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_128x128_ldg8_f2f_stages_32x5_nn | bf16 | false | 512 | 4,096 | 4,096 | 1 | 512 | null | null | null | null | llama8b_q_or_o | 0.39197 | 128 | 128 | 45,770,000 | 222 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 512 | 6,144 | 4,096 | 1 | 512 | null | null | null | null | llama8b_qkv_fused | 0.53472 | 256 | 288 | 89,080,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 512 | 6,144 | 4,096 | 1 | 512 | null | null | null | null | llama8b_qkv_fused | 0.53482 | 256 | 288 | 89,070,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 512 | 6,144 | 4,096 | 1 | 512 | null | null | null | null | llama8b_qkv_fused | 0.53475 | 256 | 288 | 88,950,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 512 | 1,024 | 4,096 | 1 | 512 | null | null | null | null | llama8b_kv | 0.10547 | 128 | 64 | 12,630,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 512 | 1,024 | 4,096 | 1 | 512 | null | null | null | null | llama8b_kv | 0.10573 | 128 | 64 | 12,630,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 512 | 1,024 | 4,096 | 1 | 512 | null | null | null | null | llama8b_kv | 0.10566 | 128 | 64 | 12,630,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_nn | bf16 | false | 512 | 14,336 | 4,096 | 1 | 512 | null | null | null | null | llama8b_ffn_gate_up | 1.14 | 128 | 448 | 196,080,000 | 246 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_nn | bf16 | false | 512 | 14,336 | 4,096 | 1 | 512 | null | null | null | null | llama8b_ffn_gate_up | 1.14 | 128 | 448 | 196,290,000 | 246 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_nn | bf16 | false | 512 | 14,336 | 4,096 | 1 | 512 | null | null | null | null | llama8b_ffn_gate_up | 1.14 | 128 | 448 | 196,480,000 | 246 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x128_ldg8_f2f_stages_32x5_nn | bf16 | false | 512 | 4,096 | 14,336 | 1 | 512 | null | null | null | null | llama8b_ffn_down | 1.34 | 128 | 128 | 153,210,000 | 222 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x128_ldg8_f2f_stages_32x5_nn | bf16 | false | 512 | 4,096 | 14,336 | 1 | 512 | null | null | null | null | llama8b_ffn_down | 1.34 | 128 | 128 | 153,220,000 | 222 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x128_ldg8_f2f_stages_32x5_nn | bf16 | false | 512 | 4,096 | 14,336 | 1 | 512 | null | null | null | null | llama8b_ffn_down | 1.34 | 128 | 128 | 153,210,000 | 222 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 512 | 128,256 | 4,096 | 1 | 512 | null | null | null | null | llama_lm_head_d4k | 9.58 | 256 | 2,004 | 1,310,000,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 512 | 128,256 | 4,096 | 1 | 512 | null | null | null | null | llama_lm_head_d4k | 9.58 | 256 | 2,004 | 1,310,000,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 512 | 128,256 | 4,096 | 1 | 512 | null | null | null | null | llama_lm_head_d4k | 9.58 | 256 | 2,004 | 1,310,000,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 512 | 8,192 | 8,192 | 1 | 512 | null | null | null | null | llama70b_q_or_o | 1.52 | 256 | 128 | 190,340,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 512 | 8,192 | 8,192 | 1 | 512 | null | null | null | null | llama70b_q_or_o | 1.52 | 256 | 128 | 190,320,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 512 | 8,192 | 8,192 | 1 | 512 | null | null | null | null | llama70b_q_or_o | 1.52 | 256 | 128 | 190,340,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 512 | 10,240 | 8,192 | 1 | 512 | null | null | null | null | llama70b_qkv_fused | 1.53 | 256 | 160 | 225,520,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 512 | 10,240 | 8,192 | 1 | 512 | null | null | null | null | llama70b_qkv_fused | 1.53 | 256 | 160 | 225,540,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 512 | 10,240 | 8,192 | 1 | 512 | null | null | null | null | llama70b_qkv_fused | 1.53 | 256 | 160 | 225,530,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_128x256_32x3_nn_align8>(T1::Params) | bf16 | false | 512 | 1,024 | 8,192 | 1 | 512 | null | null | null | null | llama70b_kv | 0.19862 | 256 | 64 | 26,310,000 | 222 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_128x256_32x3_nn_align8>(T1::Params) | bf16 | false | 512 | 1,024 | 8,192 | 1 | 512 | null | null | null | null | llama70b_kv | 