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 | 6,144 | 2,048 | 2,048 | 1 | 6,144 | null | null | null | null | filler_sq2k | 0.95696 | 128 | 768 | 137,530,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 6,144 | 2,048 | 2,048 | 1 | 6,144 | null | null | null | null | filler_sq2k | 0.95686 | 128 | 768 | 136,880,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 6,144 | 2,048 | 2,048 | 1 | 6,144 | null | null | null | null | filler_sq2k | 0.95661 | 128 | 768 | 138,640,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 6,144 | 5,120 | 5,120 | 1 | 6,144 | null | null | null | null | filler_sq5k | 5.68 | 128 | 1,920 | 2,040,000,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 6,144 | 5,120 | 5,120 | 1 | 6,144 | null | null | null | null | filler_sq5k | 5.68 | 128 | 1,920 | 2,010,000,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 6,144 | 5,120 | 5,120 | 1 | 6,144 | null | null | null | null | filler_sq5k | 5.68 | 128 | 1,920 | 2,030,000,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 8,192 | 4,096 | 4,096 | 1 | 8,192 | null | null | null | null | llama8b_q_or_o | 4.73 | 128 | 2,048 | 1,320,000,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 8,192 | 4,096 | 4,096 | 1 | 8,192 | null | null | null | null | llama8b_q_or_o | 4.73 | 128 | 2,048 | 1,330,000,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 8,192 | 4,096 | 4,096 | 1 | 8,192 | null | null | null | null | llama8b_q_or_o | 4.73 | 128 | 2,048 | 1,330,000,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 8,192 | 6,144 | 4,096 | 1 | 8,192 | null | null | null | null | llama8b_qkv_fused | 7.19 | 128 | 3,072 | 2,720,000,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 8,192 | 6,144 | 4,096 | 1 | 8,192 | null | null | null | null | llama8b_qkv_fused | 7.19 | 128 | 3,072 | 2,730,000,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 8,192 | 6,144 | 4,096 | 1 | 8,192 | null | null | null | null | llama8b_qkv_fused | 7.19 | 128 | 3,072 | 2,730,000,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 8,192 | 1,024 | 4,096 | 1 | 8,192 | null | null | null | null | llama8b_kv | 1.22 | 128 | 1,536 | 213,250,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 8,192 | 1,024 | 4,096 | 1 | 8,192 | null | null | null | null | llama8b_kv | 1.22 | 128 | 1,536 | 213,210,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 8,192 | 1,024 | 4,096 | 1 | 8,192 | null | null | null | null | llama8b_kv | 1.22 | 128 | 1,536 | 212,860,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 8,192 | 14,336 | 4,096 | 1 | 8,192 | null | null | null | null | llama8b_ffn_gate_up | 16.85 | 256 | 3,584 | 1,550,000,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 8,192 | 14,336 | 4,096 | 1 | 8,192 | null | null | null | null | llama8b_ffn_gate_up | 16.85 | 256 | 3,584 | 1,550,000,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 8,192 | 14,336 | 4,096 | 1 | 8,192 | null | null | null | null | llama8b_ffn_gate_up | 16.85 | 256 | 3,584 | 1,550,000,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 8,192 | 4,096 | 14,336 | 1 | 8,192 | null | null | null | null | llama8b_ffn_down | 16.5 | 128 | 2,048 | 7,330,000,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 8,192 | 4,096 | 14,336 | 1 | 8,192 | null | null | null | null | llama8b_ffn_down | 16.5 | 128 | 2,048 | 7,520,000,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 8,192 | 4,096 | 14,336 | 1 | 8,192 | null | null | null | null | llama8b_ffn_down | 16.5 | 128 | 2,048 | 7,230,000,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 8,192 | 128,256 | 4,096 | 1 | 8,192 | null | null | null | null | llama_lm_head_d4k | 149.97 | 256 | 32,064 | 13,620,000,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 8,192 | 128,256 | 4,096 | 1 | 8,192 | null | null | null | null | llama_lm_head_d4k | 149.97 | 256 | 32,064 | 13,620,000,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 8,192 | 128,256 | 4,096 | 1 | 8,192 | null | null | null | null | llama_lm_head_d4k | 149.97 | 256 | 32,064 | 13,620,000,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 8,192 | 8,192 | 8,192 | 1 | 8,192 | null | null | null | null | llama70b_q_or_o | 18.87 | 128 | 4,096 | 5,090,000,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 8,192 | 8,192 | 8,192 | 1 | 8,192 | null | null | null | null | llama70b_q_or_o | 18.87 | 128 | 