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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_64x3_nn | bf16 | false | 16 | 1,024 | 4,096 | 1 | 16 | null | null | null | null | llama8b_kv | 0.02512 | 128 | 104 | 8,560,000 | 150 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x64_ldg8_f2f_nn | bf16 | false | 16 | 14,336 | 4,096 | 1 | 16 | null | null | null | null | llama8b_ffn_gate_up | 0.24259 | 128 | 56 | 117,630,000 | 216 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x64_ldg8_f2f_nn | bf16 | false | 16 | 14,336 | 4,096 | 1 | 16 | null | null | null | null | llama8b_ffn_gate_up | 0.24339 | 128 | 56 | 117,630,000 | 216 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x64_ldg8_f2f_nn | bf16 | false | 16 | 14,336 | 4,096 | 1 | 16 | null | null | null | null | llama8b_ffn_gate_up | 0.24355 | 128 | 56 | 117,630,000 | 216 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_64x64_sliced1x2_ldg8_f2f_stages_64x6_nn | bf16 | false | 16 | 4,096 | 14,336 | 1 | 16 | null | null | null | null | llama8b_ffn_down | 0.17331 | 128 | 64 | 117,960,000 | 146 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_64x64_sliced1x2_ldg8_f2f_stages_64x6_nn | bf16 | false | 16 | 4,096 | 14,336 | 1 | 16 | null | null | null | null | llama8b_ffn_down | 0.1735 | 128 | 64 | 117,950,000 | 146 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_64x64_sliced1x2_ldg8_f2f_stages_64x6_nn | bf16 | false | 16 | 4,096 | 14,336 | 1 | 16 | null | null | null | null | llama8b_ffn_down | 0.17347 | 128 | 64 | 117,950,000 | 146 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_32x6_nn | bf16 | false | 16 | 128,256 | 4,096 | 1 | 16 | null | null | null | null | llama_lm_head_d4k | 1.3 | 128 | 2,004 | 1,060,000,000 | 138 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_32x6_nn | bf16 | false | 16 | 128,256 | 4,096 | 1 | 16 | null | null | null | null | llama_lm_head_d4k | 1.3 | 128 | 2,004 | 1,060,000,000 | 138 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_32x6_nn | bf16 | false | 16 | 128,256 | 4,096 | 1 | 16 | null | null | null | null | llama_lm_head_d4k | 1.3 | 128 | 2,004 | 1,070,000,000 | 138 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 16 | 8,192 | 8,192 | 1 | 16 | null | null | null | null | llama70b_q_or_o | 0.20758 | 128 | 128 | 135,320,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 16 | 8,192 | 8,192 | 1 | 16 | null | null | null | null | llama70b_q_or_o | 0.20685 | 128 | 128 | 135,320,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 16 | 8,192 | 8,192 | 1 | 16 | null | null | null | null | llama70b_q_or_o | 0.20717 | 128 | 128 | 135,320,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_64x3_nn | bf16 | false | 16 | 10,240 | 8,192 | 1 | 16 | null | null | null | null | llama70b_qkv_fused | 0.19645 | 128 | 80 | 168,120,000 | 150 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_64x3_nn | bf16 | false | 16 | 10,240 | 8,192 | 1 | 16 | null | null | null | null | llama70b_qkv_fused | 0.19645 | 128 | 80 | 168,120,000 | 150 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_64x3_nn | bf16 | false | 16 | 10,240 | 8,192 | 1 | 16 | null | null | null | null | llama70b_qkv_fused | 0.19638 | 128 | 80 | 168,130,000 | 150 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_64x3_nn | bf16 | false | 16 | 1,024 | 8,192 | 1 | 16 | null | null | null | null | llama70b_kv | 0.04019 | 128 | 104 | 17,140,000 | 150 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_64x3_nn | bf16 | false | 16 | 1,024 | 8,192 | 1 | 16 | null | null | null | null | llama70b_kv | 0.04003 | 128 | 104 | 17,110,000 | 150 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_64x3_nn | bf16 | false | 16 | 1,024 | 8,192 | 1 | 16 | null | null | null | null | llama70b_kv | 0.03997 | 128 | 104 | 17,090,000 | 150 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 16 | 28,672 | 8,192 | 1 | 16 | null | null | null | null | llama70b_ffn_gate_up | 0.61334 | 128 | 448 | 