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::neg_kernel_cuda(at::TensorIteratorBase &)::[lambda() (instance 2)]::operator ()() const::[lambda() (instance 7)]::operator ()() const::[lambda(float) (instance 1)], std::array<char *, 2>>(int, T2, T3) | bf16 | false | null | null | null | 1 | 128 | null | null | null | 512 | neg | 0.00221 | 128 | 1 | 4,640 | 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 | 4,096 | cast | 0.00512 | 128 | 8 | 40,830 | 32 |
Qwen3.5-9B_prefill | RTX2080Ti | Qwen3.5-9B | elementwise | void at::elementwise_kernel<128, 4, void at::gpu_kernel_impl<at::CUDAFunctor_add<float>>(at::TensorIteratorBase &, const T1 &)::[lambda(int) (instance 1)]>(int, T3) | bf16 | false | null | null | null | 1 | 128 | null | null | null | 4,096 | residual | 0.0095 | 128 | 8 | 63,330 | 32 |
Qwen3.5-9B_prefill | RTX2080Ti | Qwen3.5-9B | elementwise | void at::vectorized_elementwise_kernel<4, at::<unnamed>::softplus_kernel(at::TensorIteratorBase &, const c10::Scalar &, const c10::Scalar &)::[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 | 2,048 | other | 0.00394 | 128 | 4 | 39,300 | 25 |
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 | 8,192 | mul | 0.00307 | 128 | 16 | 27,040 | 16 |
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 | 0.01635 | 128 | 1,024 | 541,570 | 16 |
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 | 0.01613 | 128 | 1,024 | 541,570 | 16 |
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 | 0.00442 | 128 | 512 | 1,060,000 | 40 |
Qwen3.5-9B_prefill | RTX2080Ti | Qwen3.5-9B | reduce | void at::reduce_kernel<512, 1, at::ReduceOp<c10::BFloat16, at::func_wrapper_t<c10::BFloat16, at::sum_functor<c10::BFloat16, float, c10::BFloat16>::operator ()(at::TensorIterator &)::[lambda(float, float) (instance 1)]>, unsigned int, c10::BFloat16, 4, 8>>(T3) | bf16 | false | null | null | null | 1 | 128 | null | null | null | 262,144 | other | 0.00758 | 512 | 128 | 1,090,000 | 32 |
Qwen3.5-9B_prefill | RTX2080Ti | Qwen3.5-9B | elementwise | void at::vectorized_elementwise_kernel<4, at::CUDAFunctorOnSelf_add<c10::BFloat16>, std::array<char *, 2>>(int, T2, T3) | bf16 | false | null | null | null | 1 | 128 | null | null | null | 2,048 | residual | 0.0023 | 128 | 4 | 15,740 | 30 |
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 3)]::operator ()() const::[lambda(c10::BFloat16) (instance 1)], std::array<char *, 2>>(int, T2, T3) | bf16 | false | null | null | null | 1 | 128 | null | null | null | 2,048 | rmsnorm | 0.0023 | 128 | 4 | 16,540 | 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 | 0.00736 | 128 | 1,024 | 1,080,000 | 16 |
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 | 0.00438 | 128 | 512 | 1,060,000 | 40 |
Qwen3.5-9B_prefill | RTX2080Ti | Qwen3.5-9B | reduce | void at::reduce_kernel<512, 1, at::ReduceOp<c10::BFloat16, at::func_wrapper_t<c10::BFloat16, at::sum_functor<c10::BFloat16, float, c10::BFloat16>::operator ()(at::TensorIterator &)::[lambda(float, float) (instance 1)]>, unsigned int, c10::BFloat16, 4, 8>>(T3) | bf16 | false | null | null | null | 1 | 128 | null | null | null | 262,144 | other | 0.00768 | 512 | 128 | 1,090,000 | 32 |
Qwen3.5-9B_prefill | RTX2080Ti | Qwen3.5-9B | elementwise | void at::vectorized_elementwise_kernel<4, at::CUDAFunctorOnSelf_add<c10::BFloat16>, std::array<char *, 2>>(int, T2, T3) | bf16 | false | null | null | null | 1 | 128 | null | null | null | 2,048 | residual | 0.00227 | 128 | 4 | 15,740 | 30 |
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 3)]::operator ()() const::[lambda(c10::BFloat16) (instance 1)], std::array<char *, 2>>(int, T2, T3) | bf16 | false | null | null | null | 1 | 128 | null | null | null | 2,048 | rmsnorm | 0.00234 | 128 | 4 | 16,540 | 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 | 0.00733 | 128 | 1,024 | 1,080,000 | 16 |
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 | 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 | 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 | 0.00752 | 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 | 0.00819 | 128 | 1,024 | 1,080,000 | 32 |
