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_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 1,536 | 5,120 | 5,120 | 1 | 1,536 | null | null | null | null | filler_sq5k | 1.43 | 128 | 480 | 302,140,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 1,536 | 5,120 | 5,120 | 1 | 1,536 | null | null | null | null | filler_sq5k | 1.43 | 128 | 480 | 306,100,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 2,048 | 4,096 | 4,096 | 1 | 2,048 | null | null | null | null | llama8b_q_or_o | 1.33 | 128 | 512 | 217,020,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 2,048 | 4,096 | 4,096 | 1 | 2,048 | null | null | null | null | llama8b_q_or_o | 1.33 | 128 | 512 | 226,270,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 2,048 | 4,096 | 4,096 | 1 | 2,048 | null | null | null | null | llama8b_q_or_o | 1.33 | 128 | 512 | 212,350,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 2,048 | 6,144 | 4,096 | 1 | 2,048 | null | null | null | null | llama8b_qkv_fused | 1.9 | 128 | 768 | 307,650,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 2,048 | 6,144 | 4,096 | 1 | 2,048 | null | null | null | null | llama8b_qkv_fused | 1.9 | 128 | 768 | 305,790,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 2,048 | 6,144 | 4,096 | 1 | 2,048 | null | null | null | null | llama8b_qkv_fused | 1.9 | 128 | 768 | 308,150,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 2,048 | 1,024 | 4,096 | 1 | 2,048 | null | null | null | null | llama8b_kv | 0.38608 | 256 | 64 | 26,320,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 2,048 | 1,024 | 4,096 | 1 | 2,048 | null | null | null | null | llama8b_kv | 0.38608 | 256 | 64 | 26,290,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 2,048 | 1,024 | 4,096 | 1 | 2,048 | null | null | null | null | llama8b_kv | 0.38602 | 256 | 64 | 26,250,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 2,048 | 14,336 | 4,096 | 1 | 2,048 | null | null | null | null | llama8b_ffn_gate_up | 4.22 | 256 | 896 | 466,950,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 2,048 | 14,336 | 4,096 | 1 | 2,048 | null | null | null | null | llama8b_ffn_gate_up | 4.22 | 256 | 896 | 466,990,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 2,048 | 14,336 | 4,096 | 1 | 2,048 | null | null | null | null | llama8b_ffn_gate_up | 4.22 | 256 | 896 | 466,880,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 2,048 | 4,096 | 14,336 | 1 | 2,048 | null | null | null | null | llama8b_ffn_down | 4.63 | 128 | 512 | 1,700,000,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 2,048 | 4,096 | 14,336 | 1 | 2,048 | null | null | null | null | llama8b_ffn_down | 4.62 | 128 | 512 | 1,620,000,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 2,048 | 4,096 | 14,336 | 1 | 2,048 | null | null | null | null | llama8b_ffn_down | 4.63 | 128 | 512 | 1,730,000,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 2,048 | 128,256 | 4,096 | 1 | 2,048 | null | null | null | null | llama_lm_head_d4k | 37.51 | 256 | 8,016 | 3,400,000,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 2,048 | 128,256 | 4,096 | 1 | 2,048 | null | null | null | null | llama_lm_head_d4k | 37.51 | 256 | 8,016 | 3,400,000,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 2,048 | 128,256 | 4,096 | 1 | 2,048 | null | null | null | null | llama_lm_head_d4k | 37.51 | 256 | 8,016 | 3,400,000,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 2,048 | 8,192 | 8,192 | 1 | 2,048 | null | null | null | null | llama70b_q_or_o | 4.91 | 128 | 1,024 | 1,260,000,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 2,048 | 8,192 | 8,192 | 1 | 2,048 | null | null | null | null | llama70b_q_or_o | 4.91 | 128 | 1,024 | 1,290,000,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 2,048 | 8,192 | 8,192 | 1 | 2,048 | null | null | null | null | llama70b_q_or_o | 4.91 | 128 | 1,024 | 1,280,000,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 2,048 | 10,240 | 8,192 | 1 | 2,048 | null | null | null | null | llama70b_qkv_fused | 6.08 | 256 | 640 | 621,990,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 2,048 | 10,240 | 8,192 | 1 | 2,048 | null | null | null | null | llama70b_qkv_fused | 6.08 | 256 | 640 | 