase &, const T1 &)::[lambda(int) (instance 1)]>(int, T3)
bf16
false
null
null
null
1
128
null
null
null
65,536
neg
0.00701
128
128
148,860
16
Llama-3.1-8B-Instruct_prefill
A100
Llama-8B
copy
void at::<unnamed>::CatArrayBatchedCopy<at::<unnamed>::OpaqueType<2>, unsigned int, 4, 64, 64>(T1 *, at::<unnamed>::CatArrInputTensorMetadata<T1, T2, T4, T5>, at::<unnamed>::TensorSizeStride<T2, 4>, int, T2)
bf16
false
null
null
null
1
128
null
null
null
1,048,576
other
0.00979
512
432
269,310
23
Llama-3.1-8B-Instruct_prefill
A100
Llama-8B
elementwise
void at::elementwise_kernel<128, 4, void at::gpu_kernel_impl_nocast<at::BinaryFunctor<c10::BFloat16, c10::BFloat16, c10::BFloat16, binary_internal::MulFunctor<float>>>(at::TensorIteratorBase &, const T1 &)::[lambda(int) (instance 1)]>(int, T3)
bf16
false
null
null
null
1
128
null
null
null
131,072
mul
0.0072
128
256
314,750
16
Llama-3.1-8B-Instruct_prefill
A100
Llama-8B
elementwise
void at::elementwise_kernel<128, 4, void at::gpu_kernel_impl_nocast<at::CUDAFunctor_add<c10::BFloat16>>(at::TensorIteratorBase &, const T1 &)::[lambda(int) (instance 1)]>(int, T3)
bf16
false
null
null
null
1
128
null
null
null
131,072
residual
0.00752
128
256
544,000
16
Llama-3.1-8B-Instruct_prefill
A100
Llama-8B
copy
void at::<unnamed>::CatArrayBatchedCopy<at::<unnamed>::OpaqueType<2>, unsigned int, 4, 64, 64>(T1 *, at::<unnamed>::CatArrInputTensorMetadata<T1, T2, T4, T5>, at::<unnamed>::TensorSizeStride<T2, 4>, int, T2)
bf16
false
null
null
null
1
128
null
null
null
1,048,576
other
0.0087
512
432
269,180
23
Llama-3.1-8B-Instruct_prefill
A100
Llama-8B
copy
void at::<unnamed>::CatArrayBatchedCopy<at::<unnamed>::OpaqueType<2>, unsigned int, 4, 64, 64>(T1 *, at::<unnamed>::CatArrInputTensorMetadata<T1, T2, T4, T5>, at::<unnamed>::TensorSizeStride<T2, 4>, int, T2)
bf16
false
null
null
null
1
128
null
null
null
1,048,576
other
0.00861
512
432
269,180
23
Llama-3.1-8B-Instruct_prefill
A100
Llama-8B
elementwise
void at::vectorized_elementwise_kernel<4, at::CUDAFunctor_add<c10::BFloat16>, std::array<char *, 3>>(int, T2, T3)
bf16
false
null
null
null
1
128
null
null
null
262,144
residual
0.00541
128
512
2,100,000
32
Llama-3.1-8B-Instruct_prefill
A100
Llama-8B
cast
void at::unrolled_elementwise_kernel<at::direct_copy_kernel_cuda(at::TensorIteratorBase &)::[lambda() (instance 3)]::operator ()() const::[lambda() (instance 7)]::operator ()() const::[lambda(float) (instance 1)], std::array<char *, 2>, 4, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned in...