473,820,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 16 | 28,672 | 8,192 | 1 | 16 | null | null | null | null | llama70b_ffn_gate_up | 0.61309 | 128 | 448 | 473,820,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 16 | 28,672 | 8,192 | 1 | 16 | null | null | null | null | llama70b_ffn_gate_up | 0.61373 | 128 | 448 | 473,820,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 16 | 8,192 | 28,672 | 1 | 16 | null | null | null | null | llama70b_ffn_down | 0.68538 | 128 | 128 | 471,690,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 16 | 8,192 | 28,672 | 1 | 16 | null | null | null | null | llama70b_ffn_down | 0.68554 | 128 | 128 | 471,700,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 16 | 8,192 | 28,672 | 1 | 16 | null | null | null | null | llama70b_ffn_down | 0.68547 | 128 | 128 | 471,700,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_32x6_nn | bf16 | false | 16 | 128,256 | 8,192 | 1 | 16 | null | null | null | null | llama_lm_head_d8k | 2.51 | 128 | 2,004 | 2,120,000,000 | 138 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_32x6_nn | bf16 | false | 16 | 128,256 | 8,192 | 1 | 16 | null | null | null | null | llama_lm_head_d8k | 2.51 | 128 | 2,004 | 2,120,000,000 | 138 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_32x6_nn | bf16 | false | 16 | 128,256 | 8,192 | 1 | 16 | null | null | null | null | llama_lm_head_d8k | 2.51 | 128 | 2,004 | 2,120,000,000 | 138 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 16 | 29,568 | 8,192 | 1 | 16 | null | null | null | null | qwen72b_ffn_gate_up | 0.61654 | 128 | 480 | 488,520,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 16 | 29,568 | 8,192 | 1 | 16 | null | null | null | null | qwen72b_ffn_gate_up | 0.61638 | 128 | 480 | 488,540,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 16 | 29,568 | 8,192 | 1 | 16 | null | null | null | null | qwen72b_ffn_gate_up | 0.61587 | 128 | 480 | 488,540,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 16 | 8,192 | 29,568 | 1 | 16 | null | null | null | null | qwen72b_ffn_down | 0.70486 | 128 | 128 | 486,480,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 16 | 8,192 | 29,568 | 1 | 16 | null | null | null | null | qwen72b_ffn_down | 0.70509 | 128 | 128 | 486,490,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 16 | 8,192 | 29,568 | 1 | 16 | null | null | null | null | qwen72b_ffn_down | 0.70582 | 128 | 128 | 486,490,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_128x64_32x6_nn_align8>(T1::Params) | bf16 | false | 16 | 152,064 | 8,192 | 1 | 16 | null | null | null | null | qwen72b_lm_head | 2.93 | 128 | 1,192 | 2,500,000,000 | 142 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_128x64_32x6_nn_align8>(T1::Params) | bf16 | false | 16 | 152,064 | 8,192 | 1 | 16 | null | null | null | null | qwen72b_lm_head | 2.93 | 128 | 1,192 | 2,500,000,000 | 142 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_128x64_32x6_nn_align8>(T1::Params) | bf16 | false | 16 | 152,064 | 8,192 | 1 | 16 | null | null | null | null | qwen72b_lm_head | 2.93 | 128 | 1,192 | 2,500,000,000 | 142 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_64x64_sliced1x2_ldg8_f2f_stages_64x5_nn | bf16 | false | 16 | 2,048 | 2,048 | 1 | 16 | null | null | null | null | filler_sq2k | 0.02922 | 128 | 32 | 8,490,000 | 146 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_64x64_sliced1x2_ldg8_f2f_stages_64x5_nn | bf16 | false | 16 | 2,048 | 2,048 | 1 | 16 | null | null | null | null | filler_sq2k | 0.02918 | 128 | 32 | 8,510,000 | 146 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_64x64_sliced1x2_ldg8_f2f_stages_64x5_nn | bf16 | false | 16 | 2,048 | 2,048 | 1 | 16 | null | null | null | null | filler_sq2k | 0.02912 | 128 | 32 | 8,510,000 | 146 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 16 | 5,120 | 5,120 | 1 | 16 | null | null | null | null | filler_sq5k | 0.07059 | 128 | 96 | 52,710,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 16 | 5,120 | 5,120 | 1 | 16 | null | null | null | null | filler_sq5k | 0.07056 | 128 | 96 | 52,730,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 16 | 5,120 | 5,120 | 1 | 16 | null | null | null | null | filler_sq5k | 0.07072 | 128 | 96 | 52,680,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_64x64_64x6_nn_align8>(T1::Params) | bf16 | false | 32 | 4,096 | 4,096 | 1 | 32 | null | null | null | null | llama8b_q_or_o | 0.05462 | 128 | 64 | 33,920,000 | 96 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_64x64_64x6_nn_align8>(T1::Params) | bf16 | false | 32 | 4,096 | 4,096 | 1 | 32 | null | null | null | null | llama8b_q_or_o | 0.05411 | 128 | 64 | 33,910,000 | 96 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_64x64_64x6_nn_align8>(T1::Params) | bf16 | false | 32 | 4,096 | 4,096 | 1 | 32 | null | null | null | null | llama8b_q_or_o | 0.05421 | 128 | 64 | 33,900,000 | 96 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_32x6_nn | bf16 | false | 32 | 6,144 | 4,096 | 1 | 32 | null | null | null | null | llama8b_qkv_fused | 0.1015 | 128 | 48 | 50,640,000 | 138 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_32x6_nn | bf16 | false | 32 | 6,144 | 4,096 | 1 | 32 | null | null | null | null | llama8b_qkv_fused | 0.10122 | 128 | 48 | 50,640,000 | 138 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_32x6_nn | bf16 | false | 32 | 6,144 | 4,096 | 1 | 32 | null | null | null | null | llama8b_qkv_fused | 0.10134 | 128 | 48 | 50,640,000 | 138 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_64x64_sliced1x2_ldg8_f2f_stages_64x5_nn | bf16 | false | 32 | 1,024 | 4,096 | 1 | 32 | null | null | null | null | llama8b_kv | 0.05296 | 128 | 16 | 8,690,000 | 146 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_64x64_sliced1x2_ldg8_f2f_stages_64x5_nn | bf16 | false | 32 | 1,024 | 4,096 | 1 | 32 | null | null | null | null | llama8b_kv | 0.05274 | 128 | 16 | 8,690,000 | 146 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_64x64_sliced1x2_ldg8_f2f_stages_64x5_nn | bf16 | false | 32 | 1,024 | 4,096 | 1 | 32 | null | null | null | null | llama8b_kv | 0.0528 | 128 | 16 | 8,710,000 | 146 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 32 | 14,336 | 4,096 | 1 | 32 | null | null | null | null | llama8b_ffn_gate_up | 0.19885 | 128 | 56 | 117,830,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 32 | 14,336 | 4,096 | 1 | 32 | null | null | null | null | llama8b_ffn_gate_up | 0.19891 | 128 | 56 | 117,840,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 32 | 14,336 | 4,096 | 1 | 32 | null | null | null | null | llama8b_ffn_gate_up | 0.19907 | 128 | 56 | 117,820,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_64x64_64x6_nn_align8>(T1::Params) | bf16 | false | 32 | 4,096 | 14,336 | 1 | 32 | null | null | null | null | llama8b_ffn_down | 0.1745 | 128 | 64 | 118,450,000 | 96 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_64x64_64x6_nn_align8>(T1::Params) | bf16 | false | 32 | 4,096 | 14,336 | 1 | 32 | null | null | null | null | llama8b_ffn_down | 0.17462 | 128 | 64 | 118,460,000 | 96 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_64x64_64x6_nn_align8>(T1::Params) | bf16 | false | 32 | 4,096 | 14,336 | 1 | 32 | null | null | null | null | llama8b_ffn_down | 0.17475 | 128 | 64 | 118,430,000 | 96 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_32x6_nn | bf16 | false | 32 | 128,256 | 4,096 | 1 | 32 | null | null | null | null | llama_lm_head_d4k | 1.31 | 128 | 1,002 | 1,060,000,000 | 138 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_32x6_nn | bf16 | false | 32 | 128,256 | 4,096 | 1 | 32 | null | null | null | null | llama_lm_head_d4k | 1.31 | 128 | 1,002 | 1,060,000,000 | 138 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_32x6_nn | bf16 | false | 32 | 128,256 | 4,096 | 1 | 32 | null | null | null | null | llama_lm_head_d4k | 1.31 | 128 | 1,002 | 1,060,000,000 | 138 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_64x3_nn | bf16 | false | 32 | 8,192 | 8,192 | 1 | 32 | null | null | null | null | llama70b_q_or_o | 0.19594 | 128 | 64 | 134,820,000 | 150 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_64x3_nn | bf16 | false | 32 | 8,192 | 8,192 | 1 | 32 | null | null | null | null | llama70b_q_or_o | 0.19568 | 128 | 64 | 134,790,000 | 150 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_64x3_nn | bf16 | false | 32 | 8,192 | 8,192 | 1 | 32 | null | null | null | null | llama70b_q_or_o | 0.19584 | 128 | 64 | 134,800,000 | 150 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_64x3_nn | bf16 | false | 32 | 10,240 | 8,192 | 1 | 32 | null | null | null | null | llama70b_qkv_fused | 0.19651 | 128 | 80 | 168,350,000 | 150 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_64x3_nn | bf16 | false | 32 | 10,240 | 8,192 | 1 | 32 | null | null | null | null | llama70b_qkv_fused | 0.19661 | 128 | 80 | 168,350,000 | 150 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_64x3_nn | bf16 | false | 32 | 10,240 | 8,192 | 1 | 32 | null | null | null | null | llama70b_qkv_fused | 0.19654 | 128 | 80 | 168,350,000 | 150 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_64x64_32x6_nn_align8>(T1::Params) | bf16 | false | 32 | 1,024 | 8,192 | 1 | 32 | null | null | null | null | llama70b_kv | 0.03101 | 128 | 256 | 17,650,000 | 94 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_64x64_32x6_nn_align8>(T1::Params) | bf16 | false | 32 | 1,024 | 8,192 | 1 | 32 | null | null | null | null | llama70b_kv | 0.03094 | 128 | 256 | 17,660,000 | 94 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_64x64_32x6_nn_align8>(T1::Params) | bf16 | false | 32 | 1,024 | 8,192 | 1 | 32 | null | null | null | null | llama70b_kv | 0.03165 | 128 | 256 | 17,640,000 | 94 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_128x64_32x6_nn_align8>(T1::Params) | bf16 | false | 32 | 28,672 | 8,192 | 1 | 32 | null | null | null | null | llama70b_ffn_gate_up | 0.62157 | 128 | 672 | 480,900,000 | 142 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_128x64_32x6_nn_align8>(T1::Params) | bf16 | false | 32 | 28,672 | 8,192 | 1 | 32 | null | null | null | null | llama70b_ffn_gate_up | 0.62182 | 128 | 672 | 481,570,000 | 142 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_128x64_32x6_nn_align8>(T1::Params) | bf16 | false | 32 | 28,672 | 8,192 | 1 | 32 | null | null | null | null | llama70b_ffn_gate_up | 0.62147 | 128 | 672 | 481,310,000 | 142 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_sliced1x2_ldg8_f2f_stages_64x3_nn | bf16 | false | 32 | 8,192 | 28,672 | 1 | 32 | null | null | null | null | llama70b_ffn_down | 0.67434 | 128 | 64 | 471,660,000 | 226 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_sliced1x2_ldg8_f2f_stages_64x3_nn | bf16 | false | 32 | 8,192 | 28,672 | 1 | 32 | null | null | null | null | llama70b_ffn_down | 0.67485 | 128 | 64 | 471,710,000 | 226 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_sliced1x2_ldg8_f2f_stages_64x3_nn | bf16 | false | 32 | 8,192 | 28,672 | 1 | 32 | null | null | null | null | llama70b_ffn_down | 0.67466 | 128 | 64 | 471,680,000 | 226 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_32x6_nn | bf16 | false | 32 | 128,256 | 8,192 | 1 | 32 | null | null | null | null | llama_lm_head_d8k | 2.56 | 128 | 1,002 | 2,120,000,000 | 138 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_32x6_nn | bf16 | false | 32 | 128,256 | 8,192 | 1 | 32 | null | null | null | null | llama_lm_head_d8k | 2.56 | 128 | 1,002 | 2,120,000,000 | 138 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_32x6_nn | bf16 | false | 32 | 128,256 | 8,192 | 1 | 32 | null | null | null | null | llama_lm_head_d8k | 2.56 | 128 | 1,002 | 2,120,000,000 | 138 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 32 | 29,568 | 8,192 | 1 | 32 | null | null | null | null | qwen72b_ffn_gate_up | 0.77853 | 128 | 120 | 486,960,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 32 | 29,568 | 8,192 | 1 | 32 | null | null | null | null | qwen72b_ffn_gate_up | 0.77811 | 128 | 120 | 486,950,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 32 | 29,568 | 8,192 | 1 | 32 | null | null | null | null | qwen72b_ffn_gate_up | 0.77901 | 128 | 120 | 486,950,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_sliced1x2_ldg8_f2f_stages_64x3_nn | bf16 | false | 32 | 8,192 | 29,568 | 1 | 32 | null | null | null | null | qwen72b_ffn_down | 0.69552 | 128 | 64 | 486,400,000 | 226 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_sliced1x2_ldg8_f2f_stages_64x3_nn | bf16 | false | 32 | 8,192 | 29,568 | 1 | 32 | null | null | null | null | qwen72b_ffn_down | 0.69504 | 128 | 64 | 486,400,000 | 226 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_sliced1x2_ldg8_f2f_stages_64x3_nn | bf16 | false | 32 | 8,192 | 29,568 | 1 | 32 | null | null | null | null | qwen72b_ffn_down | 0.69549 | 128 | 64 | 486,410,000 | 226 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_32x6_nn | bf16 | false | 32 | 152,064 | 8,192 | 1 | 32 | null | null | null | null | qwen72b_lm_head | 2.94 | 128 | 1,188 | 2,510,000,000 | 138 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_32x6_nn | bf16 | false | 32 | 152,064 | 8,192 | 1 | 32 | null | null | null | null | qwen72b_lm_head | 2.94 | 128 | 1,188 | 2,520,000,000 | 138 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_32x6_nn | bf16 | false | 32 | 152,064 | 8,192 | 1 | 32 | null | null | null | null | qwen72b_lm_head | 2.95 | 128 | 1,188 | 2,510,000,000 | 138 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_64x64_sliced1x2_ldg8_f2f_stages_64x6_nn | bf16 | false | 32 | 2,048 | 2,048 | 1 | 32 | null | null | null | null | filler_sq2k | 0.02928 | 128 | 32 | 8,560,000 | 146 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_64x64_sliced1x2_ldg8_f2f_stages_64x6_nn | bf16 | false | 32 | 2,048 | 2,048 | 1 | 32 | null | null | null | null | filler_sq2k | 0.02931 | 128 | 32 | 8,560,000 | 146 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_64x64_sliced1x2_ldg8_f2f_stages_64x6_nn | bf16 | false | 32 | 2,048 | 2,048 | 1 | 32 | null | null | null | null | filler_sq2k | 0.02928 | 128 | 32 | 8,560,000 | 146 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_64x64_64x6_nn_align8>(T1::Params) | bf16 | false | 32 | 5,120 | 5,120 | 1 | 32 | null | null | null | null | filler_sq5k | 0.06736 | 128 | 80 | 52,830,000 | 96 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_64x64_64x6_nn_align8>(T1::Params) | bf16 | false | 32 | 5,120 | 5,120 | 1 | 32 | null | null | null | null | filler_sq5k | 0.06714 | 128 | 80 | 52,820,000 | 96 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_64x64_64x6_nn_align8>(T1::Params) | bf16 | false | 32 | 5,120 | 5,120 | 1 | 32 | null | null | null | null | filler_sq5k | 0.06704 | 128 | 80 | 52,810,000 | 96 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_64x3_nn | bf16 | false | 64 | 4,096 | 4,096 | 1 | 64 | null | null | null | null | llama8b_q_or_o | 0.05728 | 128 | 64 | 34,130,000 | 150 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_64x3_nn | bf16 | false | 64 | 4,096 | 4,096 | 1 | 64 | null | null | null | null | llama8b_q_or_o | 0.05725 | 128 | 64 | 34,140,000 | 150 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_64x3_nn | bf16 | false | 64 | 4,096 | 4,096 | 1 | 64 | null | null | null | null | llama8b_q_or_o | 0.05699 | 128 | 64 | 34,120,000 | 150 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_64x3_nn | bf16 | false | 64 | 6,144 | 4,096 | 1 | 64 | null | null | null | null | llama8b_qkv_fused | 0.10144 | 128 | 48 | 50,950,000 | 150 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_64x3_nn | bf16 | false | 64 | 6,144 | 4,096 | 1 | 64 | null | null | null | null | llama8b_qkv_fused | 0.10125 | 128 | 48 | 50,950,000 | 150 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_64x3_nn | bf16 | false | 64 | 6,144 | 4,096 | 1 | 64 | null | null | null | null | llama8b_qkv_fused | 0.10141 | 128 | 48 | 50,910,000 | 150 |
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