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_64x64_sliced1x2_ldg8_f2f_stages_64x6_nn | bf16 | false | 1 | 4,096 | 14,336 | 1 | 1 | null | null | null | null | llama8b_ffn_down | 0.1727 | 128 | 64 | 117,590,000 | 146 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_64x64_sliced1x2_ldg8_f2f_stages_64x6_nn | bf16 | false | 1 | 4,096 | 14,336 | 1 | 1 | null | null | null | null | llama8b_ffn_down | 0.17277 | 128 | 64 | 117,530,000 | 146 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_64x64_sliced1x2_ldg8_f2f_stages_64x6_nn | bf16 | false | 1 | 4,096 | 14,336 | 1 | 1 | null | null | null | null | llama8b_ffn_down | 0.17261 | 128 | 64 | 117,520,000 | 146 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 1 | 128,256 | 4,096 | 1 | 1 | null | null | null | null | llama_lm_head_d4k | 1.33 | 128 | 1,512 | 1,050,000,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 1 | 128,256 | 4,096 | 1 | 1 | null | null | null | null | llama_lm_head_d4k | 1.33 | 128 | 1,512 | 1,050,000,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 1 | 128,256 | 4,096 | 1 | 1 | null | null | null | null | llama_lm_head_d4k | 1.33 | 128 | 1,512 | 1,050,000,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_64x3_nn | bf16 | false | 1 | 8,192 | 8,192 | 1 | 1 | null | null | null | null | llama70b_q_or_o | 0.19571 | 128 | 64 | 134,290,000 | 150 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_64x3_nn | bf16 | false | 1 | 8,192 | 8,192 | 1 | 1 | null | null | null | null | llama70b_q_or_o | 0.19558 | 128 | 64 | 134,290,000 | 150 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_64x3_nn | bf16 | false | 1 | 8,192 | 8,192 | 1 | 1 | null | null | null | null | llama70b_q_or_o | 0.19587 | 128 | 64 | 134,290,000 | 150 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 1 | 10,240 | 8,192 | 1 | 1 | null | null | null | null | llama70b_qkv_fused | 0.20922 | 128 | 160 | 167,930,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 1 | 10,240 | 8,192 | 1 | 1 | null | null | null | null | llama70b_qkv_fused | 0.2087 | 128 | 160 | 167,940,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 1 | 10,240 | 8,192 | 1 | 1 | null | null | null | null | llama70b_qkv_fused | 0.20829 | 128 | 160 | 167,930,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_64x3_nn | bf16 | false | 1 | 1,024 | 8,192 | 1 | 1 | null | null | null | null | llama70b_kv | 0.02982 | 128 | 72 | 16,840,000 | 150 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_64x3_nn | bf16 | false | 1 | 1,024 | 8,192 | 1 | 1 | null | null | null | null | llama70b_kv | 0.03005 | 128 | 72 | 16,850,000 | 150 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_64x3_nn | bf16 | false | 1 | 1,024 | 8,192 | 1 | 1 | null | null | null | null | llama70b_kv | 0.02992 | 128 | 72 | 16,850,000 | 150 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 1 | 28,672 | 8,192 | 1 | 1 | null | null | null | null | llama70b_ffn_gate_up | 0.61168 | 128 | 448 | 470,140,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 1 | 28,672 | 8,192 | 1 | 1 | null | null | null | null | llama70b_ffn_gate_up | 0.61037 | 128 | 448 | 470,220,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 1 | 28,672 | 8,192 | 1 | 1 | null | null | null | null | llama70b_ffn_gate_up | 0.60989 | 128 | 448 | 470,160,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 1 | 8,192 | 28,672 | 1 | 1 | null | null | null | null | llama70b_ffn_down | 0.5976 | 128 | 768 | 470,350,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 1 | 8,192 | 28,672 | 1 | 1 | null | null | null | null | llama70b_ffn_down | 0.59715 | 128 | 768 | 470,360,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 1 | 8,192 | 28,672 | 1 | 1 | null | null | null | null | llama70b_ffn_down | 0.59661 | 128 | 768 | 470,420,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 1 | 128,256 | 8,192 | 1 | 1 | null | null | null | null | llama_lm_head_d8k | 2.54 | 128 | 1,512 | 2,100,000,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 1 | 128,256 | 8,192 | 1 | 1 | null | null | null | null | llama_lm_head_d8k | 2.54 | 128 | 1,512 | 2,100,000,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 1 | 128,256 | 8,192 | 1 | 1 | null | null | null | null | llama_lm_head_d8k | 2.54 | 128 | 1,512 | 2,100,000,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 1 | 29,568 | 8,192 | 1 | 1 | null | null | null | null | qwen72b_ffn_gate_up | 0.61194 | 128 | 480 | 484,840,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 1 | 29,568 | 8,192 | 1 | 1 | null | null | null | null | qwen72b_ffn_gate_up | 0.61235 | 128 | 480 | 484,860,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 1 | 29,568 | 8,192 | 1 | 1 | null | null | null | null | qwen72b_ffn_gate_up | 0.61146 | 128 | 480 | 484,890,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 1 | 8,192 | 29,568 | 1 | 1 | null | null | null | null | qwen72b_ffn_down | 0.59709 | 128 | 768 | 484,960,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 1 | 8,192 | 29,568 | 1 | 1 | null | null | null | null | qwen72b_ffn_down | 0.59773 | 128 | 768 | 484,970,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 1 | 8,192 | 29,568 | 1 | 1 | null | null | null | null | qwen72b_ffn_down | 0.59792 | 128 | 768 | 484,990,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 1 | 152,064 | 8,192 | 1 | 1 | null | null | null | null | qwen72b_lm_head | 2.94 | 128 | 1,800 | 2,490,000,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 1 | 152,064 | 8,192 | 1 | 1 | null | null | null | null | qwen72b_lm_head | 2.95 | 128 | 1,800 | 2,490,000,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 1 | 152,064 | 8,192 | 1 | 1 | null | null | null | null | qwen72b_lm_head | 2.94 | 128 | 1,800 | 2,490,000,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_32x6_nn | bf16 | false | 1 | 2,048 | 2,048 | 1 | 1 | null | null | null | null | filler_sq2k | 0.01802 | 128 | 80 | 8,430,000 | 138 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_32x6_nn | bf16 | false | 1 | 2,048 | 2,048 | 1 | 1 | null | null | null | null | filler_sq2k | 0.0176 | 128 | 80 | 8,430,000 | 138 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_32x6_nn | bf16 | false | 1 | 2,048 | 2,048 | 1 | 1 | null | null | null | null | filler_sq2k | 0.01763 | 128 | 80 | 8,440,000 | 138 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_64x64_ldg8_f2f_stages_64x5_nn | bf16 | false | 1 | 5,120 | 5,120 | 1 | 1 | null | null | null | null | filler_sq5k | 0.0664 | 128 | 80 | 52,470,000 | 98 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_64x64_ldg8_f2f_stages_64x5_nn | bf16 | false | 1 | 5,120 | 5,120 | 1 | 1 | null | null | null | null | filler_sq5k | 0.06624 | 128 | 80 | 52,480,000 | 98 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_64x64_ldg8_f2f_stages_64x5_nn | bf16 | false | 1 | 5,120 | 5,120 | 1 | 1 | null | null | null | null | filler_sq5k | 0.06643 | 128 | 80 | 52,480,000 | 98 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_64x64_sliced1x2_ldg8_f2f_stages_64x6_nn | bf16 | false | 2 | 4,096 | 4,096 | 1 | 2 | null | null | null | null | llama8b_q_or_o | 0.05382 | 128 | 64 | 33,630,000 | 146 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_64x64_sliced1x2_ldg8_f2f_stages_64x6_nn | bf16 | false | 2 | 4,096 | 4,096 | 1 | 2 | null | null | null | null | llama8b_q_or_o | 0.05389 | 128 | 64 | 33,620,000 | 146 