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 | 1,024 | 4,096 | 4,096 | 1 | 1,024 | null | null | null | null | llama8b_q_or_o | 0.67318 | 128 | 512 | 98,800,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 1,024 | 4,096 | 4,096 | 1 | 1,024 | null | null | null | null | llama8b_q_or_o | 0.67334 | 128 | 512 | 100,230,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 1,024 | 4,096 | 4,096 | 1 | 1,024 | null | null | null | null | llama8b_q_or_o | 0.67363 | 128 | 512 | 100,270,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 1,024 | 6,144 | 4,096 | 1 | 1,024 | null | null | null | null | llama8b_qkv_fused | 1.16 | 256 | 192 | 115,710,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 1,024 | 6,144 | 4,096 | 1 | 1,024 | null | null | null | null | llama8b_qkv_fused | 1.16 | 256 | 192 | 115,740,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 1,024 | 6,144 | 4,096 | 1 | 1,024 | null | null | null | null | llama8b_qkv_fused | 1.16 | 256 | 192 | 115,710,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 1,024 | 1,024 | 4,096 | 1 | 1,024 | null | null | null | null | llama8b_kv | 0.20483 | 256 | 64 | 16,870,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 1,024 | 1,024 | 4,096 | 1 | 1,024 | null | null | null | null | llama8b_kv | 0.20499 | 256 | 64 | 16,870,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 1,024 | 1,024 | 4,096 | 1 | 1,024 | null | null | null | null | llama8b_kv | 0.20512 | 256 | 64 | 16,880,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 1,024 | 14,336 | 4,096 | 1 | 1,024 | null | null | null | null | llama8b_ffn_gate_up | 2.31 | 256 | 448 | 275,640,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 1,024 | 14,336 | 4,096 | 1 | 1,024 | null | null | null | null | llama8b_ffn_gate_up | 2.31 | 256 | 448 | 275,810,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 1,024 | 14,336 | 4,096 | 1 | 1,024 | null | null | null | null | llama8b_ffn_gate_up | 2.31 | 256 | 448 | 275,630,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_128x256_32x3_nn_align8>(T1::Params) | bf16 | false | 1,024 | 4,096 | 14,336 | 1 | 1,024 | null | null | null | null | llama8b_ffn_down | 2.65 | 256 | 128 | 211,280,000 | 222 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_128x256_32x3_nn_align8>(T1::Params) | bf16 | false | 1,024 | 4,096 | 14,336 | 1 | 1,024 | null | null | null | null | llama8b_ffn_down | 2.65 | 256 | 128 | 211,210,000 | 222 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_128x256_32x3_nn_align8>(T1::Params) | bf16 | false | 1,024 | 4,096 | 14,336 | 1 | 1,024 | null | null | null | null | llama8b_ffn_down | 2.65 | 256 | 128 | 211,310,000 | 222 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 1,024 | 128,256 | 4,096 | 1 | 1,024 | null | null | null | null | llama_lm_head_d4k | 18.77 | 256 | 4,008 | 1,800,000,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 1,024 | 128,256 | 4,096 | 1 | 1,024 | null | null | null | null | llama_lm_head_d4k | 18.77 | 256 | 4,008 | 1,800,000,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 1,024 | 128,256 | 4,096 | 1 | 1,024 | null | null | null | null | llama_lm_head_d4k | 18.76 | 256 | 4,008 | 1,800,000,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 1,024 | 8,192 | 8,192 | 1 | 1,024 | null | null | null | null | llama70b_q_or_o | 2.7 | 256 | 512 | 339,910,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 1,024 | 8,192 | 8,192 | 1 | 1,024 | null | null | null | null | llama70b_q_or_o | 2.7 | 256 | 512 | 339,780,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 1,024 | 8,192 | 8,192 | 1 | 1,024 | null | null | null | null | llama70b_q_or_o | 2.7 | 256 | 512 | 339,760,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 1,024 | 10,240 | 8,192 | 1 | 1,024 | null | null | null | null | llama70b_qkv_fused | 3.04 | 256 | 320 | 353,520,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 1,024 | 10,240 | 8,192 | 1 | 1,024 | null | null | null | null | llama70b_qkv_fused | 3.05 | 256 | 320 | 353,510,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 1,024 | 10,240 | 8,192 | 1 | 1,024 | null | null | null | null | llama70b_qkv_fused | 3.04 | 256 | 320 | 353,500,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 1,024 | 1,024 | 8,192 | 1 | 1,024 | null | null | null | null | llama70b_kv | 0.39306 | 256 | 64 | 