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 | 0.01616 | 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 | 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 | 4,096 | cast | 0.00342 | 128 | 8 | 25,470 | 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 | 0.00509 | 128 | 8 | 40,830 | 32 |
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 | 8,192 | cast | 0.00291 | 128 | 16 | 26,240 | 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 | 0.00611 | 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::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 | 0.00752 | 128 | 2,048 | 2,120,000 | 16 |
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 | 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 | 1,024 | fill | 0.00182 | 128 | 2 | 4,260 | 16 |
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 | 0.00461 | 128 | 1,024 | 26,910 | 16 |
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 | 131,072 | other | 0.00435 | 128 | 256 | 1,060,000 | 30 |
Qwen3.5-9B_prefill | RTX2080Ti | Qwen3.5-9B | elementwise | void at::vectorized_elementwise_kernel<4, at::BinaryFunctor<float, float, float, binary_internal::MulFunctor<float>>, std::array<char *, 3>>(int, T2, T3) | bf16 | false | null | null | null | 1 | 128 | null | null | null | 131,072 | mul | 0.00589 | 128 | 256 | 2,100,000 | 42 |
Qwen3.5-9B_prefill | RTX2080Ti | Qwen3.5-9B | elementwise | void at::elementwise_kernel<128, 2, void at::gpu_kernel_impl_nocast<at::<unnamed>::masked_fill_kernel(at::TensorIterator &, const c10::Scalar &)::[lambda() (instance 1)]::operator ()() const::[lambda() (instance 7)]::operator ()() const::[lambda(float, bool) (instance 1)]>(at::TensorIteratorBase &, const T1 &)::[lambda... | bf16 | false | null | null | null | 1 | 128 | null | null | null | 524,288 | other | 0.00528 | 128 | 1,024 | 1,060,000 | 16 |
Qwen3.5-9B_prefill | RTX2080Ti | Qwen3.5-9B | elementwise | void at::vectorized_elementwise_kernel<4, at::neg_kernel_cuda(at::TensorIteratorBase &)::[lambda() (instance 2)]::operator ()() const::[lambda() (instance 7)]::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 | neg | 0.00432 | 128 | 256 | 1,050,000 | 29 |
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 | 512 | cast | 0.00253 | 128 | 1 | 13,950 | 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 | 512 | cast | 0.00266 | 128 | 1 | 13,950 | 16 |
Qwen3.5-9B_prefill | RTX2080Ti | Qwen3.5-9B | elementwise | void at::vectorized_elementwise_kernel<4, at::BinaryFunctor<float, float, float, binary_internal::MulFunctor<float>>, std::array<char *, 3>>(int, T2, T3) | bf16 | false | null | null | null | 1 | 128 | null | null | null | 512 | mul | 0.00221 | 128 | 1 | 5,500 | 42 |
Qwen3.5-9B_prefill | RTX2080Ti | Qwen3.5-9B | reduce | void at::reduce_kernel<128, 4, at::ReduceOp<float, at::func_wrapper_t<float, at::sum_functor<float, float, float>::operator ()(at::TensorIterator &)::[lambda(float, float) (instance 1)]>, unsigned int, float, 4, 4>>(T3) | bf16 | false | null | null | null | 1 | 128 | null | null | null | 64 | other | 0.00723 | 16 | 1 | 46,240 | 46 |
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 | 512 | residual | 0.00224 | 128 | 1 | 5,500 | 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 | 512 | cast | 0.00259 | 128 | 1 | 10,110 | 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 | 512 | cast | 0.00266 | 128 | 1 | 13,950 | 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 | 512 | cast | 0.00317 | 128 | 1 | 18,050 | 16 |
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 | 512 | mul | 0.00304 | 128 | 1 | 12,060 | 16 |
Qwen3.5-9B_prefill | RTX2080Ti | Qwen3.5-9B | reduce | void at::reduce_kernel<256, 2, at::ReduceOp<float, at::func_wrapper_t<float, at::sum_functor<float, float, float>::operator ()(at::TensorIterator &)::[lambda(float, float) (instance 1)]>, unsigned int, float, 4, 4>>(T3) | bf16 | false | null | null | null | 1 | 128 | null | null | null | 512 | other | 0.00515 | 128 | 1 | 44,450 | 36 |