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_64x64_sliced1x2_ldg8_f2f_stages_64x6_nn | bf16 | false | 2 | 4,096 | 4,096 | 1 | 2 | null | null | null | null | llama8b_q_or_o | 0.05389 | 128 | 64 | 33,660,000 | 146 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 2 | 6,144 | 4,096 | 1 | 2 | null | null | null | null | llama8b_qkv_fused | 0.11014 | 128 | 96 | 50,560,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 2 | 6,144 | 4,096 | 1 | 2 | null | null | null | null | llama8b_qkv_fused | 0.11021 | 128 | 96 | 50,530,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 2 | 6,144 | 4,096 | 1 | 2 | null | null | null | null | llama8b_qkv_fused | 0.10998 | 128 | 96 | 50,520,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_64x3_nn | bf16 | false | 2 | 1,024 | 4,096 | 1 | 2 | null | null | null | null | llama8b_kv | 0.02454 | 128 | 104 | 8,440,000 | 150 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_64x3_nn | bf16 | false | 2 | 1,024 | 4,096 | 1 | 2 | null | null | null | null | llama8b_kv | 0.02464 | 128 | 104 | 8,440,000 | 150 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_64x3_nn | bf16 | false | 2 | 1,024 | 4,096 | 1 | 2 | null | null | null | null | llama8b_kv | 0.02464 | 128 | 104 | 8,440,000 | 150 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_bf16_256x64_32x4_nn_align2>(T1::Params) | bf16 | false | 2 | 14,336 | 4,096 | 1 | 2 | null | null | null | null | llama8b_ffn_gate_up | 0.19635 | 128 | 56 | 117,590,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_bf16_256x64_32x4_nn_align2>(T1::Params) | bf16 | false | 2 | 14,336 | 4,096 | 1 | 2 | null | null | null | null | llama8b_ffn_gate_up | 0.19642 | 128 | 56 | 117,540,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_bf16_256x64_32x4_nn_align2>(T1::Params) | bf16 | false | 2 | 14,336 | 4,096 | 1 | 2 | null | null | null | null | llama8b_ffn_gate_up | 0.19626 | 128 | 56 | 117,540,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_64x64_sliced1x2_ldg8_f2f_stages_64x6_nn | bf16 | false | 2 | 4,096 | 14,336 | 1 | 2 | null | null | null | null | llama8b_ffn_down | 0.17261 | 128 | 64 | 117,550,000 | 146 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_64x64_sliced1x2_ldg8_f2f_stages_64x6_nn | bf16 | false | 2 | 4,096 | 14,336 | 1 | 2 | null | null | null | null | llama8b_ffn_down | 0.17315 | 128 | 64 | 117,550,000 | 146 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_64x64_sliced1x2_ldg8_f2f_stages_64x6_nn | bf16 | false | 2 | 4,096 | 14,336 | 1 | 2 | null | null | null | null | llama8b_ffn_down | 0.17258 | 128 | 64 | 117,560,000 | 146 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_32x6_nn | bf16 | false | 2 | 128,256 | 4,096 | 1 | 2 | null | null | null | null | llama_lm_head_d4k | 1.29 | 128 | 2,004 | 1,050,000,000 | 138 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_32x6_nn | bf16 | false | 2 | 128,256 | 4,096 | 1 | 2 | null | null | null | null | llama_lm_head_d4k | 1.29 | 128 | 2,004 | 1,050,000,000 | 138 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_32x6_nn | bf16 | false | 2 | 128,256 | 4,096 | 1 | 2 | null | null | null | null | llama_lm_head_d4k | 1.29 | 128 | 2,004 | 1,050,000,000 | 138 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 2 | 8,192 | 8,192 | 1 | 2 | null | null | null | null | llama70b_q_or_o | 0.20672 | 128 | 128 | 134,440,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 2 | 8,192 | 8,192 | 1 | 2 | null | null | null | null | llama70b_q_or_o | 0.20691 | 128 | 128 | 134,460,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 2 | 8,192 | 8,192 | 1 | 2 | null | null | null | null | llama70b_q_or_o | 0.2071 | 128 | 128 | 134,470,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_64x3_nn | bf16 | false | 2 | 10,240 | 8,192 | 1 | 2 | null | null | null | null | llama70b_qkv_fused | 0.19626 | 128 | 80 | 167,870,000 | 150 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_64x3_nn | bf16 | false | 2 | 10,240 | 8,192 | 1 | 2 | null | null | null | null | llama70b_qkv_fused | 0.19619 | 128 | 80 | 167,880,000 | 150 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_64x3_nn | bf16 | false | 2 | 10,240 | 8,192 | 1 | 2 | null | null | null | null | llama70b_qkv_fused | 0.19638 | 128 | 80 | 167,910,000 | 150 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_64x3_nn | bf16 | false | 2 | 1,024 | 8,192 | 1 | 2 | null | null | null | null | llama70b_kv | 0.03971 | 128 | 104 | 16,850,000 | 150 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_64x3_nn | bf16 | false | 2 | 1,024 | 8,192 | 1 | 2 | null | null | null | null | llama70b_kv | 0.03968 | 128 | 104 | 16,850,000 | 150 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_64x3_nn | bf16 | false | 2 | 1,024 | 8,192 | 1 | 2 | null | null | null | null | llama70b_kv | 0.03962 | 128 | 104 | 16,850,000 | 150 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 2 | 28,672 | 8,192 | 1 | 2 | null | null | null | null | llama70b_ffn_gate_up | 0.612 | 128 | 448 | 470,360,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 2 | 28,672 | 8,192 | 1 | 2 | null | null | null | null | llama70b_ffn_gate_up | 0.6103 | 128 | 448 | 470,360,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 2 | 28,672 | 8,192 | 1 | 2 | null | null | null | null | llama70b_ffn_gate_up | 0.60989 | 128 | 448 | 470,360,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 2 | 8,192 | 28,672 | 1 | 2 | null | null | null | null | llama70b_ffn_down | 0.68406 | 128 | 128 | 470,100,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 2 | 8,192 | 28,672 | 1 | 2 | null | null | null | null | llama70b_ffn_down | 0.68474 | 128 | 128 | 470,110,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 2 | 8,192 | 28,672 | 1 | 2 | null | null | null | null | llama70b_ffn_down | 0.68464 | 128 | 128 | 470,100,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_32x6_nn | bf16 | false | 2 | 128,256 | 8,192 | 1 | 2 | null | null | null | null | llama_lm_head_d8k | 2.49 | 128 | 2,004 | 2,100,000,000 | 138 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_32x6_nn | bf16 | false | 2 | 128,256 | 8,192 | 1 | 2 | null | null | null | null | llama_lm_head_d8k | 2.49 | 128 | 2,004 | 2,100,000,000 | 138 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_32x6_nn | bf16 | false | 2 | 128,256 | 8,192 | 1 | 2 | null | null | null | null | llama_lm_head_d8k | 2.49 | 128 | 2,004 | 2,100,000,000 | 138 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 2 | 29,568 | 8,192 | 1 | 2 | null | null | null | null | qwen72b_ffn_gate_up | 0.61219 | 128 | 480 | 485,050,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 2 | 29,568 | 8,192 | 1 | 2 | null | null | null | null | qwen72b_ffn_gate_up | 0.61203 | 128 | 480 | 485,040,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 2 | 29,568 | 8,192 | 1 | 2 | null | null | null | null | qwen72b_ffn_gate_up | 0.61366 | 128 | 480 | 485,040,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 2 | 8,192 | 29,568 | 1 | 2 | null | null | null | null | qwen72b_ffn_down | 0.70422 | 128 | 128 | 484,780,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 2 | 8,192 | 29,568 | 1 | 2 | null | null | null | null | qwen72b_ffn_down | 0.70458 | 128 | 128 | 484,780,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 2 | 8,192 | 29,568 | 1 | 2 | null | null | null | null | qwen72b_ffn_down | 0.70541 | 128 | 128 | 484,780,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_128x64_32x6_nn_align8>(T1::Params) | bf16 | false | 2 | 152,064 | 8,192 | 1 | 2 | null | null | null | null | qwen72b_lm_head | 2.92 | 128 | 1,192 | 2,490,000,000 | 142 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_128x64_32x6_nn_align8>(T1::Params) | bf16 | false | 2 | 152,064 | 8,192 | 1 | 2 | null | null | null | null | qwen72b_lm_head | 2.92 | 128 | 1,192 | 2,490,000,000 | 142 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_128x64_32x6_nn_align8>(T1::Params) | bf16 | false | 2 | 152,064 | 8,192 | 1 | 2 | null | null | null | null | qwen72b_lm_head | 2.92 | 128 | 1,192 | 2,490,000,000 | 142 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_64x64_sliced1x2_ldg8_f2f_stages_64x5_nn | bf16 | false | 2 | 2,048 | 2,048 | 1 | 2 | null | null | null | null | filler_sq2k | 0.02909 | 128 | 32 | 8,450,000 | 146 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_64x64_sliced1x2_ldg8_f2f_stages_64x5_nn | bf16 | false | 2 | 2,048 | 2,048 | 1 | 2 | null | null | null | null | filler_sq2k | 0.02906 | 128 | 32 | 8,500,000 | 146 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_64x64_sliced1x2_ldg8_f2f_stages_64x5_nn | bf16 | false | 2 | 2,048 | 2,048 | 1 | 2 | null | null | null | null | filler_sq2k | 0.02922 | 128 | 32 | 8,460,000 | 146 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 2 | 5,120 | 5,120 | 1 | 2 | null | null | null | null | filler_sq5k | 0.07056 | 128 | 96 | 52,540,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 2 | 5,120 | 5,120 | 1 | 2 | null | null | null | null | filler_sq5k | 0.07056 | 128 | 96 | 52,540,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 2 | 5,120 | 5,120 | 1 | 2 | null | null | null | null | filler_sq5k | 0.07034 | 128 | 96 | 52,540,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_64x64_sliced1x2_ldg8_f2f_stages_64x6_nn | bf16 | false | 4 | 4,096 | 4,096 | 1 | 4 | null | null | null | null | llama8b_q_or_o | 0.05389 | 128 | 64 | 33,630,000 | 146 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_64x64_sliced1x2_ldg8_f2f_stages_64x6_nn | bf16 | false | 4 | 4,096 | 4,096 | 1 | 4 | null | null | null | null | llama8b_q_or_o | 0.05376 | 128 | 64 | 33,630,000 | 146 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_64x64_sliced1x2_ldg8_f2f_stages_64x6_nn | bf16 | false | 4 | 4,096 | 4,096 | 1 | 4 | null | null | null | null | llama8b_q_or_o | 0.05366 | 128 | 64 | 33,630,000 | 146 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 4 | 6,144 | 4,096 | 1 | 4 | null | null | null | null | llama8b_qkv_fused | 0.11024 | 128 | 96 | 50,610,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 4 | 6,144 | 4,096 | 1 | 4 | null | null | null | null | llama8b_qkv_fused | 0.11037 | 128 | 96 | 50,620,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 4 | 6,144 | 4,096 | 1 | 4 | null | null | null | null | llama8b_qkv_fused | 0.11056 | 128 | 96 | 50,620,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_64x3_nn | bf16 | false | 4 | 1,024 | 4,096 | 1 | 4 | null | null | null | null | llama8b_kv | 0.02464 | 128 | 104 | 8,510,000 | 150 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_64x3_nn | bf16 | false | 4 | 1,024 | 4,096 | 1 | 4 | null | null | null | null | llama8b_kv | 0.02467 | 128 | 104 | 8,480,000 | 150 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_64x3_nn | bf16 | false | 4 | 1,024 | 4,096 | 1 | 4 | null | null | null | null | llama8b_kv | 0.02458 | 128 | 104 | 8,490,000 | 150 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_bf16_256x64_32x4_nn_align2>(T1::Params) | bf16 | false | 4 | 14,336 | 4,096 | 1 | 4 | null | null | null | null | llama8b_ffn_gate_up | 0.19635 | 128 | 56 | 117,580,000 | 218 |
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