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-3.1-70B-Instruct_prefill
A100
Llama-70B
flash_attn
void pytorch_flash::flash_fwd_kernel<Flash_fwd_kernel_traits<128, 128, 64, 4, 0, 0, cutlass::bfloat16_t, Flash_kernel_traits<128, 128, 64, 4, cutlass::bfloat16_t>>, 0, 1, 0, 0, 1, 1, 0, 0>(pytorch_flash::Flash_fwd_params)
bf16
true
null
null
null
1
128
64
128
8
null
flash_attn
0.02042
128
64
2,690,000
255
Llama-3.1-70B-Instruct_prefill
A100
Llama-70B
flash_attn
void pytorch_flash::flash_fwd_kernel<Flash_fwd_kernel_traits<128, 128, 64, 4, 0, 0, cutlass::bfloat16_t, Flash_kernel_traits<128, 128, 64, 4, cutlass::bfloat16_t>>, 0, 1, 0, 0, 1, 1, 0, 0>(pytorch_flash::Flash_fwd_params)
bf16
true
null
null
null
1
128
64
128
8
null
flash_attn
0.02042
128
64
2,690,000
255
Llama-3.1-70B-Instruct_prefill
A100
Llama-70B
copy
void at::vectorized_gather_kernel<16, long>(char *, char *, T2 *, int, long, long, long, long, bool)
bf16
true
null
null
null
1
128
null
null
null
524,288
other
0.01101
256
512
2,120,000
32
Llama-3.1-70B-Instruct_prefill
A100
Llama-70B
cast
void at::unrolled_elementwise_kernel<at::direct_copy_kernel_cuda(at::TensorIteratorBase &)::[lambda() (instance 3)]::operator ()() const::[lambda() (instance 11)]::operator ()() const::[lambda(bool) (instance 1)], std::array<char *, 2>, 4, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned in...
bf16
true
null
null
null
1
128
null
null
null
512
cast
0.00518
128
1
35,200
32
Llama-3.1-70B-Instruct_prefill
A100
Llama-70B
reduce
void at::reduce_kernel<512, 1, at::ReduceOp<bool, at::func_wrapper_t<bool, at::and_kernel_cuda(at::TensorIterator &)::[lambda() (instance 1)]::operator ()() const::[lambda() (instance 12)]::operator ()() const::[lambda(bool, bool) (instance 1)]>, unsigned int, bool, 4, 4>>(T3)
bf16
true
null
null
null
1
128
null
null
null
128
other
0.00624
32
1
54,270
32
Llama-3.1-70B-Instruct_prefill
A100
Llama-70B
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
true
null
null
null
1
128
null
null
null
512
cast
0.0057
128
1
33,410
32
Llama-3.1-70B-Instruct_prefill
A100
Llama-70B
copy
void at::<unnamed>::CatArrayBatchedCopy<at::<unnamed>::OpaqueType<4>, unsigned int, 3, 64, 64>(T1 *, at::<unnamed>::CatArrInputTensorMetadata<T1, T2, T4, T5>, at::<unnamed>::TensorSizeStride<T2, 4>, int, T2)
bf16
true
null
null
null
1
128
null
null
null
1,048,576
other
0.00768
512
432
38,400
30
Llama-3.1-70B-Instruct_prefill
A100
Llama-70B
elementwise
void at::vectorized_elementwise_kernel<4, at::cos_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
true
null
null
null
1
128
null
null
null
8,192
rope
0.00557
128
16
105,730
30
Llama-3.1-70B-Instruct_prefill
A100
Llama-70B
elementwise
void at::vectorized_elementwise_kernel<4, at::AUnaryFunctor<float, float, float, binary_internal::MulFunctor<float>>, std::array<char *, 2>>(int, T2, T3)
bf16
true
null
null
null
1
128
null
null
null
8,192
mul
0.00362
128
16
70,270
28
Llama-3.1-70B-Instruct_prefill
A100
Llama-70B
elementwise
void at::vectorized_elementwise_kernel<4, at::sin_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
true
null
null
null
1
128
null
null
null
8,192
rope
0.0049
128
16
105,340
30
Llama-3.1-70B-Instruct_prefill
A100
Llama-70B
elementwise
void at::vectorized_elementwise_kernel<4, at::AUnaryFunctor<float, float, float, binary_internal::MulFunctor<float>>, std::array<char *, 2>>(int, T2, T3)
bf16
true
null
null
null
1
128
null
null
null
8,192
mul
0.00349
128
16
70,270
28
Llama-3.1-70B-Instruct_prefill
A100
Llama-70B