33,640,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 1,024 | 1,024 | 8,192 | 1 | 1,024 | null | null | null | null | llama70b_kv | 0.39312 | 256 | 64 | 33,650,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 1,024 | 1,024 | 8,192 | 1 | 1,024 | null | null | null | null | llama70b_kv | 0.39296 | 256 | 64 | 33,660,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 1,024 | 28,672 | 8,192 | 1 | 1,024 | null | null | null | null | llama70b_ffn_gate_up | 8.36 | 256 | 896 | 1,020,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 1,024 | 28,672 | 8,192 | 1 | 1,024 | null | null | null | null | llama70b_ffn_gate_up | 8.36 | 256 | 896 | 1,020,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 1,024 | 28,672 | 8,192 | 1 | 1,024 | null | null | null | null | llama70b_ffn_gate_up | 8.36 | 256 | 896 | 1,020,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 1,024 | 8,192 | 28,672 | 1 | 1,024 | null | null | null | null | llama70b_ffn_down | 8.88 | 256 | 768 | 820,950,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 1,024 | 8,192 | 28,672 | 1 | 1,024 | null | null | null | null | llama70b_ffn_down | 8.88 | 256 | 768 | 821,180,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 1,024 | 8,192 | 28,672 | 1 | 1,024 | null | null | null | null | llama70b_ffn_down | 8.88 | 256 | 768 | 821,240,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 1,024 | 128,256 | 8,192 | 1 | 1,024 | null | null | null | null | llama_lm_head_d8k | 37.25 | 256 | 4,008 | 3,340,000,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 1,024 | 128,256 | 8,192 | 1 | 1,024 | null | null | null | null | llama_lm_head_d8k | 37.25 | 256 | 4,008 | 3,330,000,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 1,024 | 128,256 | 8,192 | 1 | 1,024 | null | null | null | null | llama_lm_head_d8k | 37.25 | 256 | 4,008 | 3,330,000,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 1,024 | 29,568 | 8,192 | 1 | 1,024 | null | null | null | null | qwen72b_ffn_gate_up | 9.11 | 256 | 960 | 1,070,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 1,024 | 29,568 | 8,192 | 1 | 1,024 | null | null | null | null | qwen72b_ffn_gate_up | 9.11 | 256 | 960 | 1,070,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 1,024 | 29,568 | 8,192 | 1 | 1,024 | null | null | null | null | qwen72b_ffn_gate_up | 9.11 | 256 | 960 | 1,070,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 1,024 | 8,192 | 29,568 | 1 | 1,024 | null | null | null | null | qwen72b_ffn_down | 9.16 | 256 | 768 | 844,050,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 1,024 | 8,192 | 29,568 | 1 | 1,024 | null | null | null | null | qwen72b_ffn_down | 9.16 | 256 | 768 | 844,100,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 1,024 | 8,192 | 29,568 | 1 | 1,024 | null | null | null | null | qwen72b_ffn_down | 9.16 | 256 | 768 | 844,310,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 1,024 | 152,064 | 8,192 | 1 | 1,024 | null | null | null | null | qwen72b_lm_head | 44.09 | 256 | 4,752 | 3,950,000,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 1,024 | 152,064 | 8,192 | 1 | 1,024 | null | null | null | null | qwen72b_lm_head | 44.09 | 256 | 4,752 | 3,950,000,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 1,024 | 152,064 | 8,192 | 1 | 1,024 | null | null | null | null | qwen72b_lm_head | 44.09 | 256 | 4,752 | 3,950,000,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 1,024 | 2,048 | 2,048 | 1 | 1,024 | null | null | null | null | filler_sq2k | 0.19936 | 256 | 64 | 13,740,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 1,024 | 2,048 | 2,048 | 1 | 1,024 | null | null | null | null | filler_sq2k | 0.1999 | 256 | 64 | 13,730,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 1,024 | 2,048 | 2,048 | 1 | 1,024 | null | null | null | null | filler_sq2k | 0.19939 | 256 | 64 | 13,730,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 1,024 | 5,120 | 5,120 | 1 | 1,024 | null | null | null | null | filler_sq5k | 0.96189 | 256 | 192 | 101,790,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 1,024 | 5,120 | 5,120 | 1 | 1,024 | null | null | null | null | filler_sq5k | 0.96125 | 256 | 192 | 101,810,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 1,024 | 5,120 | 5,120 | 1 | 1,024 | null | null | null | null | filler_sq5k | 0.96173 | 256 | 192 | 