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
Qwen3.5-9B_prefill
RTX2080Ti
Qwen3.5-9B
elementwise
void at::vectorized_elementwise_kernel<4, at::exp_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
1,024
other
0.00234
128
2
15,520
30
Qwen3.5-9B_prefill
RTX2080Ti
Qwen3.5-9B
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
524,288
mul
0.00541
128
1,024
1,070,000
16
Qwen3.5-9B_prefill
RTX2080Ti
Qwen3.5-9B
elementwise
void at::vectorized_elementwise_kernel<4, at::CUDAFunctor_add<float>, std::array<char *, 3>>(int, T2, T3)
bf16
false
null
null
null
1
128
null
null
null
262,144
residual
0.00979
128
512
4,210,000
40
Qwen3.5-9B_prefill
RTX2080Ti
Qwen3.5-9B
cast
void at::elementwise_kernel<128, 2, void at::gpu_kernel_impl_nocast<at::direct_copy_kernel_cuda(at::TensorIteratorBase &)::[lambda() (instance 3)]::operator ()() const::[lambda() (instance 7)]::operator ()() const::[lambda(float) (instance 1)]>(at::TensorIteratorBase &, const T1 &)::[lambda(int) (instance 1)]>(int, T3)
bf16
false
null
null
null
1
128
null
null
null
1,048,576
cast
0.00781
128
2,048
2,110,000
16
Qwen3.5-9B_prefill
RTX2080Ti
Qwen3.5-9B
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
0.00624
128
512
2,100,000
29
Qwen3.5-9B_prefill
RTX2080Ti
Qwen3.5-9B
elementwise
void at::vectorized_elementwise_kernel<4, at::FillFunctor<c10::BFloat16>, std::array<char *, 1>>(int, T2, T3)
bf16
false
null
null
null
1
128
null
null
null
262,144
fill
0.00259
128
512
3,740
16
Qwen3.5-9B_prefill
RTX2080Ti
Qwen3.5-9B
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
0.00634
128
512
2,100,000
29
Qwen3.5-9B_prefill
RTX2080Ti
Qwen3.5-9B
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
0.00819
128
1,024
1,080,000
32
Qwen3.5-9B_prefill
RTX2080Ti
Qwen3.5-9B
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
0.00618
128
512
2,100,000
29
Qwen3.5-9B_prefill
RTX2080Ti
Qwen3.5-9B
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
524,288
rmsnorm
0.01005
512
256
2,140,000
32
Qwen3.5-9B_prefill
RTX2080Ti
Qwen3.5-9B
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
2,048
residual
0.00227
128
4
20,860
29
Qwen3.5-9B_prefill
RTX2080Ti
Qwen3.5-9B
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
2,048
rmsnorm
0.00227
128
4
22,430
24
Qwen3.5-9B_prefill
RTX2080Ti
Qwen3.5-9B
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
2,130,000
16
Qwen3.5-9B_prefill
RTX2080Ti
Qwen3.5-9B
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
0.00634
128
512
2,100,000
29
Qwen3.5-9B_prefill
RTX2080Ti
Qwen3.5-9B
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
0.00758
128
1,024
1,070,000
16
Qwen3.5-9B_prefill
RTX2080Ti
Qwen3.5-9B
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
0.00822
128
1,024
1,080,000
32
Qwen3.5-9B_prefill
RTX2080Ti
Qwen3.5-9B
elementwise
void at::vectorized_elementwise_kernel<4, at::<unnamed>::silu_kernel(at::TensorIteratorBase &)::[lambda() (instance 1)]::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
262,144
silu
0.00694
128
512
2,110,000
32
Qwen3.5-9B_prefill
RTX2080Ti
Qwen3.5-9B
elementwise
void at::unrolled_elementwise_kernel<at::BinaryFunctor<float, float, float, binary_internal::MulFunctor<float>>, std::array<char *, 3>, 4, TrivialOffsetCalculator<2, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, memory::LoadWithCast<2>, memory::StoreWithCast<1>>(int, T1, T2, T4, T5, T6, T7)
bf16
false
null
null
null
1
128
null
null
null
524,288
mul