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
true
null
null
null
1
128
null
null
null
8,192
cast
0.00365
128
16
70,530
28
Llama-3.1-70B-Instruct_prefill
A100
Llama-70B
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
true
null
null
null
1
128
null
null
null
8,192
cast
0.00358
128
16
70,530
28
Llama-3.1-70B-Instruct_prefill
A100
Llama-70B
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
true
null
null
null
1
128
null
null
null
1,048,576
cast
0.01363
128
2,048
2,130,000
32
Llama-3.1-70B-Instruct_prefill
A100
Llama-70B
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
true
null
null
null
1
128
null
null
null
524,288
rmsnorm
0.00835
128
1,024
4,200,000
28
Llama-3.1-70B-Instruct_prefill
A100
Llama-70B
reduce
void at::reduce_kernel<512, 1, at::ReduceOp<float, at::MeanOps<float, float, float, float>, unsigned int, float, 4, 4>>(T3)
bf16
true
null
null
null
1
128
null
null
null
262,144
rmsnorm
0.01069
512
128
4,250,000
32
Llama-3.1-70B-Instruct_prefill
A100
Llama-70B
elementwise
void at::vectorized_elementwise_kernel<4, at::CUDAFunctorOnSelf_add<float>, std::array<char *, 2>>(int, T2, T3)
bf16
true
null
null
null
1
128
null
null
null
512
residual
0.00346
128
1
5,250
30
Llama-3.1-70B-Instruct_prefill
A100
Llama-70B
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
true
null
null
null
1
128
null
null
null
512
rmsnorm
0.00406
128
1
7,040
22
Llama-3.1-70B-Instruct_prefill
A100
Llama-70B
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
true
null
null
null
1
128
null
null
null
2,097,152
mul
0.01094
128
4,096
4,210,000
16
Llama-3.1-70B-Instruct_prefill
A100
Llama-70B
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
true
null
null
null
1
128
null
null
null
524,288
cast
0.00701
128
1,024
4,200,000
28
Llama-3.1-70B-Instruct_prefill
A100
Llama-70B
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
true
null
null
null
1
128
null
null
null
1,048,576
mul
0.01107
128
2,048
2,130,000
16
Llama-3.1-70B-Instruct_prefill
A100
Llama-70B
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
true
null
null
null
1
128
null
null
null
1,048,576
mul
0.01152
128
2,048
2,150,000
16
Llama-3.1-70B-Instruct_prefill
A100
Llama-70B
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
true
null
null
null
1
128
null
null
null
524,288
neg
0.00829
128
1,024
1,070,000
16
Llama-3.1-70B-Instruct_prefill
A100
Llama-70B
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
true
null
null
null
1
128
null
null
null
1,048,576
other
0.01792
512
432
2,100,000
23
Llama-3.1-70B-Instruct_prefill
A100
Llama-70B
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
true
null
null
null
1
128
null
null
null
1,048,576
mul
0.01104
128
2,048
2,150,000
16
Llama-3.1-70B-Instruct_prefill
A100
Llama-70B
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
true
null
null
null
1
128
null
null
null
1,048,576
residual
0.01283
128
2,048
4,210,000
16
Llama-3.1-70B-Instruct_prefill
A100
Llama-70B
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
true
null
null
null
1
128
null
null
null
131,072
mul
0.00723
128
256
314,750
16
Llama-3.1-70B-Instruct_prefill
A100
Llama-70B
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
true
null
null
null
1
128
null
null
null
65,536
neg
0.00698
128
128
148,990
16
Llama-3.1-70B-Instruct_prefill
A100
Llama-70B
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
true
null
null
null
1
128
null
null
null
1,048,576
other
0.00979
512
432
269,060
23
Llama-3.1-70B-Instruct_prefill
A100
Llama-70B
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