bf16
false
null
null
null
1
128
null
null
null
524,288
cast
0.00877
128
1,024
1,080,000
32
Llama-3.1-8B-Instruct_prefill
A100
Llama-8B
elementwise
void at::vectorized_elementwise_kernel<4, void at::<unnamed>::pow_tensor_scalar_kernel_impl<float, float>(at::TensorIteratorBase &, T2)::[lambda(float) (instance 1)], std::array<char *, 2>>(int, T2, T3)
bf16
false
null
null
null
1
128
null
null
null
262,144
rmsnorm
0.00563
128
512
2,100,000
28
Llama-3.1-8B-Instruct_prefill
A100
Llama-8B
reduce
void at::reduce_kernel<512, 1, at::ReduceOp<float, at::MeanOps<float, float, float, float>, unsigned int, float, 4, 4>>(T3)
bf16
false
null
null
null
1
128
null
null
null
16,384
rmsnorm
0.02659
512
8
2,150,000
32
Llama-3.1-8B-Instruct_prefill
A100
Llama-8B
elementwise
void at::vectorized_elementwise_kernel<4, at::CUDAFunctorOnSelf_add<float>, std::array<char *, 2>>(int, T2, T3)
bf16
false
null
null
null
1
128
null
null
null
512
residual
0.00301
128
1
5,250
30
Llama-3.1-8B-Instruct_prefill
A100
Llama-8B
elementwise
void at::vectorized_elementwise_kernel<4, at::rsqrt_kernel_cuda(at::TensorIteratorBase &)::[lambda() (instance 2)]::operator ()() const::[lambda() (instance 2)]::operator ()() const::[lambda(float) (instance 1)], std::array<char *, 2>>(int, T2, T3)
bf16
false
null
null
null
1
128
null
null
null
512
rmsnorm
0.00333
128
1
6,910
22
Llama-3.1-8B-Instruct_prefill
A100
Llama-8B
elementwise
void at::elementwise_kernel<128, 2, void at::gpu_kernel_impl_nocast<at::BinaryFunctor<float, float, float, binary_internal::MulFunctor<float>>>(at::TensorIteratorBase &, const T1 &)::[lambda(int) (instance 1)]>(int, T3)
bf16
false
null
null
null
1
128
null
null
null
1,048,576
mul
0.00778
128
2,048
2,110,000
16
Llama-3.1-8B-Instruct_prefill
A100
Llama-8B
cast
void at::vectorized_elementwise_kernel<4, at::bfloat16_copy_kernel_cuda(at::TensorIteratorBase &)::[lambda(float) (instance 1)], std::array<char *, 2>>(int, T2, T3)
bf16
false
null
null
null
1
128
null
null
null
262,144
cast
0.00528
128
512
2,100,000
28
Llama-3.1-8B-Instruct_prefill
A100
Llama-8B
elementwise
void at::elementwise_kernel<128, 4, void at::gpu_kernel_impl_nocast<at::BinaryFunctor<c10::BFloat16, c10::BFloat16, c10::BFloat16, binary_internal::MulFunctor<float>>>(at::TensorIteratorBase &, const T1 &)::[lambda(int) (instance 1)]>(int, T3)
bf16
false
null
null
null
1
128
null
null
null
524,288
mul
0.00797
128
1,024
1,080,000
16
Llama-3.1-8B-Instruct_prefill
A100
Llama-8B
elementwise
void at::vectorized_elementwise_kernel<4, at::<unnamed>::silu_kernel(at::TensorIteratorBase &)::[lambda() (instance 1)]::operator ()() const::[lambda() (instance 6)]::operator ()() const::[lambda(c10::BFloat16) (instance 1)], std::array<char *, 2>>(int, T2, T3)
bf16
false
null
null
null
1
128
null
null
null
1,048,576
silu
0.00982
128
1,792
3,680,000
28
Llama-3.1-8B-Instruct_prefill
A100
Llama-8B
elementwise
void at::vectorized_elementwise_kernel<4, at::BinaryFunctor<c10::BFloat16, c10::BFloat16, c10::BFloat16, binary_internal::MulFunctor<float>>, std::array<char *, 3>>(int, T2, T3)
bf16
false
null
null
null
1
128
null
null
null
1,048,576
mul
0.0096
128
1,792
7,350,000
32
Llama-3.1-8B-Instruct_prefill
A100
Llama-8B
elementwise
void at::vectorized_elementwise_kernel<4, at::CUDAFunctor_add<c10::BFloat16>, std::array<char *, 3>>(int, T2, T3)
bf16
false
null
null
null
1
128
null
null
null
262,144
residual
0.00547
128
512
2,100,000
32
Llama-3.1-8B-Instruct_prefill
A100
Llama-8B
cast
void at::unrolled_elementwise_kernel<at::direct_copy_kernel_cuda(at::TensorIteratorBase &)::[lambda() (instance 3)]::operator ()() const::[lambda() (instance 7)]::operator ()() const::[lambda(float) (instance 1)], std::array<char *, 2>, 4, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned in...