0.01219
128
1,024
3,180,000
32
Qwen3.5-9B_prefill
RTX2080Ti
Qwen3.5-9B
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
0.00614
128
512
2,100,000
29
Qwen3.5-9B_prefill
RTX2080Ti
Qwen3.5-9B
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
0.00608
128
512
2,110,000
40
Qwen3.5-9B_prefill
RTX2080Ti
Qwen3.5-9B
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
0.00816
128
1,024
1,080,000
32
Qwen3.5-9B_prefill
RTX2080Ti
Qwen3.5-9B
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
0.00614
128
512
2,100,000
29
Qwen3.5-9B_prefill
RTX2080Ti
Qwen3.5-9B
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
0.01693
512
8
2,140,000
32
Qwen3.5-9B_prefill
RTX2080Ti
Qwen3.5-9B
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
0.00218
128
1
4,990
29
Qwen3.5-9B_prefill
RTX2080Ti
Qwen3.5-9B
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
0.0023
128
1
6,560
24
Qwen3.5-9B_prefill
RTX2080Ti
Qwen3.5-9B
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
Qwen3.5-9B_prefill
RTX2080Ti
Qwen3.5-9B
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
4,096
cast
0.00506
128
8
40,830
32
Qwen3.5-9B_prefill
RTX2080Ti
Qwen3.5-9B
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
2,048
residual
0.00224
128
4
20,860
29
Qwen3.5-9B_prefill
RTX2080Ti
Qwen3.5-9B
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
2,120,000
16
Qwen3.5-9B_prefill
RTX2080Ti
Qwen3.5-9B
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
0.00614
128
512
2,100,000
29
Qwen3.5-9B_prefill
RTX2080Ti
Qwen3.5-9B
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
0.00925
128
1,536
3,430,000
29
Qwen3.5-9B_prefill
RTX2080Ti
Qwen3.5-9B
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
0.01434
128
1,536
6,830,000
40
Qwen3.5-9B_prefill
RTX2080Ti
Qwen3.5-9B
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
0.00621
128
512
2,110,000
40
Qwen3.5-9B_prefill
RTX2080Ti
Qwen3.5-9B
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
0.00944
128
1,024
1,160,000
32
Qwen3.5-9B_prefill
RTX2080Ti
Qwen3.5-9B
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
0.00662
128
512
2,100,000
29
Qwen3.5-9B_prefill
RTX2080Ti
Qwen3.5-9B
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
0.01734
512
8
2,140,000
32
Qwen3.5-9B_prefill
RTX2080Ti
Qwen3.5-9B
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
0.00218
128
1
4,990
29
Qwen3.5-9B_prefill
RTX2080Ti
Qwen3.5-9B
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
0.00275
128
1
6,820
24
Qwen3.5-9B_prefill
RTX2080Ti
Qwen3.5-9B
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
Qwen3.5-9B_prefill
RTX2080Ti
Qwen3.5-9B
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
4,096
cast
0.00515
128
8
41,860
32
Qwen3.5-9B_prefill
RTX2080Ti
Qwen3.5-9B
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
2,048
residual
0.00224
128
4
20,860
29
Qwen3.5-9B_prefill
RTX2080Ti
Qwen3.5-9B
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
2,120,000
16
Qwen3.5-9B_prefill
RTX2080Ti
Qwen3.5-9B
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
0.00675
128
512
2,100,000
29
Qwen3.5-9B_prefill
RTX2080Ti
Qwen3.5-9B
cast
void at::elementwise_kernel<128, 4, void at::gpu_kernel_impl_nocast<at::direct_copy_kernel_cuda(at::TensorIteratorBase &)::[lambda() (instance 3)]::operator ()() const::[lambda() (instance 12)]::operator ()() const::[lambda(c10::BFloat16) (instance 1)]>(at::TensorIteratorBase &, const T1 &)::[lambda(int) (instance 1)]>...