0.19869 | 256 | 64 | 26,310,000 | 222 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_128x256_32x3_nn_align8>(T1::Params) | bf16 | false | 512 | 1,024 | 8,192 | 1 | 512 | null | null | null | null | llama70b_kv | 0.19875 | 256 | 64 | 26,310,000 | 222 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 512 | 28,672 | 8,192 | 1 | 512 | null | null | null | null | llama70b_ffn_gate_up | 4.56 | 256 | 448 | 689,830,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 512 | 28,672 | 8,192 | 1 | 512 | null | null | null | null | llama70b_ffn_gate_up | 4.56 | 256 | 448 | 689,830,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 512 | 28,672 | 8,192 | 1 | 512 | null | null | null | null | llama70b_ffn_gate_up | 4.56 | 256 | 448 | 690,080,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 512 | 8,192 | 28,672 | 1 | 512 | null | null | null | null | llama70b_ffn_down | 5.3 | 128 | 256 | 925,830,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 512 | 8,192 | 28,672 | 1 | 512 | null | null | null | null | llama70b_ffn_down | 5.3 | 128 | 256 | 925,720,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 512 | 8,192 | 28,672 | 1 | 512 | null | null | null | null | llama70b_ffn_down | 5.3 | 128 | 256 | 925,690,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 512 | 128,256 | 8,192 | 1 | 512 | null | null | null | null | llama_lm_head_d8k | 18.97 | 256 | 2,016 | 3,060,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 512 | 128,256 | 8,192 | 1 | 512 | null | null | null | null | llama_lm_head_d8k | 18.97 | 256 | 2,016 | 3,060,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 512 | 128,256 | 8,192 | 1 | 512 | null | null | null | null | llama_lm_head_d8k | 18.97 | 256 | 2,016 | 3,060,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 512 | 29,568 | 8,192 | 1 | 512 | null | null | null | null | qwen72b_ffn_gate_up | 4.56 | 256 | 480 | 704,950,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 512 | 29,568 | 8,192 | 1 | 512 | null | null | null | null | qwen72b_ffn_gate_up | 4.56 | 256 | 480 | 704,940,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 512 | 29,568 | 8,192 | 1 | 512 | null | null | null | null | qwen72b_ffn_gate_up | 4.56 | 256 | 480 | 705,160,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 512 | 8,192 | 29,568 | 1 | 512 | null | null | null | null | qwen72b_ffn_down | 5.46 | 128 | 256 | 954,530,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 512 | 8,192 | 29,568 | 1 | 512 | null | null | null | null | qwen72b_ffn_down | 5.46 | 128 | 256 | 954,410,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 512 | 8,192 | 29,568 | 1 | 512 | null | null | null | null | qwen72b_ffn_down | 5.46 | 128 | 256 | 954,350,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 512 | 152,064 | 8,192 | 1 | 512 | null | null | null | null | qwen72b_lm_head | 22.01 | 256 | 2,400 | 3,610,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 512 | 152,064 | 8,192 | 1 | 512 | null | null | null | null | qwen72b_lm_head | 22.01 | 256 | 2,400 | 3,610,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 512 | 152,064 | 8,192 | 1 | 512 | null | null | null | null | qwen72b_lm_head | 22.01 | 256 | 2,400 | 3,610,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 512 | 2,048 | 2,048 | 1 | 512 | null | null | null | null | filler_sq2k | 0.1039 | 128 | 128 | 15,310,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 512 | 2,048 | 2,048 | 1 | 512 | null | null | null | null | filler_sq2k | 0.10403 | 128 | 128 | 15,140,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 512 | 2,048 | 2,048 | 1 | 512 | null | null | null | null | filler_sq2k | 0.10413 | 128 | 128 | 15,050,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_128x256_32x3_nn_align8>(T1::Params) | bf16 | false | 512 | 5,120 | 5,120 | 1 | 512 | null | null | null | null | filler_sq5k | 0.48352 | 256 | 80 | 59,860,000 | 222 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_128x256_32x3_nn_align8>(T1::Params) | bf16 | false | 512 | 5,120 | 5,120 | 1 | 512 | null | null | null | null | filler_sq5k | 0.48349 | 256 | 80 | 59,860,000 | 222 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_128x256_32x3_nn_align8>(T1::Params) | bf16 | false | 512 | 5,120 | 5,120 | 1 | 512 | null | null | null | null | filler_sq5k | 0.48416 | 256 | 80 | 59,860,000 | 222 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 768 | 4,096 | 4,096 | 1 | 768 | null | null | null | null | llama8b_q_or_o | 0.5375 | 256 | 288 | 88,290,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 768 | 4,096 | 4,096 | 1 | 768 | null | null | null | null | llama8b_q_or_o | 0.53805 | 256 | 288 | 88,450,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 768 | 4,096 | 4,096 | 1 | 768 | null | null | null | null | llama8b_q_or_o | 0.53766 | 256 | 288 | 88,300,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 768 | 6,144 | 4,096 | 1 | 768 | null | null | null | null | llama8b_qkv_fused | 0.77293 | 256 | 144 | 86,130,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 768 | 6,144 | 4,096 | 1 | 768 | null | null | null | null | llama8b_qkv_fused | 0.77274 | 256 | 144 | 86,230,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 768 | 6,144 | 4,096 | 1 | 768 | null | null | null | null | llama8b_qkv_fused | 0.77328 | 256 | 144 | 86,140,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 768 | 1,024 | 4,096 | 1 | 768 | null | null | null | null | llama8b_kv | 0.15261 | 256 | 72 | 14,790,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 768 | 1,024 | 4,096 | 1 | 768 | null | null | null | null | llama8b_kv | 0.15235 | 256 | 72 | 14,790,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 768 | 1,024 | 4,096 | 1 | 768 | null | null | null | null | llama8b_kv | 0.15219 | 256 | 72 | 14,810,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 768 | 14,336 | 4,096 | 1 | 768 | null | null | null | null | llama8b_ffn_gate_up | 1.92 | 256 | 336 | 228,400,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 768 | 14,336 | 4,096 | 1 | 768 | null | null | null | null | llama8b_ffn_gate_up | 1.92 | 256 | 336 | 228,360,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 768 | 14,336 | 4,096 | 1 | 768 | null | null | null | null | llama8b_ffn_gate_up | 1.92 | 256 | 336 | 228,400,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 768 | 4,096 | 14,336 | 1 | 768 | null | null | null | null | llama8b_ffn_down | 1.65 | 256 | 480 | 281,340,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 768 | 4,096 | 14,336 | 1 | 768 | null | null | null | null | llama8b_ffn_down | 1.64 | 256 | 480 | 281,350,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 768 | 4,096 | 14,336 | 1 | 768 | null | null | null | null | llama8b_ffn_down | 1.65 | 256 | 480 | 281,210,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 768 | 128,256 | 4,096 | 1 | 768 | null | null | null | null | llama_lm_head_d4k | 14.17 | 256 | 3,006 | 2,430,000,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 768 | 128,256 | 4,096 | 1 | 768 | null | null | null | null | llama_lm_head_d4k | 14.17 | 256 | 3,006 | 2,430,000,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 768 | 128,256 | 4,096 | 1 | 768 | null | null | null | null | llama_lm_head_d4k | 14.17 | 256 | 3,006 | 2,430,000,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 768 | 8,192 | 8,192 | 1 | 768 | null | null | null | null | llama70b_q_or_o | 1.93 | 256 | 384 | 267,720,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 768 | 8,192 | 8,192 | 1 | 768 | null | null | null | null | llama70b_q_or_o | 1.93 | 256 | 384 | 267,600,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 768 | 8,192 | 8,192 | 1 | 768 | null | null | null | null | llama70b_q_or_o | 1.93 | 256 | 384 | 267,700,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 768 | 10,240 | 8,192 | 1 | 768 | null | null | null | null | llama70b_qkv_fused | 2.28 | 256 | 240 | 285,500,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 768 | 10,240 | 8,192 | 1 | 768 | null | null | null | null | llama70b_qkv_fused | 2.28 | 256 | 240 | 285,480,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 768 | 10,240 | 8,192 | 1 | 768 | null | null | null | null | llama70b_qkv_fused | 2.29 | 256 | 240 | 285,510,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 768 | 1,024 | 8,192 | 1 | 768 | null | null | null | null | llama70b_kv | 0.2759 | 256 | 72 | 29,510,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 768 | 1,024 | 8,192 | 1 | 768 | null | null | null | null | llama70b_kv | 0.27578 | 256 | 72 | 29,450,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 