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_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 256 | 6,144 | 4,096 | 1 | 256 | null | null | null | null | llama8b_qkv_fused | 0.28102 | 256 | 144 | 60,540,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 256 | 6,144 | 4,096 | 1 | 256 | null | null | null | null | llama8b_qkv_fused | 0.28138 | 256 | 144 | 60,610,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x128_ldg8_f2f_stages_32x5_nn | bf16 | false | 256 | 1,024 | 4,096 | 1 | 256 | null | null | null | null | llama8b_kv | 0.04666 | 128 | 80 | 10,550,000 | 222 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x128_ldg8_f2f_stages_32x5_nn | bf16 | false | 256 | 1,024 | 4,096 | 1 | 256 | null | null | null | null | llama8b_kv | 0.0465 | 128 | 80 | 10,530,000 | 222 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x128_ldg8_f2f_stages_32x5_nn | bf16 | false | 256 | 1,024 | 4,096 | 1 | 256 | null | null | null | null | llama8b_kv | 0.04653 | 128 | 80 | 10,530,000 | 222 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 256 | 14,336 | 4,096 | 1 | 256 | null | null | null | null | llama8b_ffn_gate_up | 0.5751 | 128 | 224 | 186,830,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 256 | 14,336 | 4,096 | 1 | 256 | null | null | null | null | llama8b_ffn_gate_up | 0.57501 | 128 | 224 | 182,310,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 256 | 14,336 | 4,096 | 1 | 256 | null | null | null | null | llama8b_ffn_gate_up | 0.57514 | 128 | 224 | 188,040,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 256 | 4,096 | 14,336 | 1 | 256 | null | null | null | null | llama8b_ffn_down | 0.59155 | 128 | 512 | 189,320,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 256 | 4,096 | 14,336 | 1 | 256 | null | null | null | null | llama8b_ffn_down | 0.59213 | 128 | 512 | 188,820,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 256 | 4,096 | 14,336 | 1 | 256 | null | null | null | null | llama8b_ffn_down | 0.59216 | 128 | 512 | 189,430,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 256 | 128,256 | 4,096 | 1 | 256 | null | null | null | null | llama_lm_head_d4k | 4.98 | 256 | 1,002 | 1,140,000,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 256 | 128,256 | 4,096 | 1 | 256 | null | null | null | null | llama_lm_head_d4k | 4.98 | 256 | 1,002 | 1,140,000,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 256 | 128,256 | 4,096 | 1 | 256 | null | null | null | null | llama_lm_head_d4k | 4.98 | 256 | 1,002 | 1,140,000,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 256 | 8,192 | 8,192 | 1 | 256 | null | null | null | null | llama70b_q_or_o | 0.76298 | 256 | 64 | 139,620,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 256 | 8,192 | 8,192 | 1 | 256 | null | null | null | null | llama70b_q_or_o | 0.76298 | 256 | 64 | 139,580,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 256 | 8,192 | 8,192 | 1 | 256 | null | null | null | null | llama70b_q_or_o | 0.76307 | 256 | 64 | 139,510,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_128x256_32x3_nn_align8>(T1::Params) | bf16 | false | 256 | 10,240 | 8,192 | 1 | 256 | null | null | null | null | llama70b_qkv_fused | 0.76502 | 256 | 80 | 174,230,000 | 222 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_128x256_32x3_nn_align8>(T1::Params) | bf16 | false | 256 | 10,240 | 8,192 | 1 | 256 | null | null | null | null | llama70b_qkv_fused | 0.7655 | 256 | 80 | 174,170,000 | 222 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_128x256_32x3_nn_align8>(T1::Params) | bf16 | false | 256 | 10,240 | 8,192 | 1 | 256 | null | null | null | null | llama70b_qkv_fused | 0.76464 | 256 | 80 | 174,170,000 | 222 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x128_ldg8_f2f_stages_32x5_nn | bf16 | false | 256 | 1,024 | 8,192 | 1 | 256 | null | null | null | null | llama70b_kv | 0.08522 | 128 | 80 | 21,020,000 | 222 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x128_ldg8_f2f_stages_32x5_nn | bf16 | false | 256 | 1,024 | 8,192 | 1 | 256 | null | null | null | null | llama70b_kv | 0.08518 | 128 | 80 | 21,020,000 | 222 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x128_ldg8_f2f_stages_32x5_nn | bf16 | false | 256 | 1,024 | 8,192 | 1 | 256 | null | null | null | null | llama70b_kv | 0.08515 | 128 | 80 | 21,020,000 | 222 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 256 | 28,672 | 8,192 | 1 | 256 | null | null | null | null | llama70b_ffn_gate_up | 2.29 | 256 | 224 | 494,050,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 256 | 28,672 | 8,192 | 1 | 256 | null | null | null | null | llama70b_ffn_gate_up | 2.29 | 256 | 224 | 494,050,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 256 | 28,672 | 8,192 | 1 | 256 | null | null | null | null | llama70b_ffn_gate_up | 2.29 | 256 | 224 | 494,050,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 256 | 8,192 | 28,672 | 1 | 256 | null | null | null | null | llama70b_ffn_down | 2.16 | 256 | 320 | 523,860,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 256 | 8,192 | 28,672 | 1 | 256 | null | null | null | null | llama70b_ffn_down | 2.16 | 256 | 320 | 523,830,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 256 | 8,192 | 28,672 | 1 | 256 | null | null | null | null | llama70b_ffn_down | 2.16 | 256 | 320 | 523,990,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 256 | 128,256 | 8,192 | 1 | 256 | null | null | null | null | llama_lm_head_d8k | 9.88 | 256 | 1,002 | 2,220,000,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 256 | 128,256 | 8,192 | 1 | 256 | null | null | null | null | llama_lm_head_d8k | 9.88 | 256 | 1,002 | 2,220,000,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 256 | 128,256 | 8,192 | 1 | 256 | null | null | null | null | llama_lm_head_d8k | 9.88 | 256 | 1,002 | 2,220,000,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 256 | 29,568 | 8,192 | 1 | 256 | null | null | null | null | qwen72b_ffn_gate_up | 2.29 | 256 | 232 | 509,130,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 256 | 29,568 | 8,192 | 1 | 256 | null | null | null | null | qwen72b_ffn_gate_up | 2.29 | 256 | 232 | 509,190,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 256 | 29,568 | 8,192 | 1 | 256 | null | null | null | null | qwen72b_ffn_gate_up | 2.29 | 256 | 232 | 509,170,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 256 | 8,192 | 29,568 | 1 | 256 | null | null | null | null | qwen72b_ffn_down | 2.23 | 256 | 320 | 539,470,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 256 | 8,192 | 29,568 | 1 | 256 | null | null | null | null | qwen72b_ffn_down | 2.23 | 256 | 320 | 539,170,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 256 | 8,192 | 29,568 | 1 | 256 | null | null | null | null | qwen72b_ffn_down | 2.23 | 256 | 320 | 539,440,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 256 | 152,064 | 8,192 | 1 | 256 | null | null | null | null | qwen72b_lm_head | 11.41 | 256 | 1,188 | 2,630,000,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 256 | 152,064 | 8,192 | 1 | 256 | null | null | null | null | qwen72b_lm_head | 11.41 | 256 | 1,188 | 2,630,000,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 256 | 152,064 | 8,192 | 1 | 256 | null | null | null | null | qwen72b_lm_head | 11.41 | 256 | 1,188 | 2,630,000,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_64x4_nn | bf16 | false | 256 | 2,048 | 2,048 | 1 | 256 | null | null | null | null | filler_sq2k | 0.05418 | 128 | 64 | 9,530,000 | 150 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_64x4_nn | bf16 | false | 256 | 2,048 | 2,048 | 1 | 256 | null | null | null | null | filler_sq2k | 0.05427 | 128 | 64 | 9,510,000 | 150 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_64x4_nn | bf16 | false | 256 | 2,048 | 2,048 | 1 | 256 | null | null | null | null | filler_sq2k | 0.05414 | 128 | 64 | 9,480,000 | 150 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 256 | 5,120 | 5,120 | 1 | 256 | null | null | null | null | filler_sq5k | 0.33027 | 256 | 120 | 61,070,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 256 | 5,120 | 5,120 | 1 | 256 | null | null | null | null | filler_sq5k | 0.33024 | 256 | 120 | 61,360,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 256 | 5,120 | 5,120 | 1 | 256 | null | null | null | null | filler_sq5k | 0.33021 | 256 | 120 | 61,070,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x128_ldg8_f2f_stages_32x5_nn | bf16 | false | 384 | 4,096 | 4,096 | 1 | 384 | null | null | null | null | llama8b_q_or_o | 0.39136 | 128 | 96 | 43,630,000 | 222 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x128_ldg8_f2f_stages_32x5_nn | bf16 | false | 384 | 4,096 | 4,096 | 1 | 384 | null | null | null | null | llama8b_q_or_o | 0.39174 | 128 | 96 | 43,630,000 | 222 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x128_ldg8_f2f_stages_32x5_nn | bf16 | false | 384 | 4,096 | 4,096 | 1 | 384 | null | null | null | null | llama8b_q_or_o | 0.39162 | 