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 | 512 | residual | 0.00224 | 128 | 1 | 6,020 | 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 | 512 | cast | 0.00266 | 128 | 1 | 10,370 | 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 | 512 | cast | 0.00307 | 128 | 1 | 14,020 | 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 | 1,536 | cast | 0.00317 | 128 | 3 | 22,140 | 16 |
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 | 1,536 | mul | 0.00307 | 128 | 3 | 13,600 | 16 |
Qwen3.5-9B_prefill | RTX2080Ti | Qwen3.5-9B | reduce | void at::reduce_kernel<512, 1, at::ReduceOp<float, at::func_wrapper_t<float, at::sum_functor<float, float, float>::operator ()(at::TensorIterator &)::[lambda(float, float) (instance 1)]>, unsigned int, float, 4, 4>>(T3) | bf16 | false | null | null | null | 1 | 128 | null | null | null | 1,024 | other | 0.00474 | 256 | 1 | 43,420 | 32 |
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 | 512 | residual | 0.00224 | 128 | 1 | 6,530 | 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 | 512 | cast | 0.00307 | 128 | 1 | 10,620 | 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 | 512 | cast | 0.00304 | 128 | 1 | 13,950 | 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 | 2,048 | cast | 0.00317 | 128 | 4 | 26,240 | 16 |
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 | 2,048 | mul | 0.00314 | 128 | 4 | 15,650 | 16 |
Qwen3.5-9B_prefill | RTX2080Ti | Qwen3.5-9B | reduce | void at::reduce_kernel<128, 4, at::ReduceOp<float, at::func_wrapper_t<float, at::sum_functor<float, float, float>::operator ()(at::TensorIterator &)::[lambda(float, float) (instance 1)]>, unsigned int, float, 4, 4>>(T3) | bf16 | false | null | null | null | 1 | 128 | null | null | null | 512 | other | 0.00627 | 128 | 1 | 52,130 | 46 |
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 | 512 | residual | 0.00227 | 128 | 1 | 7,040 | 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 | 512 | cast | 0.00317 | 128 | 1 | 10,880 | 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 | 1,024 | cast | 0.00304 | 128 | 2 | 13,950 | 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 | 3,584 | cast | 0.0032 | 128 | 7 | 30,340 | 16 |
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 | 3,584 | mul | 0.0031 | 128 | 7 | 18,210 | 16 |
Qwen3.5-9B_prefill | RTX2080Ti | Qwen3.5-9B | reduce | void at::reduce_kernel<512, 1, at::ReduceOp<float, at::func_wrapper_t<float, at::sum_functor<float, float, float>::operator ()(at::TensorIterator &)::[lambda(float, float) (instance 1)]>, unsigned int, float, 4, 4>>(T3) | bf16 | false | null | null | null | 1 | 128 | null | null | null | 2,048 | other | 0.00486 | 512 | 1 | 47,520 | 32 |
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 | 512 | residual | 0.0023 | 128 | 1 | 7,550 | 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 | 1,024 | cast | 0.00304 | 128 | 2 | 11,140 | 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 | 1,024 | cast | 0.00301 | 128 | 2 | 13,950 | 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 | 4,608 | cast | 0.00323 | 128 | 9 | 34,430 | 16 |
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 | 4,608 | mul | 0.0031 | 128 | 9 | 21,280 | 16 |
Qwen3.5-9B_prefill | RTX2080Ti | Qwen3.5-9B | reduce | void at::reduce_kernel<256, 2, at::ReduceOp<float, at::func_wrapper_t<float, at::sum_functor<float, float, float>::operator ()(at::TensorIterator &)::[lambda(float, float) (instance 1)]>, unsigned int, float, 4, 4>>(T3) | bf16 | false | null | null | null | 1 | 128 | null | null | null | 1,024 | other | 0.00547 | 256 | 1 | 53,150 | 36 |
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 | 512 | residual | 0.00234 | 128 | 1 | 8,060 | 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 | 1,024 | cast | 0.00304 | 128 | 2 | 11,390 | 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 | 1,024 | cast | 0.00307 | 128 | 2 | 13,950 | 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 | 6,656 | cast | 0.0032 | 128 | 13 | 38,530 | 16 |
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 | 6,656 | mul | 0.00307 | 128 | 13 | 24,860 | 16 |