bf16
false
null
null
null
1
128
null
null
null
524,288
cast
0.00736
128
1,024
1,070,000
16
Qwen3.5-9B_prefill
RTX2080Ti
Qwen3.5-9B
cast
void at::elementwise_kernel<128, 4, void at::gpu_kernel_impl<at::direct_copy_kernel_cuda(at::TensorIteratorBase &)::[lambda() (instance 3)]::operator ()() const::[lambda() (instance 7)]::operator ()() const::[lambda(float) (instance 1)]>(at::TensorIteratorBase &, const T1 &)::[lambda(int) (instance 1)]>(int, T3)
bf16
false
null
null
null
1
128
null
null
null
524,288
cast
0.01107
128
1,024
1,090,000
32
Qwen3.5-9B_prefill
RTX2080Ti
Qwen3.5-9B
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
0.00614
128
512
2,100,000
29
Qwen3.5-9B_prefill
RTX2080Ti
Qwen3.5-9B
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
262,144
rmsnorm
0.00874
512
128
2,140,000
32
Qwen3.5-9B_prefill
RTX2080Ti
Qwen3.5-9B
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
1,024
residual
0.00227
128
2
12,670
29
Qwen3.5-9B_prefill
RTX2080Ti
Qwen3.5-9B
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
1,024
rmsnorm
0.00227
128
2
14,240
24
Qwen3.5-9B_prefill
RTX2080Ti
Qwen3.5-9B
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
0.00758
128
2,048
2,120,000
16
Qwen3.5-9B_prefill
RTX2080Ti
Qwen3.5-9B
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
512
cast
0.00371
128
1
33,150
32
Qwen3.5-9B_prefill
RTX2080Ti
Qwen3.5-9B
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
0.00221
128
1
5,500
29
Qwen3.5-9B_prefill
RTX2080Ti
Qwen3.5-9B
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
0.00765
128
2,048
2,110,000
16
Qwen3.5-9B_prefill
RTX2080Ti
Qwen3.5-9B
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
0.0063
128
512
2,100,000
29
Qwen3.5-9B_prefill
RTX2080Ti
Qwen3.5-9B
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
131,072
cast
0.00531
128
256
294,780
32
Qwen3.5-9B_prefill
RTX2080Ti
Qwen3.5-9B
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
65,536
rmsnorm
0.00333
128
128
528,770
29
Qwen3.5-9B_prefill
RTX2080Ti
Qwen3.5-9B
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
65,536
rmsnorm
0.0063
512
32
562,850
32
Qwen3.5-9B_prefill
RTX2080Ti
Qwen3.5-9B
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
0.0024
128
1
6,530
29
Qwen3.5-9B_prefill
RTX2080Ti
Qwen3.5-9B
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
0.00246
128
1
8,100
24
Qwen3.5-9B_prefill
RTX2080Ti
Qwen3.5-9B
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
262,144
mul
0.004
128
512
536,860
16
Qwen3.5-9B_prefill
RTX2080Ti
Qwen3.5-9B
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
512
cast
0.00368
128
1
33,150
32
Qwen3.5-9B_prefill
RTX2080Ti
Qwen3.5-9B
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
0.00224
128
1
5,500
29
Qwen3.5-9B_prefill
RTX2080Ti
Qwen3.5-9B
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
262,144
mul
0.0041
128
512
535,840
16
Qwen3.5-9B_prefill
RTX2080Ti
Qwen3.5-9B
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
65,536
cast
0.00323
128
128
531,100
29
Qwen3.5-9B_prefill
RTX2080Ti
Qwen3.5-9B
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
0.00486
128
256
298,270
16
Qwen3.5-9B_prefill
RTX2080Ti
Qwen3.5-9B
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
0.00438
128
128
148,930
16
Qwen3.5-9B_prefill
RTX2080Ti
Qwen3.5-9B
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
524,288
other
0.00624
512
272
268,420
37
Qwen3.5-9B_prefill
RTX2080Ti
Qwen3.5-9B
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
0.00474
128
256
298,270
16
Qwen3.5-9B_prefill
RTX2080Ti
Qwen3.5-9B
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
0.00502
128
256
544,030
16
Qwen3.5-9B_prefill
RTX2080Ti
