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 | 3,072 | 2,048 | 2,048 | 1 | 3,072 | null | null | null | null | filler_sq2k | 0.48211 | 128 | 384 | 68,260,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 3,072 | 5,120 | 5,120 | 1 | 3,072 | null | null | null | null | filler_sq5k | 2.84 | 128 | 960 | 578,460,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 3,072 | 5,120 | 5,120 | 1 | 3,072 | null | null | null | null | filler_sq5k | 2.84 | 128 | 960 | 589,130,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 3,072 | 5,120 | 5,120 | 1 | 3,072 | null | null | null | null | filler_sq5k | 2.84 | 128 | 960 | 546,600,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 4,096 | 4,096 | 4,096 | 1 | 4,096 | null | null | null | null | llama8b_q_or_o | 2.68 | 256 | 512 | 237,830,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 4,096 | 4,096 | 4,096 | 1 | 4,096 | null | null | null | null | llama8b_q_or_o | 2.69 | 256 | 512 | 237,830,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 4,096 | 4,096 | 4,096 | 1 | 4,096 | null | null | null | null | llama8b_q_or_o | 2.68 | 256 | 512 | 237,850,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 4,096 | 6,144 | 4,096 | 1 | 4,096 | null | null | null | null | llama8b_qkv_fused | 3.6 | 128 | 1,536 | 584,160,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 4,096 | 6,144 | 4,096 | 1 | 4,096 | null | null | null | null | llama8b_qkv_fused | 3.6 | 128 | 1,536 | 585,090,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 4,096 | 6,144 | 4,096 | 1 | 4,096 | null | null | null | null | llama8b_qkv_fused | 3.6 | 128 | 1,536 | 603,410,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 4,096 | 1,024 | 4,096 | 1 | 4,096 | null | null | null | null | llama8b_kv | 0.76435 | 128 | 256 | 120,170,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 4,096 | 1,024 | 4,096 | 1 | 4,096 | null | null | null | null | llama8b_kv | 0.76374 | 128 | 256 | 115,490,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 4,096 | 1,024 | 4,096 | 1 | 4,096 | null | null | null | null | llama8b_kv | 0.76333 | 128 | 256 | 129,180,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 4,096 | 14,336 | 4,096 | 1 | 4,096 | null | null | null | null | llama8b_ffn_gate_up | 8.43 | 256 | 1,792 | 835,900,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 4,096 | 14,336 | 4,096 | 1 | 4,096 | null | null | null | null | llama8b_ffn_gate_up | 8.43 | 256 | 1,792 | 836,270,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 4,096 | 14,336 | 4,096 | 1 | 4,096 | null | null | null | null | llama8b_ffn_gate_up | 8.43 | 256 | 1,792 | 836,090,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 4,096 | 4,096 | 14,336 | 1 | 4,096 | null | null | null | null | llama8b_ffn_down | 8.58 | 128 | 1,024 | 3,240,000,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 4,096 | 4,096 | 14,336 | 1 | 4,096 | null | null | null | null | llama8b_ffn_down | 8.58 | 128 | 1,024 | 3,490,000,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 4,096 | 4,096 | 14,336 | 1 | 4,096 | null | null | null | null | llama8b_ffn_down | 8.58 | 128 | 1,024 | 3,330,000,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 4,096 | 128,256 | 4,096 | 1 | 4,096 | null | null | null | null | llama_lm_head_d4k | 75 | 256 | 16,032 | 6,810,000,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 4,096 | 128,256 | 4,096 | 1 | 4,096 | null | null | null | null | llama_lm_head_d4k | 75 | 256 | 16,032 | 6,810,000,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 4,096 | 128,256 | 4,096 | 1 | 4,096 | null | null | null | null | llama_lm_head_d4k | 75 | 256 | 16,032 | 6,810,000,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 4,096 | 8,192 | 8,192 | 1 | 4,096 | null | null | null | null | llama70b_q_or_o | 9.44 | 128 | 2,048 | 2,540,000,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 4,096 | 8,192 | 8,192 | 1 | 4,096 | null | null | null | null | llama70b_q_or_o | 9.44 | 128 | 2,048 | 2,570,000,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 4,096 | 8,192 | 8,192 | 1 | 4,096 | null | null | null | null | llama70b_q_or_o | 9.44 | 128 | 2,048 | 2,490,000,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 4,096 | 10,240 | 8,192 | 1 | 4,096 | null | null | null | null | llama70b_qkv_fused | 12.15 | 256 | 1,280 | 1,110,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 4,096 | 10,240 | 8,192 | 1 | 4,096 | null | null | null | null | llama70b_qkv_fused | 12.15 | 256 | 1,280 | 1,110,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 4,096 | 10,240 | 8,192 | 1 | 4,096 | null | null | null | null | llama70b_qkv_fused | 12.15 | 256 | 1,280 | 1,110,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 4,096 | 1,024 | 8,192 | 1 | 4,096 | null | null | null | null | llama70b_kv | 1.52 | 128 | 256 | 353,820,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 4,096 | 1,024 | 8,192 | 1 | 4,096 | null | null | null | null | llama70b_kv | 1.52 | 128 | 256 | 369,810,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 4,096 | 1,024 | 8,192 | 1 | 4,096 | null | null | null | null | llama70b_kv | 1.52 | 128 | 256 | 367,040,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 4,096 | 28,672 | 8,192 | 1 | 4,096 | null | null | null | null | llama70b_ffn_gate_up | 33.37 | 256 | 3,584 | 3,130,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 4,096 | 28,672 | 8,192 | 1 | 4,096 | null | null | null | null | llama70b_ffn_gate_up | 33.37 | 256 | 3,584 | 3,130,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 4,096 | 28,672 | 8,192 | 1 | 4,096 | null | null | null | null | llama70b_ffn_gate_up | 33.37 | 256 | 3,584 | 3,130,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 4,096 | 8,192 | 28,672 | 1 | 4,096 | null | null | null | null | llama70b_ffn_down | 33.13 | 256 | 2,048 | 3,080,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 4,096 | 8,192 | 28,672 | 1 | 4,096 | null | null | null | null | llama70b_ffn_down | 33.12 | 256 | 2,048 | 3,080,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 4,096 | 8,192 | 28,672 | 1 | 4,096 | null | null | null | null | llama70b_ffn_down | 33.13 | 256 | 2,048 | 3,080,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 4,096 | 128,256 | 8,192 | 1 | 4,096 | null | null | null | null | llama_lm_head_d8k | 148.57 | 256 | 16,128 | 14,040,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 4,096 | 128,256 | 8,192 | 1 | 4,096 | null | null | null | null | llama_lm_head_d8k | 148.57 | 256 | 16,128 | 14,060,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 4,096 | 128,256 | 8,192 | 1 | 4,096 | null | null | null | null | llama_lm_head_d8k | 148.57 | 256 | 16,128 | 14,210,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 4,096 | 29,568 | 8,192 | 1 | 4,096 | null | null | null | null | qwen72b_ffn_gate_up | 34.88 | 256 | 3,840 | 3,250,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 4,096 | 29,568 | 8,192 | 1 | 4,096 | null | null | null | null | qwen72b_ffn_gate_up | 34.88 | 256 | 3,840 | 3,250,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 4,096 | 29,568 | 8,192 | 1 | 4,096 | null | null | null | null | qwen72b_ffn_gate_up | 34.88 | 256 | 3,840 | 3,250,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 4,096 | 8,192 | 29,568 | 1 | 4,096 | null | null | null | null | qwen72b_ffn_down | 34.15 | 256 | 2,048 | 3,170,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 4,096 | 8,192 | 29,568 | 1 | 4,096 | null | null | null | null | qwen72b_ffn_down | 34.15 | 256 | 2,048 | 3,170,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 4,096 | 8,192 | 29,568 | 1 | 4,096 | null | null | null | null | qwen72b_ffn_down | 34.15 | 256 | 2,048 | 3,170,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 4,096 | 152,064 | 8,192 | 1 | 4,096 | null | null | null | null | qwen72b_lm_head | 175.86 | 256 | 19,200 | 17,260,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 4,096 | 152,064 | 8,192 | 1 | 4,096 | null | null | null | null | qwen72b_lm_head | 175.87 | 256 | 19,200 | 16,820,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 4,096 | 152,064 | 8,192 | 1 | 4,096 | null | null | null | null | qwen72b_lm_head | 175.89 | 256 | 19,200 | 17,530,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 4,096 | 2,048 | 2,048 | 1 | 4,096 | null | null | null | null | filler_sq2k | 0.67181 | 128 | 512 | 94,810,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 4,096 | 2,048 | 2,048 | 1 | 4,096 | null | null | null | null | filler_sq2k | 0.67165 | 128 | 512 | 92,910,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 4,096 | 