true
null
null
null
1
128
null
null
null
131,072
mul
0.00717
128
256
314,750
16
Llama-3.1-70B-Instruct_prefill
A100
Llama-70B
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
true
null
null
null
1
128
null
null
null
131,072
residual
0.00752
128
256
544,000
16
Llama-3.1-70B-Instruct_prefill
A100
Llama-70B
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
true
null
null
null
1
128
null
null
null
1,048,576
other
0.00861
512
432
269,060
23
Llama-3.1-70B-Instruct_prefill
A100
Llama-70B
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
true
null
null
null
1
128
null
null
null
1,048,576
other
0.0087
512
432
269,060
23
Llama-3.1-70B-Instruct_prefill
A100
Llama-70B
elementwise
void at::vectorized_elementwise_kernel<4, at::CUDAFunctor_add<c10::BFloat16>, std::array<char *, 3>>(int, T2, T3)
bf16
true
null
null
null
1
128
null
null
null
524,288
residual
0.00714
128
1,024
4,200,000
32
Llama-3.1-70B-Instruct_prefill
A100
Llama-70B
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
true
null
null
null
1
128
null
null
null
1,048,576
cast
0.01238
128
2,048
2,130,000
32
Llama-3.1-70B-Instruct_prefill
A100
Llama-70B
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
true
null
null
null
1
128
null
null
null
524,288
rmsnorm
0.00771
128
1,024
4,200,000
28
Llama-3.1-70B-Instruct_prefill
A100
Llama-70B
reduce
void at::reduce_kernel<512, 1, at::ReduceOp<float, at::MeanOps<float, float, float, float>, unsigned int, float, 4, 4>>(T3)
bf16
true
null
null
null
1
128
null
null
null
262,144
rmsnorm
0.01056
512
128
4,250,000
32
Llama-3.1-70B-Instruct_prefill
A100
Llama-70B
elementwise
void at::vectorized_elementwise_kernel<4, at::CUDAFunctorOnSelf_add<float>, std::array<char *, 2>>(int, T2, T3)
bf16
true
null
null
null
1
128
null
null
null
512
residual
0.00336
128
1
5,250
30
Llama-3.1-70B-Instruct_prefill
A100
Llama-70B
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
true
null
null
null
1
128
null
null
null
512
rmsnorm
0.00378
128
1
6,910
22
Llama-3.1-70B-Instruct_prefill
A100
Llama-70B
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
true
null
null
null
1
128
null
null
null
2,097,152
mul
0.01014
128
4,096
4,210,000
16
Llama-3.1-70B-Instruct_prefill
A100
Llama-70B
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
true
null
null
null
1
128
null
null
null
524,288
cast
0.00707
128
1,024
4,200,000
28
Llama-3.1-70B-Instruct_prefill
A100
Llama-70B
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
true
null
null
null
1
128
null
null
null
1,048,576
mul
0.01104
128
2,048
2,130,000
16
Llama-3.1-70B-Instruct_prefill
A100
Llama-70B
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
true
null
null
null
1
128
null
null
null
2,097,152
silu
0.01376
128
3,584
7,350,000
28
Llama-3.1-70B-Instruct_prefill
A100
Llama-70B
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
true
null
null
null
1
128
null
null
null
2,097,152
mul
0.01411
128
3,584
14,690,000
32
Llama-3.1-70B-Instruct_prefill
A100
Llama-70B
elementwise
void at::vectorized_elementwise_kernel<4, at::CUDAFunctor_add<c10::BFloat16>, std::array<char *, 3>>(int, T2, T3)
bf16
true
null
null
null
1
128
null
null
null
524,288
residual
0.00698
128
1,024
4,200,000
32
Llama-3.1-70B-Instruct_prefill
A100
Llama-70B
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
true
null
null
null
1
128
null
null
null
1,048,576
cast
0.01261
128
2,048
2,130,000
32
Llama-3.1-70B-Instruct_prefill
A100
Llama-70B
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
true
null
null
null
1
128
null
null
null
524,288