101,800,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 1,536 | 4,096 | 4,096 | 1 | 1,536 | null | null | null | null | llama8b_q_or_o | 0.95267 | 128 | 384 | 167,930,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 1,536 | 4,096 | 4,096 | 1 | 1,536 | null | null | null | null | llama8b_q_or_o | 0.95254 | 128 | 384 | 188,550,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 1,536 | 4,096 | 4,096 | 1 | 1,536 | null | null | null | null | llama8b_q_or_o | 0.95296 | 128 | 384 | 175,850,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 1,536 | 6,144 | 4,096 | 1 | 1,536 | null | null | null | null | llama8b_qkv_fused | 1.52 | 128 | 576 | 230,820,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 1,536 | 6,144 | 4,096 | 1 | 1,536 | null | null | null | null | llama8b_qkv_fused | 1.52 | 128 | 576 | 248,820,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 1,536 | 6,144 | 4,096 | 1 | 1,536 | null | null | null | null | llama8b_qkv_fused | 1.52 | 128 | 576 | 235,300,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 1,536 | 1,024 | 4,096 | 1 | 1,536 | null | null | null | null | llama8b_kv | 0.38544 | 128 | 96 | 33,470,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 1,536 | 1,024 | 4,096 | 1 | 1,536 | null | null | null | null | llama8b_kv | 0.3855 | 128 | 96 | 33,530,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 1,536 | 1,024 | 4,096 | 1 | 1,536 | null | null | null | null | llama8b_kv | 0.38544 | 128 | 96 | 33,970,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 1,536 | 14,336 | 4,096 | 1 | 1,536 | null | null | null | null | llama8b_ffn_gate_up | 3.45 | 256 | 672 | 345,160,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 1,536 | 14,336 | 4,096 | 1 | 1,536 | null | null | null | null | llama8b_ffn_gate_up | 3.45 | 256 | 672 | 345,350,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 1,536 | 14,336 | 4,096 | 1 | 1,536 | null | null | null | null | llama8b_ffn_gate_up | 3.45 | 256 | 672 | 345,050,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 1,536 | 4,096 | 14,336 | 1 | 1,536 | null | null | null | null | llama8b_ffn_down | 3.35 | 256 | 384 | 438,380,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 1,536 | 4,096 | 14,336 | 1 | 1,536 | null | null | null | null | llama8b_ffn_down | 3.35 | 256 | 384 | 438,380,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 1,536 | 4,096 | 14,336 | 1 | 1,536 | null | null | null | null | llama8b_ffn_down | 3.35 | 256 | 384 | 438,390,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 1,536 | 128,256 | 4,096 | 1 | 1,536 | null | null | null | null | llama_lm_head_d4k | 28.32 | 256 | 6,012 | 3,110,000,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 1,536 | 128,256 | 4,096 | 1 | 1,536 | null | null | null | null | llama_lm_head_d4k | 28.32 | 256 | 6,012 | 3,110,000,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 1,536 | 128,256 | 4,096 | 1 | 1,536 | null | null | null | null | llama_lm_head_d4k | 28.32 | 256 | 6,012 | 3,110,000,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 1,536 | 8,192 | 8,192 | 1 | 1,536 | null | null | null | null | llama70b_q_or_o | 3.81 | 256 | 384 | 726,770,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 1,536 | 8,192 | 8,192 | 1 | 1,536 | null | null | null | null | llama70b_q_or_o | 3.81 | 256 | 384 | 726,800,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 1,536 | 8,192 | 8,192 | 1 | 1,536 | null | null | null | null | llama70b_q_or_o | 3.81 | 256 | 384 | 726,890,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 1,536 | 10,240 | 8,192 | 1 | 1,536 | null | null | null | null | llama70b_qkv_fused | 4.57 | 256 | 480 | 1,070,000,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 1,536 | 10,240 | 8,192 | 1 | 1,536 | null | null | null | null | llama70b_qkv_fused | 4.57 | 256 | 480 | 1,070,000,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 1,536 | 10,240 | 8,192 | 1 | 1,536 | null | null | null | null | llama70b_qkv_fused | 4.57 | 256 | 480 | 1,070,000,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 1,536 | 1,024 | 8,192 | 1 | 1,536 | null | null | null | null | llama70b_kv | 0.50509 | 128 | 672 | 96,780,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 1,536 | 1,024 | 8,192 | 1 | 1,536 | null | null | null | null | llama70b_kv | 0.49021 | 128 | 672 | 96,240,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 