128 | 96 | 43,630,000 | 222 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 384 | 6,144 | 4,096 | 1 | 384 | null | null | null | null | llama8b_qkv_fused | 0.40557 | 256 | 216 | 75,900,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 384 | 6,144 | 4,096 | 1 | 384 | null | null | null | null | llama8b_qkv_fused | 0.40582 | 256 | 216 | 75,840,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 384 | 6,144 | 4,096 | 1 | 384 | null | null | null | null | llama8b_qkv_fused | 0.4055 | 256 | 216 | 75,940,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_32x6_nn | bf16 | false | 384 | 1,024 | 4,096 | 1 | 384 | null | null | null | null | llama8b_kv | 0.1009 | 128 | 48 | 11,590,000 | 138 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_32x6_nn | bf16 | false | 384 | 1,024 | 4,096 | 1 | 384 | null | null | null | null | llama8b_kv | 0.10083 | 128 | 48 | 11,620,000 | 138 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_32x6_nn | bf16 | false | 384 | 1,024 | 4,096 | 1 | 384 | null | null | null | null | llama8b_kv | 0.10077 | 128 | 48 | 11,630,000 | 138 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_nn | bf16 | false | 384 | 14,336 | 4,096 | 1 | 384 | null | null | null | null | llama8b_ffn_gate_up | 0.8673 | 128 | 672 | 192,810,000 | 246 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_nn | bf16 | false | 384 | 14,336 | 4,096 | 1 | 384 | null | null | null | null | llama8b_ffn_gate_up | 0.8663 | 128 | 672 | 192,770,000 | 246 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_nn | bf16 | false | 384 | 14,336 | 4,096 | 1 | 384 | null | null | null | null | llama8b_ffn_gate_up | 0.86838 | 128 | 672 | 192,800,000 | 246 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x128_ldg8_f2f_stages_32x5_nn | bf16 | false | 384 | 4,096 | 14,336 | 1 | 384 | null | null | null | null | llama8b_ffn_down | 1.34 | 128 | 96 | 145,870,000 | 222 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x128_ldg8_f2f_stages_32x5_nn | bf16 | false | 384 | 4,096 | 14,336 | 1 | 384 | null | null | null | null | llama8b_ffn_down | 1.34 | 128 | 96 | 145,870,000 | 222 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x128_ldg8_f2f_stages_32x5_nn | bf16 | false | 384 | 4,096 | 14,336 | 1 | 384 | null | null | null | null | llama8b_ffn_down | 1.34 | 128 | 96 | 145,870,000 | 222 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 384 | 128,256 | 4,096 | 1 | 384 | null | null | null | null | llama_lm_head_d4k | 7.28 | 256 | 1,503 | 1,230,000,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 384 | 128,256 | 4,096 | 1 | 384 | null | null | null | null | llama_lm_head_d4k | 7.28 | 256 | 1,503 | 1,230,000,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 384 | 128,256 | 4,096 | 1 | 384 | null | null | null | null | llama_lm_head_d4k | 7.28 | 256 | 1,503 | 1,230,000,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 384 | 8,192 | 8,192 | 1 | 384 | null | null | null | null | llama70b_q_or_o | 1.16 | 256 | 192 | 188,080,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 384 | 8,192 | 8,192 | 1 | 384 | null | null | null | null | llama70b_q_or_o | 1.16 | 256 | 192 | 188,070,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 384 | 8,192 | 8,192 | 1 | 384 | null | null | null | null | llama70b_q_or_o | 1.16 | 256 | 192 | 188,080,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 384 | 10,240 | 8,192 | 1 | 384 | null | null | null | null | llama70b_qkv_fused | 1.16 | 256 | 240 | 226,060,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 384 | 10,240 | 8,192 | 1 | 384 | null | null | null | null | llama70b_qkv_fused | 1.16 | 256 | 240 | 226,070,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 384 | 10,240 | 8,192 | 1 | 384 | null | null | null | null | llama70b_qkv_fused | 1.16 | 256 | 240 | 226,070,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_128x128_32x4_nn_align8>(T1::Params) | bf16 | false | 384 | 1,024 | 8,192 | 1 | 384 | null | null | null | null | llama70b_kv | 0.20099 | 128 | 96 | 29,670,000 | 224 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_128x128_32x4_nn_align8>(T1::Params) | bf16 | false | 384 | 1,024 | 8,192 | 1 | 384 | null | null | null | null | llama70b_kv | 0.20096 | 128 | 96 | 29,670,000 | 224 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_128x128_32x4_nn_align8>(T1::Params) | bf16 | false | 384 | 1,024 | 8,192 | 1 | 384 | null | null | null | null | llama70b_kv | 0.2009 | 128 | 96 | 29,660,000 | 224 