622,290,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 2,048 | 10,240 | 8,192 | 1 | 2,048 | null | null | null | null | llama70b_qkv_fused | 6.08 | 256 | 640 | 622,340,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 2,048 | 1,024 | 8,192 | 1 | 2,048 | null | null | null | null | llama70b_kv | 0.76365 | 256 | 64 | 51,460,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 2,048 | 1,024 | 8,192 | 1 | 2,048 | null | null | null | null | llama70b_kv | 0.7632 | 256 | 64 | 51,440,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 2,048 | 1,024 | 8,192 | 1 | 2,048 | null | null | null | null | llama70b_kv | 0.76352 | 256 | 64 | 51,490,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 2,048 | 28,672 | 8,192 | 1 | 2,048 | null | null | null | null | llama70b_ffn_gate_up | 16.7 | 256 | 1,792 | 1,770,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 2,048 | 28,672 | 8,192 | 1 | 2,048 | null | null | null | null | llama70b_ffn_gate_up | 16.7 | 256 | 1,792 | 1,770,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 2,048 | 28,672 | 8,192 | 1 | 2,048 | null | null | null | null | llama70b_ffn_gate_up | 16.7 | 256 | 1,792 | 1,770,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 2,048 | 8,192 | 28,672 | 1 | 2,048 | null | null | null | null | llama70b_ffn_down | 17.26 | 256 | 1,024 | 1,470,000,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 2,048 | 8,192 | 28,672 | 1 | 2,048 | null | null | null | null | llama70b_ffn_down | 17.26 | 256 | 1,024 | 1,470,000,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 2,048 | 8,192 | 28,672 | 1 | 2,048 | null | null | null | null | llama70b_ffn_down | 17.27 | 256 | 1,024 | 1,470,000,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 2,048 | 128,256 | 8,192 | 1 | 2,048 | null | null | null | null | llama_lm_head_d8k | 74.3 | 256 | 8,064 | 7,950,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 2,048 | 128,256 | 8,192 | 1 | 2,048 | null | null | null | null | llama_lm_head_d8k | 74.3 | 256 | 8,064 | 7,950,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 2,048 | 128,256 | 8,192 | 1 | 2,048 | null | null | null | null | llama_lm_head_d8k | 74.3 | 256 | 8,064 | 7,950,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 2,048 | 29,568 | 8,192 | 1 | 2,048 | null | null | null | null | qwen72b_ffn_gate_up | 17.45 | 256 | 1,920 | 1,830,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 2,048 | 29,568 | 8,192 | 1 | 2,048 | null | null | null | null | qwen72b_ffn_gate_up | 17.46 | 256 | 1,920 | 1,830,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 2,048 | 29,568 | 8,192 | 1 | 2,048 | null | null | null | null | qwen72b_ffn_gate_up | 17.45 | 256 | 1,920 | 1,830,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 2,048 | 8,192 | 29,568 | 1 | 2,048 | null | null | null | null | qwen72b_ffn_down | 17.8 | 256 | 1,024 | 1,510,000,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 2,048 | 8,192 | 29,568 | 1 | 2,048 | null | null | null | null | qwen72b_ffn_down | 17.8 | 256 | 1,024 | 1,510,000,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 2,048 | 8,192 | 29,568 | 1 | 2,048 | null | null | null | null | qwen72b_ffn_down | 17.8 | 256 | 1,024 | 1,510,000,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 2,048 | 152,064 | 8,192 | 1 | 2,048 | null | null | null | null | qwen72b_lm_head | 87.95 | 256 | 9,600 | 9,450,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 2,048 | 152,064 | 8,192 | 1 | 2,048 | null | null | null | null | qwen72b_lm_head | 87.95 | 256 | 9,600 | 9,440,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 2,048 | 152,064 | 8,192 | 1 | 2,048 | null | null | null | null | qwen72b_lm_head | 87.95 | 256 | 9,600 | 9,490,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 2,048 | 2,048 | 2,048 | 1 | 2,048 | null | null | null | null | filler_sq2k | 0.34454 | 128 | 512 | 55,710,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 2,048 | 2,048 | 2,048 | 1 | 2,048 | null | null | null | null | filler_sq2k | 0.34442 | 128 | 512 | 55,730,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 2,048 | 2,048 | 2,048 | 1 | 2,048 | null | null | null | null | filler_sq2k | 0.34435 | 128 | 512 | 