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 | 64 | 1,024 | 4,096 | 1 | 64 | null | null | null | null | llama8b_kv | 0.01869 | 128 | 64 | 8,950,000 | 150 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_64x3_nn | bf16 | false | 64 | 1,024 | 4,096 | 1 | 64 | null | null | null | null | llama8b_kv | 0.01866 | 128 | 64 | 8,950,000 | 150 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_64x3_nn | bf16 | false | 64 | 1,024 | 4,096 | 1 | 64 | null | null | null | null | llama8b_kv | 0.01859 | 128 | 64 | 8,950,000 | 150 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_s16816gemm_bf16_256x128_ldg8_stages_32x3_nn | bf16 | false | 64 | 14,336 | 4,096 | 1 | 64 | null | null | null | null | llama8b_ffn_gate_up | 0.39408 | 256 | 112 | 123,660,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_s16816gemm_bf16_256x128_ldg8_stages_32x3_nn | bf16 | false | 64 | 14,336 | 4,096 | 1 | 64 | null | null | null | null | llama8b_ffn_gate_up | 0.39357 | 256 | 112 | 123,670,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_s16816gemm_bf16_256x128_ldg8_stages_32x3_nn | bf16 | false | 64 | 14,336 | 4,096 | 1 | 64 | null | null | null | null | llama8b_ffn_gate_up | 0.39395 | 256 | 112 | 123,660,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_64x3_nn | bf16 | false | 64 | 4,096 | 14,336 | 1 | 64 | null | null | null | null | llama8b_ffn_down | 0.17514 | 128 | 64 | 119,330,000 | 150 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_64x3_nn | bf16 | false | 64 | 4,096 | 14,336 | 1 | 64 | null | null | null | null | llama8b_ffn_down | 0.17539 | 128 | 64 | 119,330,000 | 150 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_64x3_nn | bf16 | false | 64 | 4,096 | 14,336 | 1 | 64 | null | null | null | null | llama8b_ffn_down | 0.17533 | 128 | 64 | 119,330,000 | 150 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_32x6_nn | bf16 | false | 64 | 128,256 | 4,096 | 1 | 64 | null | null | null | null | llama_lm_head_d4k | 1.33 | 128 | 1,002 | 1,080,000,000 | 138 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_32x6_nn | bf16 | false | 64 | 128,256 | 4,096 | 1 | 64 | null | null | null | null | llama_lm_head_d4k | 1.32 | 128 | 1,002 | 1,070,000,000 | 138 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_32x6_nn | bf16 | false | 64 | 128,256 | 4,096 | 1 | 64 | null | null | null | null | llama_lm_head_d4k | 1.32 | 128 | 1,002 | 1,070,000,000 | 138 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 64 | 8,192 | 8,192 | 1 | 64 | null | null | null | null | llama70b_q_or_o | 0.33485 | 256 | 160 | 137,660,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 64 | 8,192 | 8,192 | 1 | 64 | null | null | null | null | llama70b_q_or_o | 0.33469 | 256 | 160 | 137,650,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 64 | 8,192 | 8,192 | 1 | 64 | null | null | null | null | llama70b_q_or_o | 0.33478 | 256 | 160 | 137,680,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_128x64_64x3_nn_align8>(T1::Params) | bf16 | false | 64 | 10,240 | 8,192 | 1 | 64 | null | null | null | null | llama70b_qkv_fused | 0.19955 | 128 | 80 | 168,970,000 | 150 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_128x64_64x3_nn_align8>(T1::Params) | bf16 | false | 64 | 10,240 | 8,192 | 1 | 64 | null | null | null | null | llama70b_qkv_fused | 0.1992 | 128 | 80 | 168,910,000 | 150 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_128x64_64x3_nn_align8>(T1::Params) | bf16 | false | 64 | 10,240 | 8,192 | 1 | 64 | null | null | null | null | llama70b_qkv_fused | 0.1991 | 128 | 80 | 168,910,000 | 150 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_64x3_nn | bf16 | false | 64 | 1,024 | 8,192 | 1 | 64 | null | null | null | null | llama70b_kv | 0.03107 | 128 | 64 | 17,860,000 | 150 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_64x3_nn | bf16 | false | 64 | 1,024 | 8,192 | 1 | 64 | null | null | null | null | llama70b_kv | 0.03104 | 128 | 64 | 17,860,000 | 150 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_64x3_nn | bf16 | false | 64 | 1,024 | 8,192 | 1 | 64 | null | null | null | null | llama70b_kv | 0.0311 | 128 | 64 | 17,870,000 | 150 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x64_ldg8_f2f_nn | bf16 | false | 64 | 28,672 | 8,192 | 1 | 64 | null | null | null | null | llama70b_ffn_gate_up | 1.02 | 128 | 112 | 474,580,000 | 216 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x64_ldg8_f2f_nn | bf16 | false | 64 | 28,672 | 8,192 | 1 | 64 | null | null | null | null | llama70b_ffn_gate_up | 1.02 | 128 | 112 | 474,610,000 | 216 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x64_ldg8_f2f_nn | bf16 | false | 64 | 28,672 | 8,192 | 1 | 64 | null | null | null | null | llama70b_ffn_gate_up | 1.02 | 128 | 112 | 474,610,000 | 216 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_sliced1x2_ldg8_f2f_stages_64x3_nn | bf16 | false | 64 | 8,192 | 28,672 | 1 | 64 | null | null | null | null | llama70b_ffn_down | 0.67475 | 128 | 64 | 473,490,000 | 226 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_sliced1x2_ldg8_f2f_stages_64x3_nn | bf16 | false | 64 | 8,192 | 28,672 | 1 | 64 | null | null | null | null | llama70b_ffn_down | 0.67485 | 128 | 64 | 473,500,000 | 226 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_sliced1x2_ldg8_f2f_stages_64x3_nn | bf16 | false | 64 | 8,192 | 28,672 | 1 | 64 | null | null | null | null | llama70b_ffn_down | 0.6743 | 128 | 64 | 473,490,000 | 226 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_32x6_nn | bf16 | false | 64 | 128,256 | 8,192 | 1 | 64 | null | null | null | null | llama_lm_head_d8k | 2.57 | 128 | 1,002 | 2,130,000,000 | 138 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_32x6_nn | bf16 | false | 64 | 128,256 | 8,192 | 1 | 64 | null | null | null | null | llama_lm_head_d8k | 2.57 | 128 | 1,002 | 2,130,000,000 | 138 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_32x6_nn | bf16 | false | 64 | 128,256 | 8,192 | 1 | 64 | null | null | null | null | llama_lm_head_d8k | 2.57 | 128 | 1,002 | 2,130,000,000 | 138 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 64 | 29,568 | 8,192 | 1 | 64 | null | null | null | null | qwen72b_ffn_gate_up | 0.77949 | 128 | 120 | 489,370,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 64 | 29,568 | 8,192 | 1 | 64 | null | null | null | null | qwen72b_ffn_gate_up | 0.7793 | 128 | 120 | 489,350,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 64 | 29,568 | 8,192 | 1 | 64 | null | null | null | null | qwen72b_ffn_gate_up | 0.78 | 128 | 120 | 489,360,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_sliced1x2_ldg8_f2f_stages_64x3_nn | bf16 | false | 64 | 8,192 | 29,568 | 1 | 64 | null | null | null | null | qwen72b_ffn_down | 0.69619 | 128 | 64 | 488,280,000 | 226 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_sliced1x2_ldg8_f2f_stages_64x3_nn | bf16 | false | 64 | 8,192 | 29,568 | 1 | 64 | null | null | null | null | qwen72b_ffn_down | 0.69622 | 128 | 64 | 488,290,000 | 226 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_sliced1x2_ldg8_f2f_stages_64x3_nn | bf16 | false | 64 | 8,192 | 29,568 | 1 | 64 | null | null | null | null | qwen72b_ffn_down | 0.69613 | 128 | 64 | 488,290,000 | 226 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_32x6_nn | bf16 | false | 64 | 152,064 | 8,192 | 1 | 64 | null | null | null | null | qwen72b_lm_head | 2.97 | 128 | 1,188 | 2,550,000,000 | 138 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_32x6_nn | bf16 | false | 64 | 152,064 | 8,192 | 1 | 64 | null | null | null | null | qwen72b_lm_head | 2.97 | 128 | 1,188 | 2,540,000,000 | 138 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_32x6_nn | bf16 | false | 64 | 152,064 | 8,192 | 1 | 64 | null | null | null | null | qwen72b_lm_head | 2.98 | 128 | 1,188 | 2,560,000,000 | 138 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_64x3_nn | bf16 | false | 64 | 2,048 | 2,048 | 1 | 64 | null | null | null | null | filler_sq2k | 0.01776 | 128 | 80 | 8,730,000 | 150 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_64x3_nn | bf16 | false | 64 | 2,048 | 2,048 | 1 | 64 | null | null | null | null | filler_sq2k | 0.01776 | 128 | 80 | 8,710,000 | 150 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_64x3_nn | bf16 | false | 64 | 2,048 | 2,048 | 1 | 64 | null | null | null | null | filler_sq2k | 0.01798 | 128 | 80 | 8,690,000 | 150 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_64x64_sliced1x2_ldg8_f2f_stages_64x5_nn | bf16 | false | 64 | 5,120 | 5,120 | 1 | 64 | null | null | null | null | filler_sq5k | 0.08058 | 128 | 80 | 53,130,000 | 146 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_64x64_sliced1x2_ldg8_f2f_stages_64x5_nn | bf16 | false | 64 | 5,120 | 5,120 | 1 | 64 | null | null | null | null | filler_sq5k | 0.08038 | 128 | 80 | 53,130,000 | 146 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_64x64_sliced1x2_ldg8_f2f_stages_64x5_nn | bf16 | false | 64 | 5,120 | 5,120 | 1 | 64 | null | null | null | null | filler_sq5k | 0.08032 | 128 | 80 | 53,130,000 | 146 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_32x6_nn | bf16 | false | 128 | 4,096 | 4,096 | 1 | 128 | null | null | null | null | llama8b_q_or_o | 0.10099 | 128 | 64 | 34,650,000 | 138 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_32x6_nn | bf16 | false | 128 | 4,096 | 4,096 | 1 | 128 | null | null | null | null | llama8b_q_or_o | 0.10102 | 128 | 64 | 34,650,000 | 138 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_32x6_nn | bf16 | false | 128 | 4,096 | 4,096 | 1 | 128 | null | null | null | null | llama8b_q_or_o | 0.10106 | 128 | 64 | 34,650,000 | 138 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 128 | 6,144 | 4,096 | 1 | 128 | null | null | null | null | llama8b_qkv_fused | 0.15146 | 256 | 72 | 51,430,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 128 | 6,144 | 4,096 | 1 | 128 | null | null | null | null | llama8b_qkv_fused | 0.1513 | 256 | 72 | 51,460,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 128 | 6,144 | 4,096 | 1 | 128 | null | null | null | null | llama8b_qkv_fused | 0.15123 | 256 | 72 | 51,450,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x128_ldg8_f2f_stages_64x3_nn | bf16 | false | 128 | 1,024 | 4,096 | 1 | 128 | null | null | null | null | llama8b_kv | 0.0433 | 128 | 88 | 9,650,000 | 238 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x128_ldg8_f2f_stages_64x3_nn | bf16 | false | 128 | 1,024 | 4,096 | 1 | 128 | null | null | null | null | llama8b_kv | 0.04304 | 128 | 88 | 9,640,000 | 238 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x128_ldg8_f2f_stages_64x3_nn | bf16 | false | 128 | 1,024 | 4,096 | 1 | 128 | null | null | null | null | llama8b_kv | 0.04304 | 128 | 88 | 9,590,000 | 238 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 128 | 14,336 | 4,096 | 1 | 128 | null | null | null | null | llama8b_ffn_gate_up | 0.39715 | 256 | 112 | 125,430,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 128 | 14,336 | 4,096 | 1 | 128 | null | null | null | null | llama8b_ffn_gate_up | 0.39706 | 256 | 112 | 125,340,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 128 | 14,336 | 4,096 | 1 | 128 | null | null | null | null | llama8b_ffn_gate_up | 0.3967 | 256 | 112 | 125,400,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_32x6_nn | bf16 | false | 128 | 4,096 | 14,336 | 1 | 128 | null | null | null | null | llama8b_ffn_down | 0.3375 | 128 | 64 | 121,160,000 | 138 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_32x6_nn | bf16 | false | 128 | 4,096 | 14,336 | 1 | 128 | null | null | null | null | llama8b_ffn_down | 0.33741 | 128 | 64 | 121,160,000 | 