rmsnorm
0.00762
128
1,024
4,200,000
28
Llama-3.1-70B-Instruct_prefill
A100
Llama-70B
reduce
void at::reduce_kernel<512, 1, at::ReduceOp<float, at::MeanOps<float, float, float, float>, unsigned int, float, 4, 4>>(T3)
bf16
true
null
null
null
1
128
null
null
null
262,144
rmsnorm
0.01069
512
128
4,250,000
32
Llama-3.1-70B-Instruct_prefill
A100
Llama-70B
elementwise
void at::vectorized_elementwise_kernel<4, at::CUDAFunctorOnSelf_add<float>, std::array<char *, 2>>(int, T2, T3)
bf16
true
null
null
null
1
128
null
null
null
512
residual
0.00333
128
1
5,250
30
Llama-3.1-70B-Instruct_prefill
A100
Llama-70B
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
true
null
null
null
1
128
null
null
null
512
rmsnorm
0.00352
128
1
6,910
22
Llama-3.1-70B-Instruct_prefill
A100
Llama-70B
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
true
null
null
null
1
128
null
null
null
2,097,152
mul
0.0103
128
4,096
4,210,000
16
Llama-3.1-70B-Instruct_prefill
A100
Llama-70B
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
true
null
null
null
1
128
null
null
null
524,288
cast
0.00691
128
1,024
4,200,000
28
Llama-3.1-70B-Instruct_prefill
A100
Llama-70B
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
true
null
null
null
1
128
null
null
null
1,048,576
mul
0.01104
128
2,048
2,130,000
16
Llama-3.1-70B-Instruct_prefill
A100
Llama-70B
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
true
null
null
null
1
128
null
null
null
1,048,576
mul
0.01165
128
2,048
2,150,000
16
Llama-3.1-70B-Instruct_prefill
A100
Llama-70B
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
true
null
null
null
1
128
null
null
null
524,288
neg
0.00771
128
1,024
1,070,000
16
Llama-3.1-70B-Instruct_prefill
A100
Llama-70B
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
true
null
null
null
1
128
null
null
null
1,048,576
other
0.01776
512
432
2,100,000
23
Llama-3.1-70B-Instruct_prefill
A100
Llama-70B
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
true
null
null
null
1
128
null
null
null
1,048,576
mul
0.01098
128
2,048
2,150,000
16
Llama-3.1-70B-Instruct_prefill
A100
Llama-70B
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
true
null
null
null
1
128
null
null
null
1,048,576
residual
0.01219
128
2,048
4,210,000
16
Llama-3.1-70B-Instruct_prefill
A100
Llama-70B
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
true
null
null
null
1
128
null
null
null
131,072
mul
0.00733
128
256
314,620
16
Llama-3.1-70B-Instruct_prefill
A100
Llama-70B
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
true
null
null
null
1
128
null
null
null
65,536
neg
0.0071
128
128
148,860
16
Llama-3.1-70B-Instruct_prefill
A100
Llama-70B
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
true
null
null
null
1
128
null
null
null
1,048,576
other
0.0097
512
432
269,180
23
Llama-3.1-70B-Instruct_prefill
A100
Llama-70B
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
true
null
null
null
1
128
null
null
null
131,072
mul
0.0071
128
256
314,620
16
Llama-3.1-70B-Instruct_prefill
A100
Llama-70B
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
true
null
null
null
1
128
null
null
null
131,072
residual
0.00746
128
256
544,260
16
Llama-3.1-70B-Instruct_prefill
A100
Llama-70B
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
true
null
null
null
1
128
null
null
null
1,048,576
other
0.00867
512
432
269,180
23
Llama-3.1-70B-Instruct_prefill
A100
Llama-70B
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
true
null
null
null
1
128
null
null
null
1,048,576
other
0.0088
512
432
269,180
23