55,570,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 2,048 | 5,120 | 5,120 | 1 | 2,048 | null | null | null | null | filler_sq5k | 1.9 | 128 | 640 | 394,330,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 2,048 | 5,120 | 5,120 | 1 | 2,048 | null | null | null | null | filler_sq5k | 1.9 | 128 | 640 | 383,160,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 2,048 | 5,120 | 5,120 | 1 | 2,048 | null | null | null | null | filler_sq5k | 1.9 | 128 | 640 | 390,630,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 3,072 | 4,096 | 4,096 | 1 | 3,072 | null | null | null | null | llama8b_q_or_o | 1.9 | 128 | 768 | 323,270,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 3,072 | 4,096 | 4,096 | 1 | 3,072 | null | null | null | null | llama8b_q_or_o | 1.9 | 128 | 768 | 303,830,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 3,072 | 4,096 | 4,096 | 1 | 3,072 | null | null | null | null | llama8b_q_or_o | 1.9 | 128 | 768 | 305,410,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 3,072 | 6,144 | 4,096 | 1 | 3,072 | null | null | null | null | llama8b_qkv_fused | 3.07 | 256 | 576 | 273,040,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 3,072 | 6,144 | 4,096 | 1 | 3,072 | null | null | null | null | llama8b_qkv_fused | 3.07 | 256 | 576 | 273,050,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 3,072 | 6,144 | 4,096 | 1 | 3,072 | null | null | null | null | llama8b_qkv_fused | 3.07 | 256 | 576 | 273,060,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 3,072 | 1,024 | 4,096 | 1 | 3,072 | null | null | null | null | llama8b_kv | 0.48371 | 128 | 384 | 79,760,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 3,072 | 1,024 | 4,096 | 1 | 3,072 | null | null | null | null | llama8b_kv | 0.48374 | 128 | 384 | 81,440,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 3,072 | 1,024 | 4,096 | 1 | 3,072 | null | null | null | null | llama8b_kv | 0.48384 | 128 | 384 | 81,230,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 3,072 | 14,336 | 4,096 | 1 | 3,072 | null | null | null | null | llama8b_ffn_gate_up | 6.51 | 256 | 1,344 | 639,840,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 3,072 | 14,336 | 4,096 | 1 | 3,072 | null | null | null | null | llama8b_ffn_gate_up | 6.52 | 256 | 1,344 | 640,170,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 3,072 | 14,336 | 4,096 | 1 | 3,072 | null | null | null | null | llama8b_ffn_gate_up | 6.51 | 256 | 1,344 | 639,950,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 3,072 | 4,096 | 14,336 | 1 | 3,072 | null | null | null | null | llama8b_ffn_down | 6.6 | 128 | 768 | 2,760,000,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 3,072 | 4,096 | 14,336 | 1 | 3,072 | null | null | null | null | llama8b_ffn_down | 6.6 | 128 | 768 | 2,510,000,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 3,072 | 4,096 | 14,336 | 1 | 3,072 | null | null | null | null | llama8b_ffn_down | 6.61 | 128 | 768 | 2,700,000,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 3,072 | 128,256 | 4,096 | 1 | 3,072 | null | null | null | null | llama_lm_head_d4k | 56.25 | 256 | 12,024 | 5,200,000,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 3,072 | 128,256 | 4,096 | 1 | 3,072 | null | null | null | null | llama_lm_head_d4k | 56.25 | 256 | 12,024 | 5,200,000,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 3,072 | 128,256 | 4,096 | 1 | 3,072 | null | null | null | null | llama_lm_head_d4k | 56.25 | 256 | 12,024 | 5,200,000,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 3,072 | 8,192 | 8,192 | 1 | 3,072 | null | null | null | null | llama70b_q_or_o | 7.18 | 128 | 1,536 | 1,860,000,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 3,072 | 8,192 | 8,192 | 1 | 3,072 | null | null | null | null | llama70b_q_or_o | 7.18 | 128 | 1,536 | 1,940,000,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 3,072 | 8,192 | 8,192 | 1 | 3,072 | null | null | null | null | llama70b_q_or_o | 7.18 | 128 | 1,536 | 1,900,000,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 3,072 | 10,240 | 8,192 | 1 | 3,072 | null | null | null | null | llama70b_qkv_fused | 9.11 | 256 | 960 | 842,480,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 3,072 | 