138 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_32x6_nn | bf16 | false | 128 | 4,096 | 14,336 | 1 | 128 | null | null | null | null | llama8b_ffn_down | 0.33734 | 128 | 64 | 121,160,000 | 138 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 128 | 128,256 | 4,096 | 1 | 128 | null | null | null | null | llama_lm_head_d4k | 2.69 | 256 | 501 | 1,090,000,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 128 | 128,256 | 4,096 | 1 | 128 | null | null | null | null | llama_lm_head_d4k | 2.69 | 256 | 501 | 1,090,000,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 128 | 128,256 | 4,096 | 1 | 128 | null | null | null | null | llama_lm_head_d4k | 2.69 | 256 | 501 | 1,090,000,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_128x128_32x5_nn_align8>(T1::Params) | bf16 | false | 128 | 8,192 | 8,192 | 1 | 128 | null | null | null | null | llama70b_q_or_o | 0.38691 | 128 | 64 | 136,430,000 | 224 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_128x128_32x5_nn_align8>(T1::Params) | bf16 | false | 128 | 8,192 | 8,192 | 1 | 128 | null | null | null | null | llama70b_q_or_o | 0.38704 | 128 | 64 | 136,430,000 | 224 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_128x128_32x5_nn_align8>(T1::Params) | bf16 | false | 128 | 8,192 | 8,192 | 1 | 128 | null | null | null | null | llama70b_q_or_o | 0.38675 | 128 | 64 | 136,430,000 | 224 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 128 | 10,240 | 8,192 | 1 | 128 | null | null | null | null | llama70b_qkv_fused | 0.3944 | 256 | 80 | 170,300,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 128 | 10,240 | 8,192 | 1 | 128 | null | null | null | null | llama70b_qkv_fused | 0.39389 | 256 | 80 | 169,970,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 128 | 10,240 | 8,192 | 1 | 128 | null | null | null | null | llama70b_qkv_fused | 0.39389 | 256 | 80 | 170,290,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x128_ldg8_f2f_stages_32x5_nn | bf16 | false | 128 | 1,024 | 8,192 | 1 | 128 | null | null | null | null | llama70b_kv | 0.0777 | 128 | 96 | 19,280,000 | 222 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x128_ldg8_f2f_stages_32x5_nn | bf16 | false | 128 | 1,024 | 8,192 | 1 | 128 | null | null | null | null | llama70b_kv | 0.07773 | 128 | 96 | 19,290,000 | 222 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x128_ldg8_f2f_stages_32x5_nn | bf16 | false | 128 | 1,024 | 8,192 | 1 | 128 | null | null | null | null | llama70b_kv | 0.07741 | 128 | 96 | 19,320,000 | 222 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_128x128_32x4_nn_align8>(T1::Params) | bf16 | false | 128 | 28,672 | 8,192 | 1 | 128 | null | null | null | null | llama70b_ffn_gate_up | 1.15 | 128 | 224 | 481,680,000 | 224 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_128x128_32x4_nn_align8>(T1::Params) | bf16 | false | 128 | 28,672 | 8,192 | 1 | 128 | null | null | null | null | llama70b_ffn_gate_up | 1.15 | 128 | 224 | 481,590,000 | 224 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_128x128_32x4_nn_align8>(T1::Params) | bf16 | false | 128 | 28,672 | 8,192 | 1 | 128 | null | null | null | null | llama70b_ffn_gate_up | 1.15 | 128 | 224 | 481,600,000 | 224 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 128 | 8,192 | 28,672 | 1 | 128 | null | null | null | null | llama70b_ffn_down | 1.35 | 256 | 256 | 491,120,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 128 | 8,192 | 28,672 | 1 | 128 | null | null | null | null | llama70b_ffn_down | 1.35 | 256 | 256 | 491,120,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 128 | 8,192 | 28,672 | 1 | 128 | null | null | null | null | llama70b_ffn_down | 1.35 | 256 | 256 | 491,170,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 128 | 128,256 | 8,192 | 1 | 128 | null | null | null | null | llama_lm_head_d8k | 5.32 | 256 | 504 | 2,150,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 