bf16
false
null
null
null
1
128
null
null
null
524,288
cast
0.00896
128
1,024
1,080,000
32
Llama-3.1-8B-Instruct_prefill
A100
Llama-8B
elementwise
void at::vectorized_elementwise_kernel<4, void at::<unnamed>::pow_tensor_scalar_kernel_impl<float, float>(at::TensorIteratorBase &, T2)::[lambda(float) (instance 1)], std::array<char *, 2>>(int, T2, T3)
bf16
false
null
null
null
1
128
null
null
null
262,144
rmsnorm
0.00566
128
512
2,100,000
28
Llama-3.1-8B-Instruct_prefill
A100
Llama-8B
reduce
void at::reduce_kernel<512, 1, at::ReduceOp<float, at::MeanOps<float, float, float, float>, unsigned int, float, 4, 4>>(T3)
bf16
false
null
null
null
1
128
null
null
null
16,384
rmsnorm
0.0263
512
8
2,150,000
32
Llama-3.1-8B-Instruct_prefill
A100
Llama-8B
elementwise
void at::vectorized_elementwise_kernel<4, at::CUDAFunctorOnSelf_add<float>, std::array<char *, 2>>(int, T2, T3)
bf16
false
null
null
null
1
128
null
null
null
512
residual
0.00301
128
1
5,250
30
Llama-3.1-8B-Instruct_prefill
A100
Llama-8B
elementwise
void at::vectorized_elementwise_kernel<4, at::rsqrt_kernel_cuda(at::TensorIteratorBase &)::[lambda() (instance 2)]::operator ()() const::[lambda() (instance 2)]::operator ()() const::[lambda(float) (instance 1)], std::array<char *, 2>>(int, T2, T3)
bf16
false
null
null
null
1
128
null
null
null
512
rmsnorm
0.00326
128
1
6,780
22
Llama-3.1-8B-Instruct_prefill
A100
Llama-8B
elementwise
void at::elementwise_kernel<128, 2, void at::gpu_kernel_impl_nocast<at::BinaryFunctor<float, float, float, binary_internal::MulFunctor<float>>>(at::TensorIteratorBase &, const T1 &)::[lambda(int) (instance 1)]>(int, T3)
bf16
false
null
null
null
1
128
null
null
null
1,048,576
mul
0.00774
128
2,048
2,110,000
16
Llama-3.1-8B-Instruct_prefill
A100
Llama-8B
cast
void at::vectorized_elementwise_kernel<4, at::bfloat16_copy_kernel_cuda(at::TensorIteratorBase &)::[lambda(float) (instance 1)], std::array<char *, 2>>(int, T2, T3)
bf16
false
null
null
null
1
128
null
null
null
262,144
cast
0.00531
128
512
2,100,000
28
Llama-3.1-8B-Instruct_prefill
A100
Llama-8B
elementwise
void at::elementwise_kernel<128, 4, void at::gpu_kernel_impl_nocast<at::BinaryFunctor<c10::BFloat16, c10::BFloat16, c10::BFloat16, binary_internal::MulFunctor<float>>>(at::TensorIteratorBase &, const T1 &)::[lambda(int) (instance 1)]>(int, T3)
bf16
false
null
null
null
1
128
null
null
null
524,288
mul
0.008
128
1,024
1,080,000
16
Llama-3.1-8B-Instruct_prefill
A100
Llama-8B
elementwise
void at::elementwise_kernel<128, 4, void at::gpu_kernel_impl_nocast<at::BinaryFunctor<c10::BFloat16, c10::BFloat16, c10::BFloat16, binary_internal::MulFunctor<float>>>(at::TensorIteratorBase &, const T1 &)::[lambda(int) (instance 1)]>(int, T3)
bf16
false
null
null
null
1
128
null
null
null
524,288
mul
0.00816
128
1,024
1,100,000
16
Llama-3.1-8B-Instruct_prefill
A100
Llama-8B
elementwise
void at::elementwise_kernel<128, 4, void at::gpu_kernel_impl_nocast<at::neg_kernel_cuda(at::TensorIteratorBase &)::[lambda() (instance 2)]::operator ()() const::[lambda() (instance 9)]::operator ()() const::[lambda(c10::BFloat16) (instance 1)]>(at::TensorIteratorBase &, const T1 &)::[lambda(int) (instance 1)]>(int, T3)
bf16
false
null
null
null
1
128
null
null
null
262,144
neg
0.00733
128
512
542,080
16
Llama-3.1-8B-Instruct_prefill
A100
Llama-8B
copy
void at::<unnamed>::CatArrayBatchedCopy<at::<unnamed>::OpaqueType<2>, unsigned int, 4, 64, 64>(T1 *, at::<unnamed>::CatArrInputTensorMetadata<T1, T2, T4, T5>, at::<unnamed>::TensorSizeStride<T2, 4>, int, T2)
bf16
false
null
null
null
1
128
null
null
null
1,048,576
other
0.01293
512
432
1,060,000
23
Llama-3.1-8B-Instruct_prefill
A100
Llama-8B
elementwise
void at::elementwise_kernel<128, 4, void at::gpu_kernel_impl_nocast<at::BinaryFunctor<c10::BFloat16, c10::BFloat16, c10::BFloat16, binary_internal::MulFunctor<float>>>(at::TensorIteratorBase &, const T1 &)::[lambda(int) (instance 1)]>(int, T3)