10,240 | 8,192 | 1 | 3,072 | null | null | null | null | llama70b_qkv_fused | 9.11 | 256 | 960 | 842,450,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 3,072 | 10,240 | 8,192 | 1 | 3,072 | null | null | null | null | llama70b_qkv_fused | 9.11 | 256 | 960 | 842,880,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 3,072 | 1,024 | 8,192 | 1 | 3,072 | null | null | null | null | llama70b_kv | 0.99427 | 256 | 384 | 125,910,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 3,072 | 1,024 | 8,192 | 1 | 3,072 | null | null | null | null | llama70b_kv | 0.99434 | 256 | 384 | 125,910,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 3,072 | 1,024 | 8,192 | 1 | 3,072 | null | null | null | null | llama70b_kv | 0.99443 | 256 | 384 | 126,000,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 3,072 | 28,672 | 8,192 | 1 | 3,072 | null | null | null | null | llama70b_ffn_gate_up | 25.04 | 256 | 2,688 | 2,420,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 3,072 | 28,672 | 8,192 | 1 | 3,072 | null | null | null | null | llama70b_ffn_gate_up | 25.04 | 256 | 2,688 | 2,420,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 3,072 | 28,672 | 8,192 | 1 | 3,072 | null | null | null | null | llama70b_ffn_gate_up | 25.04 | 256 | 2,688 | 2,420,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 3,072 | 8,192 | 28,672 | 1 | 3,072 | null | null | null | null | llama70b_ffn_down | 25.17 | 256 | 1,536 | 2,360,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 3,072 | 8,192 | 28,672 | 1 | 3,072 | null | null | null | null | llama70b_ffn_down | 25.17 | 256 | 1,536 | 2,360,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 3,072 | 8,192 | 28,672 | 1 | 3,072 | null | null | null | null | llama70b_ffn_down | 25.17 | 256 | 1,536 | 2,360,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 3,072 | 128,256 | 8,192 | 1 | 3,072 | null | null | null | null | llama_lm_head_d8k | 111.44 | 256 | 12,096 | 11,000,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 3,072 | 128,256 | 8,192 | 1 | 3,072 | null | null | null | null | llama_lm_head_d8k | 111.44 | 256 | 12,096 | 11,000,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 3,072 | 128,256 | 8,192 | 1 | 3,072 | null | null | null | null | llama_lm_head_d8k | 111.44 | 256 | 12,096 | 11,000,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 3,072 | 29,568 | 8,192 | 1 | 3,072 | null | null | null | null | qwen72b_ffn_gate_up | 25.8 | 256 | 2,880 | 2,510,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 3,072 | 29,568 | 8,192 | 1 | 3,072 | null | null | null | null | qwen72b_ffn_gate_up | 25.8 | 256 | 2,880 | 2,510,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 3,072 | 29,568 | 8,192 | 1 | 3,072 | null | null | null | null | qwen72b_ffn_gate_up | 25.8 | 256 | 2,880 | 2,510,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 3,072 | 8,192 | 29,568 | 1 | 3,072 | null | null | null | null | qwen72b_ffn_down | 25.96 | 256 | 1,536 | 2,430,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 3,072 | 8,192 | 29,568 | 1 | 3,072 | null | null | null | null | qwen72b_ffn_down | 25.96 | 256 | 1,536 | 2,430,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 3,072 | 8,192 | 29,568 | 1 | 3,072 | null | null | null | null | qwen72b_ffn_down | 25.96 | 256 | 1,536 | 2,430,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 3,072 | 152,064 | 8,192 | 1 | 3,072 | null | null | null | null | qwen72b_lm_head | 131.92 | 256 | 14,400 | 13,500,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 3,072 | 152,064 | 8,192 | 1 | 3,072 | null | null | null | null | qwen72b_lm_head | 131.91 | 256 | 14,400 | 13,190,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 3,072 | 152,064 | 8,192 | 1 | 3,072 | null | null | null | null | qwen72b_lm_head | 131.91 | 256 | 14,400 | 13,140,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 3,072 | 2,048 | 2,048 | 1 | 3,072 | null | null | null | null | filler_sq2k | 0.48176 | 128 | 384 | 69,080,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 3,072 | 2,048 | 2,048 | 1 | 3,072 | null | null | null | null | filler_sq2k | 0.48221 | 128 | 384 | 67,970,000 | 234 |
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