Qwen3.5-9B
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
32,768
mul
0.00458
128
64
101,660
16
Qwen3.5-9B_prefill
RTX2080Ti
Qwen3.5-9B
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
16,384
neg
0.00422
128
32
50,560
16
Qwen3.5-9B_prefill
RTX2080Ti
Qwen3.5-9B
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
524,288
other
0.00438
512
272
71,810
37
Qwen3.5-9B_prefill
RTX2080Ti
Qwen3.5-9B
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
32,768
mul
0.00438
128
64
101,660
16
Qwen3.5-9B_prefill
RTX2080Ti
Qwen3.5-9B
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
32,768
residual
0.00474
128
64
150,820
16
Qwen3.5-9B_prefill
RTX2080Ti
Qwen3.5-9B
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
524,288
other
0.01098
512
272
1,050,000
37
Qwen3.5-9B_prefill
RTX2080Ti
Qwen3.5-9B
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
524,288
other
0.00611
512
272
268,420
37
Qwen3.5-9B_prefill
RTX2080Ti
Qwen3.5-9B
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
524,288
other
0.00576
512
272
268,420
37
Qwen3.5-9B_prefill
RTX2080Ti
Qwen3.5-9B
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
524,288
other
0.0057
512
272
268,420
37
Qwen3.5-9B_prefill
RTX2080Ti
Qwen3.5-9B
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
0.00816
128
1,024
1,080,000
32
Qwen3.5-9B_prefill
RTX2080Ti
Qwen3.5-9B
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
131,072
cast
0.00531
128
256
294,780
32
Qwen3.5-9B_prefill
RTX2080Ti
Qwen3.5-9B
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
131,072
cast
0.00531
128
256
294,780
32
Qwen3.5-9B_prefill
RTX2080Ti
Qwen3.5-9B
elementwise
void at::vectorized_elementwise_kernel<4, at::AUnaryFunctor<float, float, float, binary_internal::MulFunctor<float>>, std::array<char *, 2>>(int, T2, T3)
bf16
false
null
null
null
1
128
null
null
null
262,144
mul
0.00614
128
512
2,100,000
27
Qwen3.5-9B_prefill
RTX2080Ti
Qwen3.5-9B
elementwise
void at::vectorized_elementwise_kernel<4, at::FillFunctor<bool>, std::array<char *, 1>>(int, T2, T3)
bf16
false
null
null
null
1
128
null
null
null
4,096
fill
0.00186
128
8
4,260
16
Qwen3.5-9B_prefill
RTX2080Ti
Qwen3.5-9B
elementwise
void at::vectorized_elementwise_kernel<4, at::FillFunctor<float>, std::array<char *, 1>>(int, T2, T3)
bf16
false
null
null
null
1
128
null
null
null
512
fill
0.00186
128
1
3,740
16
Qwen3.5-9B_prefill
RTX2080Ti
Qwen3.5-9B
elementwise
void at::vectorized_elementwise_kernel<4, at::FillFunctor<float>, std::array<char *, 1>>(int, T2, T3)
bf16
false
null
null
null
1
128
null
null
null
512
fill
0.00186
128
1
4,000
16
Qwen3.5-9B_prefill
RTX2080Ti
Qwen3.5-9B
elementwise
void at::elementwise_kernel<128, 2, void at::gpu_kernel_impl_nocast<at::<unnamed>::where_kernel_impl(at::TensorIterator &)::[lambda() (instance 1)]::operator ()() const::[lambda() (instance 11)]::operator ()() const::[lambda(bool, float, float) (instance 1)]>(at::TensorIteratorBase &, const T1 &)::[lambda(int) (instanc...
bf16
false
null
null
null
1
128
null
null
null
32,768
compare
0.00346
128
64
28,220
16
Qwen3.5-9B_prefill
RTX2080Ti
Qwen3.5-9B
cast
void at::elementwise_kernel<128, 2, void at::gpu_kernel_impl_nocast<at::direct_copy_kernel_cuda(at::TensorIteratorBase &)::[lambda() (instance 3)]::operator ()() const::[lambda() (instance 7)]::operator ()() const::[lambda(float) (instance 1)]>(at::TensorIteratorBase &, const T1 &)::[lambda(int) (instance 1)]>(int, T3)
bf16
false
null
null
null
1
128
null
null
null
1,048,576
cast
0.00707
128
2,048
534,140
16
Qwen3.5-9B_prefill
RTX2080Ti
Qwen3.5-9B
cast