Llama-3.1-70B-Instruct_prefill
A100
Llama-70B
elementwise
void at::vectorized_elementwise_kernel<4, at::CUDAFunctor_add<c10::BFloat16>, std::array<char *, 3>>(int, T2, T3)
bf16
true
null
null
null
1
128
null
null
null
524,288
residual
0.00717
128
1,024
4,200,000
32
Llama-3.1-70B-Instruct_prefill
A100
Llama-70B
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
true
null
null
null
1
128
null
null
null
1,048,576
cast
0.01254
128
2,048
2,130,000
32
Llama-3.1-70B-Instruct_prefill
A100
Llama-70B
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
true
null
null
null
1
128
null
null
null
524,288
rmsnorm
0.00762
128
1,024
4,200,000
28
Llama-3.1-70B-Instruct_prefill
A100
Llama-70B
reduce
void at::reduce_kernel<512, 1, at::ReduceOp<float, at::MeanOps<float, float, float, float>, unsigned int, float, 4, 4>>(T3)
bf16
true
null
null
null
1
128
null
null
null
262,144
rmsnorm
0.01062
512
128
4,250,000
32
Llama-3.1-70B-Instruct_prefill
A100
Llama-70B
elementwise
void at::vectorized_elementwise_kernel<4, at::CUDAFunctorOnSelf_add<float>, std::array<char *, 2>>(int, T2, T3)
bf16
true
null
null
null
1
128
null
null
null
512
residual
0.00333
128
1
5,250
30
Llama-3.1-70B-Instruct_prefill
A100
Llama-70B
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
true
null
null
null
1
128
null
null
null
512
rmsnorm
0.00368
128
1
6,910
22
Llama-3.1-70B-Instruct_prefill
A100
Llama-70B
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
true
null
null
null
1
128
null
null
null
2,097,152
mul
0.01014
128
4,096
4,210,000
16
Llama-3.1-70B-Instruct_prefill
A100
Llama-70B
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
true
null
null
null
1
128
null
null
null
524,288
cast
0.00717
128
1,024
4,200,000
28
Llama-3.1-70B-Instruct_prefill
A100
Llama-70B
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
true
null
null
null
1
128
null
null
null
1,048,576
mul
0.01104
128
2,048
2,130,000
16
Llama-3.1-70B-Instruct_prefill
A100
Llama-70B
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
true
null
null
null
1
128
null
null
null
2,097,152
silu
0.01392
128
3,584
7,350,000
28
Llama-3.1-70B-Instruct_prefill
A100
Llama-70B
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
true
null
null
null
1
128
null
null
null
2,097,152
mul
0.01405
128
3,584
14,690,000
32
Llama-3.1-70B-Instruct_prefill
A100
Llama-70B
elementwise
void at::vectorized_elementwise_kernel<4, at::CUDAFunctor_add<c10::BFloat16>, std::array<char *, 3>>(int, T2, T3)
bf16
true
null
null
null
1
128
null
null
null
524,288
residual
0.0071
128
1,024
4,200,000
32
Llama-3.1-70B-Instruct_prefill
A100
Llama-70B
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
true
null
null
null
1
128
null
null
null
1,048,576
cast
0.01242
128
2,048
2,130,000
32
Llama-3.1-70B-Instruct_prefill
A100
Llama-70B
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
true
null
null
null
1
128
null
null
null
524,288
rmsnorm
0.00752
128
1,024
4,200,000
28
Llama-3.1-70B-Instruct_prefill
A100
Llama-70B
reduce
void at::reduce_kernel<512, 1, at::ReduceOp<float, at::MeanOps<float, float, float, float>, unsigned int, float, 4, 4>>(T3)
bf16
true
null
null
null
1
128
null
null
null
262,144
rmsnorm
0.01043
512
128
4,250,000
32
Llama-3.1-70B-Instruct_prefill
A100
Llama-70B
elementwise
void at::vectorized_elementwise_kernel<4, at::CUDAFunctorOnSelf_add<float>, std::array<char *, 2>>(int, T2, T3)
bf16
true
null
null
null
1
128
null
null
null
512
residual
0.00333
128
1
5,250
30
Llama-3.1-70B-Instruct_prefill
A100
Llama-70B
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