4,096 | 5,040,000,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 8,192 | 8,192 | 8,192 | 1 | 8,192 | null | null | null | null | llama70b_q_or_o | 18.87 | 128 | 4,096 | 5,300,000,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 8,192 | 10,240 | 8,192 | 1 | 8,192 | null | null | null | null | llama70b_qkv_fused | 24.27 | 256 | 2,560 | 2,070,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 8,192 | 10,240 | 8,192 | 1 | 8,192 | null | null | null | null | llama70b_qkv_fused | 24.27 | 256 | 2,560 | 2,070,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 8,192 | 10,240 | 8,192 | 1 | 8,192 | null | null | null | null | llama70b_qkv_fused | 24.27 | 256 | 2,560 | 2,070,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 8,192 | 1,024 | 8,192 | 1 | 8,192 | null | null | null | null | llama70b_kv | 2.41 | 128 | 1,536 | 385,610,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 8,192 | 1,024 | 8,192 | 1 | 8,192 | null | null | null | null | llama70b_kv | 2.41 | 128 | 1,536 | 382,130,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 8,192 | 1,024 | 8,192 | 1 | 8,192 | null | null | null | null | llama70b_kv | 2.41 | 128 | 1,536 | 380,330,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 8,192 | 28,672 | 8,192 | 1 | 8,192 | null | null | null | null | llama70b_ffn_gate_up | 66.71 | 256 | 7,168 | 5,830,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 8,192 | 28,672 | 8,192 | 1 | 8,192 | null | null | null | null | llama70b_ffn_gate_up | 66.71 | 256 | 7,168 | 5,830,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 8,192 | 28,672 | 8,192 | 1 | 8,192 | null | null | null | null | llama70b_ffn_gate_up | 66.71 | 256 | 7,168 | 5,830,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 8,192 | 8,192 | 28,672 | 1 | 8,192 | null | null | null | null | llama70b_ffn_down | 66.16 | 256 | 2,048 | 5,510,000,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 8,192 | 8,192 | 28,672 | 1 | 8,192 | null | null | null | null | llama70b_ffn_down | 66.16 | 256 | 2,048 | 5,510,000,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 8,192 | 8,192 | 28,672 | 1 | 8,192 | null | null | null | null | llama70b_ffn_down | 66.16 | 256 | 2,048 | 5,510,000,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 8,192 | 128,256 | 8,192 | 1 | 8,192 | null | null | null | null | llama_lm_head_d8k | 297.11 | 256 | 32,256 | 31,830,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 8,192 | 128,256 | 8,192 | 1 | 8,192 | null | null | null | null | llama_lm_head_d8k | 297.13 | 256 | 32,256 | 30,880,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 8,192 | 128,256 | 8,192 | 1 | 8,192 | null | null | null | null | llama_lm_head_d8k | 297.12 | 256 | 32,256 | 32,960,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 8,192 | 29,568 | 8,192 | 1 | 8,192 | null | null | null | null | qwen72b_ffn_gate_up | 68.99 | 256 | 7,680 | 6,040,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 8,192 | 29,568 | 8,192 | 1 | 8,192 | null | null | null | null | qwen72b_ffn_gate_up | 68.99 | 256 | 7,680 | 6,040,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 8,192 | 29,568 | 8,192 | 1 | 8,192 | null | null | null | null | qwen72b_ffn_gate_up | 68.99 | 256 | 7,680 | 6,040,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 8,192 | 8,192 | 29,568 | 1 | 8,192 | null | null | null | null | qwen72b_ffn_down | 68.23 | 256 | 2,048 | 5,670,000,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 8,192 | 8,192 | 29,568 | 1 | 8,192 | null | null | null | null | qwen72b_ffn_down | 68.23 | 256 | 2,048 | 5,670,000,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 8,192 | 8,192 | 29,568 | 1 | 8,192 | null | null | null | null | qwen72b_ffn_down | 68.23 | 256 | 2,048 | 5,670,000,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 8,192 | 152,064 | 8,192 | 1 | 8,192 | null | null | null | null | qwen72b_lm_head | 351.73 | 256 | 38,400 | 33,940,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 8,192 | 152,064 | 8,192 | 1 | 8,192 | null | null | null | null | qwen72b_lm_head | 351.72 | 256 | 38,400 | 32,260,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 8,192 | 152,064 | 8,192 | 1 | 8,192 | null | null | null | null | qwen72b_lm_head | 351.69 | 256 | 38,400 | 36,970,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_128x256_32x3_nn_align8>(T1::Params) | bf16 | false | 8,192 | 2,048 | 2,048 | 1 | 8,192 | null | null | null | null | filler_sq2k | 1.37 | 256 | 512 | 138,250,000 | 222 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_128x256_32x3_nn_align8>(T1::Params) | bf16 | false | 8,192 | 2,048 | 2,048 | 1 | 8,192 | null | null | null | null | filler_sq2k | 1.37 | 256 | 512 | 138,250,000 | 222 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_128x256_32x3_nn_align8>(T1::Params) | bf16 | false | 8,192 | 2,048 | 2,048 | 1 | 8,192 | null | null | null | null | filler_sq2k | 1.37 | 256 | 512 | 138,250,000 | 222 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 8,192 | 5,120 | 5,120 | 1 | 8,192 | null | null | null | null | filler_sq5k | 7.57 | 128 | 2,560 | 2,700,000,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 8,192 | 5,120 | 5,120 | 1 | 8,192 | null | null | null | null | filler_sq5k | 7.57 | 128 | 2,560 | 2,670,000,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 8,192 | 5,120 | 5,120 | 1 | 8,192 | null | null | null | null | filler_sq5k | 7.57 | 128 | 2,560 | 2,700,000,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 12,288 | 4,096 | 4,096 | 1 | 12,288 | null | null | null | null | llama8b_q_or_o | 7.28 | 256 | 1,536 | 649,360,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 12,288 | 4,096 | 4,096 | 1 | 12,288 | null | null | null | null | llama8b_q_or_o | 7.28 | 256 | 1,536 | 649,680,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 12,288 | 4,096 | 4,096 | 1 | 12,288 | null | null | null | null | llama8b_q_or_o | 7.28 | 256 | 1,536 | 649,660,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 12,288 | 6,144 | 4,096 | 1 | 12,288 | null | null | null | null | llama8b_qkv_fused | 11.09 | 256 | 2,304 | 994,710,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 12,288 | 6,144 | 4,096 | 1 | 12,288 | null | null | null | null | llama8b_qkv_fused | 11.09 | 256 | 2,304 | 995,020,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 12,288 | 6,144 | 4,096 | 1 | 12,288 | null | null | null | null | llama8b_qkv_fused | 11.09 | 256 | 2,304 | 995,030,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 12,288 | 1,024 | 4,096 | 1 | 12,288 | null | null | null | null | llama8b_kv | 1.92 | 256 | 384 | 166,830,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 12,288 | 1,024 | 4,096 | 1 | 12,288 | null | null | null | null | llama8b_kv | 1.92 | 256 | 384 | 166,830,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 12,288 | 1,024 | 4,096 | 1 | 12,288 | null | null | null | null | llama8b_kv | 1.92 | 256 | 384 | 166,830,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 12,288 | 14,336 | 4,096 | 1 | 12,288 | null | null | null | null | llama8b_ffn_gate_up | 25.26 | 256 | 5,376 | 2,330,000,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 12,288 | 14,336 | 4,096 | 1 | 12,288 | null | null | null | null | llama8b_ffn_gate_up | 25.26 | 256 | 5,376 | 2,330,000,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 12,288 | 14,336 | 4,096 | 1 | 12,288 | null | null | null | null | llama8b_ffn_gate_up | 25.26 | 256 | 5,376 | 2,330,000,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 12,288 | 4,096 | 14,336 | 1 | 12,288 | null | null | null | null | llama8b_ffn_down | 25.07 | 128 | 3,072 | 10,630,000,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 12,288 | 4,096 | 14,336 | 1 | 12,288 | null | null | null | null | llama8b_ffn_down | 25.07 | 128 | 3,072 | 11,480,000,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s1688gemm_bf16_128x128_ldg8_f2f_stages_32x1_nn | bf16 | false | 12,288 | 4,096 | 14,336 | 1 | 12,288 | null | null | null | null | llama8b_ffn_down | 25.07 | 128 | 3,072 | 11,430,000,000 | 234 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 12,288 | 128,256 | 4,096 | 1 | 12,288 | null | null | null | null | llama_lm_head_d4k | 224.58 | 256 | 48,096 | 20,430,000,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 12,288 | 128,256 | 4,096 | 1 | 12,288 | null | null | null | null | llama_lm_head_d4k | 224.58 | 256 | 48,096 | 20,440,000,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 12,288 | 128,256 | 4,096 | 1 | 12,288 | null | null | null | null | llama_lm_head_d4k | 224.58 | 256 | 48,096 | 20,440,000,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 12,288 | 8,192 | 8,192 | 1 | 12,288 | null | null | null | null | llama70b_q_or_o | 28.81 | 