Qwen3.5-9B_prefill | RTX2080Ti | Qwen3.5-9B | reduce | void at::reduce_kernel<512, 1, at::ReduceOp<float, at::func_wrapper_t<float, at::sum_functor<float, float, float>::operator ()(at::TensorIterator &)::[lambda(float, float) (instance 1)]>, unsigned int, float, 4, 4>>(T3) | bf16 | false | null | null | null | 1 | 128 | null | null | null | 2,048 | other | 0.00515 | 512 | 1 | 53,660 | 32 |
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 | 512 | residual | 0.00234 | 128 | 1 | 9,090 | 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 | 1,024 | cast | 0.00307 | 128 | 2 | 11,650 | 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 | 1,024 | cast | 0.00307 | 128 | 2 | 13,950 | 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 | 8,192 | cast | 0.00314 | 128 | 16 | 42,620 | 16 |
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 | 8,192 | mul | 0.00314 | 128 | 16 | 28,960 | 16 |
Qwen3.5-9B_prefill | RTX2080Ti | Qwen3.5-9B | reduce | void at::reduce_kernel<128, 4, at::ReduceOp<float, at::func_wrapper_t<float, at::sum_functor<float, float, float>::operator ()(at::TensorIterator &)::[lambda(float, float) (instance 1)]>, unsigned int, float, 4, 4>>(T3) | bf16 | false | null | null | null | 1 | 128 | null | null | null | 512 | other | 0.00861 | 128 | 1 | 64,740 | 46 |
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 | 512 | residual | 0.00234 | 128 | 1 | 9,090 | 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 | 1,024 | cast | 0.00307 | 128 | 2 | 11,900 | 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 | 1,536 | cast | 0.00307 | 128 | 3 | 13,950 | 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 | 10,752 | cast | 0.0032 | 128 | 21 | 46,720 | 16 |
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 | 10,752 | mul | 0.00317 | 128 | 21 | 33,570 | 16 |
Qwen3.5-9B_prefill | RTX2080Ti | Qwen3.5-9B | reduce | void at::reduce_kernel<512, 1, at::ReduceOp<float, at::func_wrapper_t<float, at::sum_functor<float, float, float>::operator ()(at::TensorIterator &)::[lambda(float, float) (instance 1)]>, unsigned int, float, 4, 4>>(T3) | bf16 | false | null | null | null | 1 | 128 | null | null | null | 4,096 | other | 0.00579 | 512 | 2 | 61,860 | 32 |
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 | 512 | residual | 0.00237 | 128 | 1 | 9,600 | 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 | 1,536 | cast | 0.0031 | 128 | 3 | 12,160 | 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 | 1,536 | cast | 0.00304 | 128 | 3 | 13,950 | 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 | 12,800 | cast | 0.0033 | 128 | 25 | 50,820 | 16 |
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 | 12,800 | mul | 0.0031 | 128 | 25 | 39,460 | 16 |
Qwen3.5-9B_prefill | RTX2080Ti | Qwen3.5-9B | reduce | void at::reduce_kernel<256, 2, at::ReduceOp<float, at::func_wrapper_t<float, at::sum_functor<float, float, float>::operator ()(at::TensorIterator &)::[lambda(float, float) (instance 1)]>, unsigned int, float, 4, 4>>(T3) | bf16 | false | null | null | null | 1 | 128 | null | null | null | 2,048 | other | 0.00662 | 256 | 2 | 69,280 | 36 |
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 | 512 | residual | 0.0024 | 128 | 1 | 10,110 | 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 | 1,536 | cast | 0.0031 | 128 | 3 | 12,420 | 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 | 1,536 | cast | 0.00307 | 128 | 3 | 13,950 | 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 | 15,872 | cast | 0.0033 | 128 | 31 | 54,910 | 16 |
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 | 15,872 | mul | 0.0031 | 128 | 31 | 44,320 | 16 |
Qwen3.5-9B_prefill | RTX2080Ti | Qwen3.5-9B | reduce | void at::reduce_kernel<512, 1, at::ReduceOp<float, at::func_wrapper_t<float, at::sum_functor<float, float, float>::operator ()(at::TensorIterator &)::[lambda(float, float) (instance 1)]>, unsigned int, float, 4, 4>>(T3) | bf16 | false | null | null | null | 1 | 128 | null | null | null | 4,096 | other | 0.00614 | 512 | 2 | 72,100 | 32 |
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 | 512 | residual | 0.00243 | 128 | 1 | 10,620 | 40 |
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