2,048 | 2,048 | 1 | 4,096 | null | null | null | null | filler_sq2k | 0.67178 | 128 | 512 | 93,240,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 4,096 | 5,120 | 5,120 | 1 | 4,096 | null | null | null | null | filler_sq5k | 3.83 | 256 | 640 | 509,450,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 4,096 | 5,120 | 5,120 | 1 | 4,096 | null | null | null | null | filler_sq5k | 3.83 | 256 | 640 | 509,430,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 4,096 | 5,120 | 5,120 | 1 | 4,096 | null | null | null | null | filler_sq5k | 3.83 | 256 | 640 | 509,420,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 6,144 | 4,096 | 4,096 | 1 | 6,144 | null | null | null | null | llama8b_q_or_o | 3.6 | 128 | 1,536 | 973,000,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 6,144 | 4,096 | 4,096 | 1 | 6,144 | null | null | null | null | llama8b_q_or_o | 3.6 | 128 | 1,536 | 1,000,000,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 6,144 | 4,096 | 4,096 | 1 | 6,144 | null | null | null | null | llama8b_q_or_o | 3.6 | 128 | 1,536 | 998,590,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 6,144 | 6,144 | 4,096 | 1 | 6,144 | null | null | null | null | llama8b_qkv_fused | 5.49 | 128 | 2,304 | 2,020,000,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 6,144 | 6,144 | 4,096 | 1 | 6,144 | null | null | null | null | llama8b_qkv_fused | 5.49 | 128 | 2,304 | 2,030,000,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 6,144 | 6,144 | 4,096 | 1 | 6,144 | null | null | null | null | llama8b_qkv_fused | 5.49 | 128 | 2,304 | 2,000,000,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x128_ldg8_f2f_stages_32x5_nn | bf16 | false | 6,144 | 1,024 | 4,096 | 1 | 6,144 | null | null | null | null | llama8b_kv | 0.9776 | 128 | 384 | 106,240,000 | 222 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x128_ldg8_f2f_stages_32x5_nn | bf16 | false | 6,144 | 1,024 | 4,096 | 1 | 6,144 | null | null | null | null | llama8b_kv | 0.9777 | 128 | 384 | 106,270,000 | 222 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x128_ldg8_f2f_stages_32x5_nn | bf16 | false | 6,144 | 1,024 | 4,096 | 1 | 6,144 | null | null | null | null | llama8b_kv | 0.97747 | 128 | 384 | 106,310,000 | 222 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 6,144 | 14,336 | 4,096 | 1 | 6,144 | null | null | null | null | llama8b_ffn_gate_up | 12.64 | 256 | 2,688 | 1,200,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 6,144 | 14,336 | 4,096 | 1 | 6,144 | null | null | null | null | llama8b_ffn_gate_up | 12.63 | 256 | 2,688 | 1,200,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 6,144 | 14,336 | 4,096 | 1 | 6,144 | null | null | null | null | llama8b_ffn_gate_up | 12.63 | 256 | 2,688 | 1,200,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 6,144 | 4,096 | 14,336 | 1 | 6,144 | null | null | null | null | llama8b_ffn_down | 12.54 | 128 | 1,536 | 5,140,000,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 6,144 | 4,096 | 14,336 | 1 | 6,144 | null | null | null | null | llama8b_ffn_down | 12.54 | 128 | 1,536 | 5,340,000,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 6,144 | 4,096 | 14,336 | 1 | 6,144 | null | null | null | null | llama8b_ffn_down | 12.54 | 128 | 1,536 | 5,540,000,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 6,144 | 128,256 | 4,096 | 1 | 6,144 | null | null | null | null | llama_lm_head_d4k | 112.49 | 256 | 24,048 | 10,220,000,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 6,144 | 128,256 | 4,096 | 1 | 6,144 | null | null | null | null | llama_lm_head_d4k | 112.49 | 256 | 24,048 | 10,220,000,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 6,144 | 128,256 | 4,096 | 1 | 6,144 | null | null | null | null | llama_lm_head_d4k | 112.48 | 256 | 24,048 | 10,220,000,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 6,144 | 8,192 | 8,192 | 1 | 6,144 | null | null | null | null | llama70b_q_or_o | 14.34 | 128 | 3,072 | 3,900,000,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 6,144 | 8,192 | 8,192 | 1 | 6,144 | null | null | null | null | llama70b_q_or_o | 14.34 | 128 | 3,072 | 3,710,000,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 6,144 | 8,192 | 8,192 | 1 | 6,144 | null | null | null | null | llama70b_q_or_o | 14.34 | 128 | 3,072 | 