128 | 128,256 | 8,192 | 1 | 128 | null | null | null | null | llama_lm_head_d8k | 5.32 | 256 | 504 | 2,150,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 128 | 128,256 | 8,192 | 1 | 128 | null | null | null | null | llama_lm_head_d8k | 5.32 | 256 | 504 | 2,150,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x128_ldg8_f2f_stages_64x3_nn | bf16 | false | 128 | 29,568 | 8,192 | 1 | 128 | null | null | null | null | qwen72b_ffn_gate_up | 1.16 | 128 | 231 | 496,320,000 | 238 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x128_ldg8_f2f_stages_64x3_nn | bf16 | false | 128 | 29,568 | 8,192 | 1 | 128 | null | null | null | null | qwen72b_ffn_gate_up | 1.16 | 128 | 231 | 496,260,000 | 238 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x128_ldg8_f2f_stages_64x3_nn | bf16 | false | 128 | 29,568 | 8,192 | 1 | 128 | null | null | null | null | qwen72b_ffn_gate_up | 1.16 | 128 | 231 | 496,290,000 | 238 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 128 | 8,192 | 29,568 | 1 | 128 | null | null | null | null | qwen72b_ffn_down | 1.39 | 256 | 256 | 506,130,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 128 | 8,192 | 29,568 | 1 | 128 | null | null | null | null | qwen72b_ffn_down | 1.39 | 256 | 256 | 506,140,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 128 | 8,192 | 29,568 | 1 | 128 | null | null | null | null | qwen72b_ffn_down | 1.39 | 256 | 256 | 506,190,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 128 | 152,064 | 8,192 | 1 | 128 | null | null | null | null | qwen72b_lm_head | 6.08 | 256 | 600 | 2,550,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 128 | 152,064 | 8,192 | 1 | 128 | null | null | null | null | qwen72b_lm_head | 6.08 | 256 | 600 | 2,550,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 128 | 152,064 | 8,192 | 1 | 128 | null | null | null | null | qwen72b_lm_head | 6.08 | 256 | 600 | 2,550,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_64x64_sliced1x2_ldg8_f2f_stages_64x5_nn | bf16 | false | 128 | 2,048 | 2,048 | 1 | 128 | null | null | null | null | filler_sq2k | 0.03062 | 128 | 64 | 8,970,000 | 146 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_64x64_sliced1x2_ldg8_f2f_stages_64x5_nn | bf16 | false | 128 | 2,048 | 2,048 | 1 | 128 | null | null | null | null | filler_sq2k | 0.03059 | 128 | 64 | 8,950,000 | 146 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_64x64_sliced1x2_ldg8_f2f_stages_64x5_nn | bf16 | false | 128 | 2,048 | 2,048 | 1 | 128 | null | null | null | null | filler_sq2k | 0.03078 | 128 | 64 | 8,950,000 | 146 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_32x6_nn | bf16 | false | 128 | 5,120 | 5,120 | 1 | 128 | null | null | null | null | filler_sq5k | 0.12515 | 128 | 80 | 53,790,000 | 138 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_32x6_nn | bf16 | false | 128 | 5,120 | 5,120 | 1 | 128 | null | null | null | null | filler_sq5k | 0.12499 | 128 | 80 | 53,790,000 | 138 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_32x6_nn | bf16 | false | 128 | 5,120 | 5,120 | 1 | 128 | null | null | null | null | filler_sq5k | 0.12483 | 128 | 80 | 53,790,000 | 138 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 256 | 4,096 | 4,096 | 1 | 256 | null | null | null | null | llama8b_q_or_o | 0.1689 | 128 | 384 | 56,230,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 256 | 4,096 | 4,096 | 1 | 256 | null | null | null | null | llama8b_q_or_o | 0.16918 | 128 | 384 | 56,190,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 256 | 4,096 | 4,096 | 1 | 256 | null | null | null | null | llama8b_q_or_o | 0.16909 | 128 | 384 | 56,320,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 256 | 6,144 | 4,096 | 1 | 256 | null | null | null | null | llama8b_qkv_fused | 0.28115 | 256 | 144 | 60,590,000 | 218 |
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