256 | 3,072 | 2,440,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 12,288 | 8,192 | 8,192 | 1 | 12,288 | null | null | null | null | llama70b_q_or_o | 28.81 | 256 | 3,072 | 2,440,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 12,288 | 8,192 | 8,192 | 1 | 12,288 | null | null | null | null | llama70b_q_or_o | 28.81 | 256 | 3,072 | 2,440,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 12,288 | 10,240 | 8,192 | 1 | 12,288 | null | null | null | null | llama70b_qkv_fused | 35.65 | 256 | 3,840 | 3,040,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 12,288 | 10,240 | 8,192 | 1 | 12,288 | null | null | null | null | llama70b_qkv_fused | 35.66 | 256 | 3,840 | 3,040,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 12,288 | 10,240 | 8,192 | 1 | 12,288 | null | null | null | null | llama70b_qkv_fused | 35.65 | 256 | 3,840 | 3,040,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 12,288 | 1,024 | 8,192 | 1 | 12,288 | null | null | null | null | llama70b_kv | 3.81 | 256 | 384 | 311,500,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 12,288 | 1,024 | 8,192 | 1 | 12,288 | null | null | null | null | llama70b_kv | 3.81 | 256 | 384 | 311,470,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 12,288 | 1,024 | 8,192 | 1 | 12,288 | null | null | null | null | llama70b_kv | 3.81 | 256 | 384 | 311,470,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 12,288 | 28,672 | 8,192 | 1 | 12,288 | null | null | null | null | llama70b_ffn_gate_up | 100.05 | 256 | 10,752 | 8,570,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 12,288 | 28,672 | 8,192 | 1 | 12,288 | null | null | null | null | llama70b_ffn_gate_up | 100.05 | 256 | 10,752 | 8,570,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 12,288 | 28,672 | 8,192 | 1 | 12,288 | null | null | null | null | llama70b_ffn_gate_up | 100.05 | 256 | 10,752 | 8,570,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 12,288 | 8,192 | 28,672 | 1 | 12,288 | null | null | null | null | llama70b_ffn_down | 100.53 | 256 | 3,072 | 8,310,000,000.000001 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 12,288 | 8,192 | 28,672 | 1 | 12,288 | null | null | null | null | llama70b_ffn_down | 100.53 | 256 | 3,072 | 8,300,000,000.000001 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 12,288 | 8,192 | 28,672 | 1 | 12,288 | null | null | null | null | llama70b_ffn_down | 100.53 | 256 | 3,072 | 8,300,000,000.000001 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 12,288 | 128,256 | 8,192 | 1 | 12,288 | null | null | null | null | llama_lm_head_d8k | 444.91 | 256 | 48,384 | 47,640,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 12,288 | 128,256 | 8,192 | 1 | 12,288 | null | null | null | null | llama_lm_head_d8k | 444.93 | 256 | 48,384 | 49,590,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 12,288 | 128,256 | 8,192 | 1 | 12,288 | null | null | null | null | llama_lm_head_d8k | 444.91 | 256 | 48,384 | 58,280,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 12,288 | 29,568 | 8,192 | 1 | 12,288 | null | null | null | null | qwen72b_ffn_gate_up | 103.11 | 256 | 11,520 | 8,870,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 12,288 | 29,568 | 8,192 | 1 | 12,288 | null | null | null | null | qwen72b_ffn_gate_up | 103.11 | 256 | 11,520 | 8,870,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 12,288 | 29,568 | 8,192 | 1 | 12,288 | null | null | null | null | qwen72b_ffn_gate_up | 103.1 | 256 | 11,520 | 8,870,000,000 | 215 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 12,288 | 8,192 | 29,568 | 1 | 12,288 | null | null | null | null | qwen72b_ffn_down | 103.67 | 256 | 3,072 | 8,560,000,000.000001 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 12,288 | 8,192 | 29,568 | 1 | 12,288 | null | null | null | null | qwen72b_ffn_down | 103.67 | 256 | 3,072 | 8,560,000,000.000001 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_nn | bf16 | false | 12,288 | 8,192 | 29,568 | 1 | 12,288 | null | null | null | null | qwen72b_ffn_down | 103.67 | 256 | 3,072 | 8,560,000,000.000001 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x128_32x3_nn_align8>(T1::Params) | bf16 | false | 12,288 | 152,064 | 8,192 | 1 | 12,288 | null | null | null | null | qwen72b_lm_head | 527.55 | 256 | 57,600 | 78,040,000,000 | 215 |
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