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 384 | 28,672 | 8,192 | 1 | 384 | null | null | null | null | llama70b_ffn_gate_up | 3.47 | 256 | 672 | 659,750,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 384 | 28,672 | 8,192 | 1 | 384 | null | null | null | null | llama70b_ffn_gate_up | 3.47 | 256 | 672 | 659,730,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 384 | 28,672 | 8,192 | 1 | 384 | null | null | null | null | llama70b_ffn_gate_up | 3.47 | 256 | 672 | 659,740,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 384 | 8,192 | 28,672 | 1 | 384 | null | null | null | null | llama70b_ffn_down | 3.97 | 128 | 192 | 769,030,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 384 | 8,192 | 28,672 | 1 | 384 | null | null | null | null | llama70b_ffn_down | 3.97 | 128 | 192 | 769,130,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 384 | 8,192 | 28,672 | 1 | 384 | null | null | null | null | llama70b_ffn_down | 3.97 | 128 | 192 | 769,010,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 384 | 128,256 | 8,192 | 1 | 384 | null | null | null | null | llama_lm_head_d8k | 14.42 | 256 | 1,512 | 2,740,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 384 | 128,256 | 8,192 | 1 | 384 | null | null | null | null | llama_lm_head_d8k | 14.42 | 256 | 1,512 | 2,740,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 384 | 128,256 | 8,192 | 1 | 384 | null | null | null | null | llama_lm_head_d8k | 14.42 | 256 | 1,512 | 2,740,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 384 | 29,568 | 8,192 | 1 | 384 | null | null | null | null | qwen72b_ffn_gate_up | 3.47 | 256 | 720 | 678,350,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 384 | 29,568 | 8,192 | 1 | 384 | null | null | null | null | qwen72b_ffn_gate_up | 3.47 | 256 | 720 | 678,300,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 384 | 29,568 | 8,192 | 1 | 384 | null | null | null | null | qwen72b_ffn_gate_up | 3.47 | 256 | 720 | 678,260,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 384 | 8,192 | 29,568 | 1 | 384 | null | null | null | null | qwen72b_ffn_down | 4.1 | 128 | 192 | 792,700,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 384 | 8,192 | 29,568 | 1 | 384 | null | null | null | null | qwen72b_ffn_down | 4.1 | 128 | 192 | 792,880,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 384 | 8,192 | 29,568 | 1 | 384 | null | null | null | null | qwen72b_ffn_down | 4.1 | 128 | 192 | 792,950,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 384 | 152,064 | 8,192 | 1 | 384 | null | null | null | null | qwen72b_lm_head | 16.7 | 256 | 1,800 | 3,230,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 384 | 152,064 | 8,192 | 1 | 384 | null | null | null | null | qwen72b_lm_head | 16.7 | 256 | 1,800 | 3,230,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 384 | 152,064 | 8,192 | 1 | 384 | null | null | null | null | qwen72b_lm_head | 16.7 | 256 | 1,800 | 3,230,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_128x128_32x4_nn_align8>(T1::Params) | bf16 | false | 384 | 2,048 | 2,048 | 1 | 384 | null | null | null | null | filler_sq2k | 0.07725 | 128 | 144 | 14,150,000 | 224 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_128x128_32x4_nn_align8>(T1::Params) | bf16 | false | 384 | 2,048 | 2,048 | 1 | 384 | null | null | null | null | filler_sq2k | 0.07731 | 128 | 144 | 14,160,000 | 224 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_128x128_32x4_nn_align8>(T1::Params) | bf16 | false | 384 | 2,048 | 2,048 | 1 | 384 | null | null | null | null | filler_sq2k | 0.07734 | 128 | 144 | 14,150,000 | 224 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x128_ldg8_f2f_stages_32x5_nn | bf16 | false | 384 | 5,120 | 5,120 | 1 | 384 | null | null | null | null | filler_sq5k | 0.4873 | 128 | 120 | 64,340,000 | 222 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x128_ldg8_f2f_stages_32x5_nn | bf16 | false | 384 | 5,120 | 5,120 | 1 | 384 | null | null | null | null | filler_sq5k | 0.4871 | 128 | 120 | 64,350,000 | 222 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x128_ldg8_f2f_stages_32x5_nn | bf16 | false | 384 | 5,120 | 5,120 | 1 | 384 | null | null | null | null | filler_sq5k | 0.48742 | 128 | 120 | 64,350,000 | 222 |
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 | 0.39184 | 128 | 128 | 45,750,000 | 222 |
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 | 0.39184 | 128 | 128 | 45,750,000 | 222 |
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