true
null
null
null
1
128
null
null
null
512
rmsnorm
0.00358
128
1
6,780
22
Llama-3.1-70B-Instruct_prefill
A100
Llama-70B
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
true
null
null
null
1
128
null
null
null
2,097,152
mul
0.01021
128
4,096
4,210,000
16
Llama-3.1-70B-Instruct_prefill
A100
Llama-70B
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
true
null
null
null
1
128
null
null
null
524,288
cast
0.00714
128
1,024
4,200,000
28
Llama-3.1-70B-Instruct_prefill
A100
Llama-70B
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
true
null
null
null
1
128
null
null
null
1,048,576
mul
0.01104
128
2,048
2,130,000
16
Llama-3.1-70B-Instruct_prefill
A100
Llama-70B
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
true
null
null
null
1
128
null
null
null
1,048,576
mul
0.01158
128
2,048
2,150,000
16
Llama-3.1-70B-Instruct_prefill
A100
Llama-70B
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
true
null
null
null
1
128
null
null
null
524,288
neg
0.00778
128
1,024
1,070,000
16
Llama-3.1-70B-Instruct_prefill
A100
Llama-70B
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
true
null
null
null
1
128
null
null
null
1,048,576
other
0.01779
512
432
2,100,000
23
Llama-3.1-70B-Instruct_prefill
A100
Llama-70B
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
true
null
null
null
1
128
null
null
null
1,048,576
mul
0.01114
128
2,048
2,150,000
16
Llama-3.1-70B-Instruct_prefill
A100
Llama-70B
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
true
null
null
null
1
128
null
null
null
1,048,576
residual
0.01226
128
2,048
4,210,000
16
Llama-3.1-70B-Instruct_prefill
A100
Llama-70B
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
true
null
null
null
1
128
null
null
null
131,072
mul
0.00739
128
256
314,620
16
Llama-3.1-70B-Instruct_prefill
A100
Llama-70B
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
true
null
null
null
1
128
null
null
null
65,536
neg
0.00714
128
128
148,860
16
Llama-3.1-70B-Instruct_prefill
A100
Llama-70B
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
true
null
null
null
1
128
null
null
null
1,048,576
other
0.00979
512
432
269,180
23
Llama-3.1-70B-Instruct_prefill
A100
Llama-70B
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
true
null
null
null
1
128
null
null
null
131,072
mul
0.00723
128
256
314,620
16
Llama-3.1-70B-Instruct_prefill
A100
Llama-70B
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
true
null
null
null
1
128
null
null
null
131,072
residual
0.00742
128
256
544,000
16
Llama-3.1-70B-Instruct_prefill
A100
Llama-70B
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
true
null
null
null
1
128
null
null
null
1,048,576
other
0.0088
512
432
269,060
23
Llama-3.1-70B-Instruct_prefill
A100
Llama-70B
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
true
null
null
null
1
128
null
null
null
1,048,576
other
0.0087
512
432
269,060
23
Llama-3.1-70B-Instruct_prefill
A100
Llama-70B
elementwise
void at::vectorized_elementwise_kernel<4, at::CUDAFunctor_add<c10::BFloat16>, std::array<char *, 3>>(int, T2, T3)
bf16
true
null
null
null
1
128
null
null
null
524,288
residual
0.00704
128
1,024
4,200,000
32
Llama-3.1-70B-Instruct_prefill
A100
Llama-70B
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
true
null
null
null
1
128
null
null
null
1,048,576
cast
0.01258
128
2,048
2,130,000
32
Llama-3.1-70B-Instruct_prefill
A100
Llama-70B
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
true
null
null
null
1
128
null
null
null
524,288
rmsnorm
0.00771
128
1,024
4,200,000
28