bf16
false
null
null
null
1
128
null
null
null
524,288
mul
0.00784
128
1,024
1,100,000
16
Llama-3.1-8B-Instruct_prefill
A100
Llama-8B
elementwise
void at::elementwise_kernel<128, 4, void at::gpu_kernel_impl_nocast<at::CUDAFunctor_add<c10::BFloat16>>(at::TensorIteratorBase &, const T1 &)::[lambda(int) (instance 1)]>(int, T3)
bf16
false
null
null
null
1
128
null
null
null
524,288
residual
0.00845
128
1,024
2,120,000
16
Llama-3.1-8B-Instruct_prefill
A100
Llama-8B
elementwise
void at::elementwise_kernel<128, 4, void at::gpu_kernel_impl_nocast<at::BinaryFunctor<c10::BFloat16, c10::BFloat16, c10::BFloat16, binary_internal::MulFunctor<float>>>(at::TensorIteratorBase &, const T1 &)::[lambda(int) (instance 1)]>(int, T3)
bf16
false
null
null
null
1
128
null
null
null
131,072
mul
0.0073
128
256
314,750
16
Llama-3.1-8B-Instruct_prefill
A100
Llama-8B
elementwise
void at::elementwise_kernel<128, 4, void at::gpu_kernel_impl_nocast<at::neg_kernel_cuda(at::TensorIteratorBase &)::[lambda() (instance 2)]::operator ()() const::[lambda() (instance 9)]::operator ()() const::[lambda(c10::BFloat16) (instance 1)]>(at::TensorIteratorBase &, const T1 &)::[lambda(int) (instance 1)]>(int, T3)
bf16
false
null
null
null
1
128
null
null
null
65,536
neg
0.00701
128
128
148,860
16
Llama-3.1-8B-Instruct_prefill
A100
Llama-8B
copy
void at::<unnamed>::CatArrayBatchedCopy<at::<unnamed>::OpaqueType<2>, unsigned int, 4, 64, 64>(T1 *, at::<unnamed>::CatArrInputTensorMetadata<T1, T2, T4, T5>, at::<unnamed>::TensorSizeStride<T2, 4>, int, T2)
bf16
false
null
null
null
1
128
null
null
null
1,048,576
other
0.00963
512
432
269,180
23
Llama-3.1-8B-Instruct_prefill
A100
Llama-8B
elementwise
void at::elementwise_kernel<128, 4, void at::gpu_kernel_impl_nocast<at::BinaryFunctor<c10::BFloat16, c10::BFloat16, c10::BFloat16, binary_internal::MulFunctor<float>>>(at::TensorIteratorBase &, const T1 &)::[lambda(int) (instance 1)]>(int, T3)
bf16
false
null
null
null
1
128
null
null
null
131,072
mul
0.00707
128
256
314,620
16
Llama-3.1-8B-Instruct_prefill
A100
Llama-8B
elementwise
void at::elementwise_kernel<128, 4, void at::gpu_kernel_impl_nocast<at::CUDAFunctor_add<c10::BFloat16>>(at::TensorIteratorBase &, const T1 &)::[lambda(int) (instance 1)]>(int, T3)
bf16
false
null
null
null
1
128
null
null
null
131,072
residual
0.00758
128
256
544,130
16
Llama-3.1-8B-Instruct_prefill
A100
Llama-8B
copy
void at::<unnamed>::CatArrayBatchedCopy<at::<unnamed>::OpaqueType<2>, unsigned int, 4, 64, 64>(T1 *, at::<unnamed>::CatArrInputTensorMetadata<T1, T2, T4, T5>, at::<unnamed>::TensorSizeStride<T2, 4>, int, T2)
bf16
false
null
null
null
1
128
null
null
null
1,048,576
other
0.00858
512
432
269,060
23
Llama-3.1-8B-Instruct_prefill
A100
Llama-8B
copy
void at::<unnamed>::CatArrayBatchedCopy<at::<unnamed>::OpaqueType<2>, unsigned int, 4, 64, 64>(T1 *, at::<unnamed>::CatArrInputTensorMetadata<T1, T2, T4, T5>, at::<unnamed>::TensorSizeStride<T2, 4>, int, T2)
bf16
false
null
null
null
1
128
null
null
null
1,048,576
other
0.00854
512
432
269,310
23
Llama-3.1-8B-Instruct_prefill
A100
Llama-8B
elementwise
void at::vectorized_elementwise_kernel<4, at::CUDAFunctor_add<c10::BFloat16>, std::array<char *, 3>>(int, T2, T3)
bf16
false
null
null
null
1
128
null
null
null
262,144
residual
0.00544
128
512
2,100,000
32
Llama-3.1-8B-Instruct_prefill
A100
Llama-8B
cast
void at::unrolled_elementwise_kernel<at::direct_copy_kernel_cuda(at::TensorIteratorBase &)::[lambda() (instance 3)]::operator ()() const::[lambda() (instance 7)]::operator ()() const::[lambda(float) (instance 1)], std::array<char *, 2>, 4, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned in...
bf16
false
null
null
null
1
128
null
null
null
524,288
cast
0.00854
128
1,024
1,080,000
32