3,810,000,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 6,144 | 10,240 | 8,192 | 1 | 6,144 | null | null | null | null | llama70b_qkv_fused | 18.21 | 256 | 1,920 | 1,590,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 6,144 | 10,240 | 8,192 | 1 | 6,144 | null | null | null | null | llama70b_qkv_fused | 18.21 | 256 | 1,920 | 1,590,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 6,144 | 10,240 | 8,192 | 1 | 6,144 | null | null | null | null | llama70b_qkv_fused | 18.21 | 256 | 1,920 | 1,590,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x128_ldg8_f2f_stages_32x5_nn | bf16 | false | 6,144 | 1,024 | 8,192 | 1 | 6,144 | null | null | null | null | llama70b_kv | 1.93 | 128 | 384 | 201,650,000 | 222 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x128_ldg8_f2f_stages_32x5_nn | bf16 | false | 6,144 | 1,024 | 8,192 | 1 | 6,144 | null | null | null | null | llama70b_kv | 1.93 | 128 | 384 | 201,640,000 | 222 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x128_ldg8_f2f_stages_32x5_nn | bf16 | false | 6,144 | 1,024 | 8,192 | 1 | 6,144 | null | null | null | null | llama70b_kv | 1.93 | 128 | 384 | 201,640,000 | 222 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 6,144 | 28,672 | 8,192 | 1 | 6,144 | null | null | null | null | llama70b_ffn_gate_up | 50.04 | 256 | 5,376 | 4,500,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 6,144 | 28,672 | 8,192 | 1 | 6,144 | null | null | null | null | llama70b_ffn_gate_up | 50.04 | 256 | 5,376 | 4,500,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 6,144 | 28,672 | 8,192 | 1 | 6,144 | null | null | null | null | llama70b_ffn_gate_up | 50.04 | 256 | 5,376 | 4,500,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 6,144 | 8,192 | 28,672 | 1 | 6,144 | null | null | null | null | llama70b_ffn_down | 50.28 | 256 | 1,536 | 4,140,000,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 6,144 | 8,192 | 28,672 | 1 | 6,144 | null | null | null | null | llama70b_ffn_down | 50.28 | 256 | 1,536 | 4,140,000,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 6,144 | 8,192 | 28,672 | 1 | 6,144 | null | null | null | null | llama70b_ffn_down | 50.28 | 256 | 1,536 | 4,140,000,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 6,144 | 128,256 | 8,192 | 1 | 6,144 | null | null | null | null | llama_lm_head_d8k | 222.85 | 256 | 24,192 | 21,590,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 6,144 | 128,256 | 8,192 | 1 | 6,144 | null | null | null | null | llama_lm_head_d8k | 222.85 | 256 | 24,192 | 21,460,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 6,144 | 128,256 | 8,192 | 1 | 6,144 | null | null | null | null | llama_lm_head_d8k | 222.84 | 256 | 24,192 | 22,780,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 6,144 | 29,568 | 8,192 | 1 | 6,144 | null | null | null | null | qwen72b_ffn_gate_up | 51.57 | 256 | 5,760 | 4,650,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 6,144 | 29,568 | 8,192 | 1 | 6,144 | null | null | null | null | qwen72b_ffn_gate_up | 51.58 | 256 | 5,760 | 4,650,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 6,144 | 29,568 | 8,192 | 1 | 6,144 | null | null | null | null | qwen72b_ffn_gate_up | 51.57 | 256 | 5,760 | 4,650,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 6,144 | 8,192 | 29,568 | 1 | 6,144 | null | null | null | null | qwen72b_ffn_down | 51.85 | 256 | 1,536 | 4,260,000,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 6,144 | 8,192 | 29,568 | 1 | 6,144 | null | null | null | null | qwen72b_ffn_down | 51.85 | 256 | 1,536 | 4,260,000,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 6,144 | 8,192 | 29,568 | 1 | 6,144 | null | null | null | null | qwen72b_ffn_down | 51.85 | 256 | 1,536 | 4,260,000,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 6,144 | 152,064 | 8,192 | 1 | 6,144 | null | null | null | null | qwen72b_lm_head | 263.77 | 256 | 28,800 | 26,830,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 6,144 | 152,064 | 8,192 | 1 | 6,144 | null | null | null | null | qwen72b_lm_head | 263.78 | 256 | 28,800 | 27,600,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 6,144 | 152,064 | 8,192 | 1 | 6,144 | null | null | null | null | qwen72b_lm_head | 263.78 | 256 | 28,800 | 27,410,000,000 | 215 |
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