void at::elementwise_kernel<128, 2, void at::gpu_kernel_impl_nocast<at::direct_copy_kernel_cuda(at::TensorIteratorBase &)::[lambda() (instance 3)]::operator ()() const::[lambda() (instance 7)]::operator ()() const::[lambda(float) (instance 1)]>(at::TensorIteratorBase &, const T1 &)::[lambda(int) (instance 1)]>(int, T3)
bf16
false
null
null
null
1
128
null
null
null
1,048,576
cast
0.00707
128
2,048
534,140
16
Qwen3.5-9B_prefill
RTX2080Ti
Qwen3.5-9B
elementwise
void at::vectorized_elementwise_kernel<4, at::AUnaryFunctor<float, float, float, binary_internal::MulFunctor<float>>, std::array<char *, 2>>(int, T2, T3)
bf16
false
null
null
null
1
128
null
null
null
262,144
mul
0.00618
128
512
2,100,000
27
Qwen3.5-9B_prefill
RTX2080Ti
Qwen3.5-9B
elementwise
void at::elementwise_kernel<128, 2, void at::gpu_kernel_impl_nocast<at::CUDAFunctor_add<float>>(at::TensorIteratorBase &, const T1 &)::[lambda(int) (instance 1)]>(int, T3)
bf16
false
null
null
null
1
128
null
null
null
524,288
residual
0.00538
128
1,024
1,120,000
16
Qwen3.5-9B_prefill
RTX2080Ti
Qwen3.5-9B
reduce
void <unnamed>::softmax_warp_forward<float, float, float, 7, 0, 0>(T2 *, const T1 *, int, int, int, const bool *, int, bool)
bf16
false
null
null
null
1
128
null
null
null
131,072
other
0.00694
128
256
1,060,000
30
Qwen3.5-9B_prefill
RTX2080Ti
Qwen3.5-9B
elementwise
void at::vectorized_elementwise_kernel<4, at::<unnamed>::isneginf_kernel_impl(at::TensorIteratorBase &)::[lambda() (instance 1)]::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
131,072
other
0.0041
128
256
1,050,000
28
Qwen3.5-9B_prefill
RTX2080Ti
Qwen3.5-9B
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
false
null
null
null
1
128
null
null
null
262,144
other
0.00592
512
128
300,960
32
Qwen3.5-9B_prefill
RTX2080Ti
Qwen3.5-9B
elementwise
void at::vectorized_elementwise_kernel<4, at::FillFunctor<float>, std::array<char *, 1>>(int, T2, T3)
bf16
false
null
null
null
1
128
null
null
null
512
fill
0.00189
128
1
3,740
16
Qwen3.5-9B_prefill
RTX2080Ti
Qwen3.5-9B
elementwise
void at::elementwise_kernel<128, 2, void at::gpu_kernel_impl_nocast<at::<unnamed>::where_kernel_impl(at::TensorIterator &)::[lambda() (instance 1)]::operator ()() const::[lambda() (instance 11)]::operator ()() const::[lambda(bool, float, float) (instance 1)]>(at::TensorIteratorBase &, const T1 &)::[lambda(int) (instanc...
bf16
false
null
null
null
1
128
null
null
null
524,288
compare
0.00573
128
1,024
1,060,000
16
Qwen3.5-9B_prefill
RTX2080Ti
Qwen3.5-9B
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
131,072
cast
0.00429
128
256
1,060,000
29
Qwen3.5-9B_prefill
RTX2080Ti
Qwen3.5-9B
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
0.00611
128
512
2,100,000
29
Qwen3.5-9B_prefill
RTX2080Ti
Qwen3.5-9B
cast
void at::elementwise_kernel<128, 4, void at::gpu_kernel_impl_nocast<at::direct_copy_kernel_cuda(at::TensorIteratorBase &)::[lambda() (instance 3)]::operator ()() const::[lambda() (instance 12)]::operator ()() const::[lambda(c10::BFloat16) (instance 1)]>(at::TensorIteratorBase &, const T1 &)::[lambda(int) (instance 1)]>...
bf16
false
null
null
null
1
128
null
null
null
524,288
cast
0.00733
128
1,024
1,070,000
16
Qwen3.5-9B_prefill
RTX2080Ti
Qwen3.5-9B
elementwise
void at::vectorized_elementwise_kernel<4, at::sigmoid_kernel_cuda(at::TensorIteratorBase &)::[lambda() (instance 2)]::operator ()() const::[lambda() (instance 4)]::operator ()() const::[lambda(c10::BFloat16) (instance 1)], std::array<char *, 2>>(int, T2, T3)
bf16
false
null
null
null
1
128
null
null
null
262,144
other
0.00557
128
512
1,060,000
29
Qwen3.5-9B_prefill
RTX2080Ti
Qwen3.5-9B
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
262,144
mul
0.00624
128
512
2,110,000
40