1,536 | 1,024 | 8,192 | 1 | 1,536 | null | null | null | null | llama70b_kv | 0.50403 | 128 | 672 | 96,210,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 1,536 | 28,672 | 8,192 | 1 | 1,536 | null | null | null | null | llama70b_ffn_gate_up | 12.9 | 256 | 1,344 | 1,430,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 1,536 | 28,672 | 8,192 | 1 | 1,536 | null | null | null | null | llama70b_ffn_gate_up | 12.9 | 256 | 1,344 | 1,430,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 1,536 | 28,672 | 8,192 | 1 | 1,536 | null | null | null | null | llama70b_ffn_gate_up | 12.9 | 256 | 1,344 | 1,430,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 1,536 | 8,192 | 28,672 | 1 | 1,536 | null | null | null | null | llama70b_ffn_down | 13.2 | 256 | 384 | 1,340,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 1,536 | 8,192 | 28,672 | 1 | 1,536 | null | null | null | null | llama70b_ffn_down | 13.2 | 256 | 384 | 1,340,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 1,536 | 8,192 | 28,672 | 1 | 1,536 | null | null | null | null | llama70b_ffn_down | 13.2 | 256 | 384 | 1,340,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_128x256_32x3_nn_align8>(T1::Params) | bf16 | false | 1,536 | 128,256 | 8,192 | 1 | 1,536 | null | null | null | null | llama_lm_head_d8k | 56.14 | 256 | 6,048 | 5,380,000,000 | 222 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_128x256_32x3_nn_align8>(T1::Params) | bf16 | false | 1,536 | 128,256 | 8,192 | 1 | 1,536 | null | null | null | null | llama_lm_head_d8k | 56.14 | 256 | 6,048 | 5,380,000,000 | 222 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_128x256_32x3_nn_align8>(T1::Params) | bf16 | false | 1,536 | 128,256 | 8,192 | 1 | 1,536 | null | null | null | null | llama_lm_head_d8k | 56.14 | 256 | 6,048 | 5,380,000,000 | 222 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 1,536 | 29,568 | 8,192 | 1 | 1,536 | null | null | null | null | qwen72b_ffn_gate_up | 12.91 | 256 | 1,440 | 1,460,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 1,536 | 29,568 | 8,192 | 1 | 1,536 | null | null | null | null | qwen72b_ffn_gate_up | 12.91 | 256 | 1,440 | 1,460,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 1,536 | 29,568 | 8,192 | 1 | 1,536 | null | null | null | null | qwen72b_ffn_gate_up | 12.91 | 256 | 1,440 | 1,460,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 1,536 | 8,192 | 29,568 | 1 | 1,536 | null | null | null | null | qwen72b_ffn_down | 13.61 | 256 | 384 | 1,380,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 1,536 | 8,192 | 29,568 | 1 | 1,536 | null | null | null | null | qwen72b_ffn_down | 13.61 | 256 | 384 | 1,380,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 1,536 | 8,192 | 29,568 | 1 | 1,536 | null | null | null | null | qwen72b_ffn_down | 13.61 | 256 | 384 | 1,380,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_128x256_32x3_nn_align8>(T1::Params) | bf16 | false | 1,536 | 152,064 | 8,192 | 1 | 1,536 | null | null | null | null | qwen72b_lm_head | 66.02 | 256 | 7,152 | 6,360,000,000 | 222 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_128x256_32x3_nn_align8>(T1::Params) | bf16 | false | 1,536 | 152,064 | 8,192 | 1 | 1,536 | null | null | null | null | qwen72b_lm_head | 66.02 | 256 | 7,152 | 6,360,000,000 | 222 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_128x256_32x3_nn_align8>(T1::Params) | bf16 | false | 1,536 | 152,064 | 8,192 | 1 | 1,536 | null | null | null | null | qwen72b_lm_head | 66.01 | 256 | 7,152 | 6,360,000,000 | 222 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_128x256_32x3_nn_align8>(T1::Params) | bf16 | false | 1,536 | 2,048 | 2,048 | 1 | 1,536 | null | null | null | null | filler_sq2k | 0.39574 | 256 | 96 | 26,290,000 | 222 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_128x256_32x3_nn_align8>(T1::Params) | bf16 | false | 1,536 | 2,048 | 2,048 | 1 | 1,536 | null | null | null | null | filler_sq2k | 0.39558 | 256 | 96 | 26,300,000 | 222 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_128x256_32x3_nn_align8>(T1::Params) | bf16 | false | 1,536 | 2,048 | 2,048 | 1 | 1,536 | null | null | null | null | filler_sq2k | 0.39619 | 256 | 96 | 26,310,000 | 222 |
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 | 292,940,000 | 234 |
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