768 | 1,024 | 8,192 | 1 | 768 | null | null | null | null | llama70b_kv | 0.27571 | 256 | 72 | 29,450,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 768 | 28,672 | 8,192 | 1 | 768 | null | null | null | null | llama70b_ffn_gate_up | 6.83 | 256 | 672 | 852,910,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 768 | 28,672 | 8,192 | 1 | 768 | null | null | null | null | llama70b_ffn_gate_up | 6.84 | 256 | 672 | 852,800,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 768 | 28,672 | 8,192 | 1 | 768 | null | null | null | null | llama70b_ffn_gate_up | 6.83 | 256 | 672 | 852,630,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 768 | 8,192 | 28,672 | 1 | 768 | null | null | null | null | llama70b_ffn_down | 6.65 | 256 | 384 | 959,520,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 768 | 8,192 | 28,672 | 1 | 768 | null | null | null | null | llama70b_ffn_down | 6.65 | 256 | 384 | 959,990,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 768 | 8,192 | 28,672 | 1 | 768 | null | null | null | null | llama70b_ffn_down | 6.65 | 256 | 384 | 959,750,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 768 | 128,256 | 8,192 | 1 | 768 | null | null | null | null | llama_lm_head_d8k | 28.13 | 256 | 3,006 | 4,670,000,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 768 | 128,256 | 8,192 | 1 | 768 | null | null | null | null | llama_lm_head_d8k | 28.13 | 256 | 3,006 | 4,670,000,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 768 | 128,256 | 8,192 | 1 | 768 | null | null | null | null | llama_lm_head_d8k | 28.13 | 256 | 3,006 | 4,670,000,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 768 | 29,568 | 8,192 | 1 | 768 | null | null | null | null | qwen72b_ffn_gate_up | 6.84 | 256 | 720 | 875,880,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 768 | 29,568 | 8,192 | 1 | 768 | null | null | null | null | qwen72b_ffn_gate_up | 6.84 | 256 | 720 | 876,040,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 768 | 29,568 | 8,192 | 1 | 768 | null | null | null | null | qwen72b_ffn_gate_up | 6.84 | 256 | 720 | 875,990,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 768 | 8,192 | 29,568 | 1 | 768 | null | null | null | null | qwen72b_ffn_down | 6.85 | 256 | 384 | 988,420,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 768 | 8,192 | 29,568 | 1 | 768 | null | null | null | null | qwen72b_ffn_down | 6.86 | 256 | 384 | 988,530,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 768 | 8,192 | 29,568 | 1 | 768 | null | null | null | null | qwen72b_ffn_down | 6.85 | 256 | 384 | 988,730,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 768 | 152,064 | 8,192 | 1 | 768 | null | null | null | null | qwen72b_lm_head | 33.44 | 256 | 3,564 | 5,580,000,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 768 | 152,064 | 8,192 | 1 | 768 | null | null | null | null | qwen72b_lm_head | 33.44 | 256 | 3,564 | 5,580,000,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 768 | 152,064 | 8,192 | 1 | 768 | null | null | null | null | qwen72b_lm_head | 33.44 | 256 | 3,564 | 5,580,000,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_128x128_32x4_nn_align8>(T1::Params) | bf16 | false | 768 | 2,048 | 2,048 | 1 | 768 | null | null | null | null | filler_sq2k | 0.20346 | 128 | 96 | 18,670,000 | 224 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_128x128_32x4_nn_align8>(T1::Params) | bf16 | false | 768 | 2,048 | 2,048 | 1 | 768 | null | null | null | null | filler_sq2k | 0.20378 | 128 | 96 | 18,700,000 | 224 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_128x128_32x4_nn_align8>(T1::Params) | bf16 | false | 768 | 2,048 | 2,048 | 1 | 768 | null | null | null | null | filler_sq2k | 0.20358 | 128 | 96 | 18,650,000 | 224 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 768 | 5,120 | 5,120 | 1 | 768 | null | null | null | null | filler_sq5k | 0.95949 | 256 | 144 | 94,710,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 768 | 5,120 | 5,120 | 1 | 768 | null | null | null | null | filler_sq5k | 0.96006 | 256 | 144 | 94,690,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 768 | 5,120 | 5,120 | 1 | 768 | null | null | null | null | filler_sq5k | 0.96013 | 256 | 144 | 94,710,000 | 215 |
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