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 | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_bf16_256x64_32x4_nn_align2>(T1::Params) | bf16 | false | 4 | 14,336 | 4,096 | 1 | 4 | null | null | null | null | llama8b_ffn_gate_up | 0.19635 | 128 | 56 | 117,560,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_bf16_256x64_32x4_nn_align2>(T1::Params) | bf16 | false | 4 | 14,336 | 4,096 | 1 | 4 | null | null | null | null | llama8b_ffn_gate_up | 0.19632 | 128 | 56 | 117,560,000 | 218 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_64x64_sliced1x2_ldg8_f2f_stages_64x6_nn | bf16 | false | 4 | 4,096 | 14,336 | 1 | 4 | null | null | null | null | llama8b_ffn_down | 0.17277 | 128 | 64 | 117,610,000 | 146 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_64x64_sliced1x2_ldg8_f2f_stages_64x6_nn | bf16 | false | 4 | 4,096 | 14,336 | 1 | 4 | null | null | null | null | llama8b_ffn_down | 0.17296 | 128 | 64 | 117,610,000 | 146 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_64x64_sliced1x2_ldg8_f2f_stages_64x6_nn | bf16 | false | 4 | 4,096 | 14,336 | 1 | 4 | null | null | null | null | llama8b_ffn_down | 0.17322 | 128 | 64 | 117,610,000 | 146 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_32x6_nn | bf16 | false | 4 | 128,256 | 4,096 | 1 | 4 | null | null | null | null | llama_lm_head_d4k | 1.29 | 128 | 2,004 | 1,050,000,000 | 138 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_32x6_nn | bf16 | false | 4 | 128,256 | 4,096 | 1 | 4 | null | null | null | null | llama_lm_head_d4k | 1.29 | 128 | 2,004 | 1,050,000,000 | 138 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_32x6_nn | bf16 | false | 4 | 128,256 | 4,096 | 1 | 4 | null | null | null | null | llama_lm_head_d4k | 1.29 | 128 | 2,004 | 1,050,000,000 | 138 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 4 | 8,192 | 8,192 | 1 | 4 | null | null | null | null | llama70b_q_or_o | 0.20653 | 128 | 128 | 134,570,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 4 | 8,192 | 8,192 | 1 | 4 | null | null | null | null | llama70b_q_or_o | 0.20653 | 128 | 128 | 134,570,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 4 | 8,192 | 8,192 | 1 | 4 | null | null | null | null | llama70b_q_or_o | 0.20669 | 128 | 128 | 134,560,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_64x3_nn | bf16 | false | 4 | 10,240 | 8,192 | 1 | 4 | null | null | null | null | llama70b_qkv_fused | 0.19642 | 128 | 80 | 167,890,000 | 150 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_64x3_nn | bf16 | false | 4 | 10,240 | 8,192 | 1 | 4 | null | null | null | null | llama70b_qkv_fused | 0.19635 | 128 | 80 | 167,900,000 | 150 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_64x3_nn | bf16 | false | 4 | 10,240 | 8,192 | 1 | 4 | null | null | null | null | llama70b_qkv_fused | 0.19632 | 128 | 80 | 167,900,000 | 150 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_64x3_nn | bf16 | false | 4 | 1,024 | 8,192 | 1 | 4 | null | null | null | null | llama70b_kv | 0.03958 | 128 | 104 | 16,890,000 | 150 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_64x3_nn | bf16 | false | 4 | 1,024 | 8,192 | 1 | 4 | null | null | null | null | llama70b_kv | 0.03968 | 128 | 104 | 16,930,000 | 150 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_64x3_nn | bf16 | false | 4 | 1,024 | 8,192 | 1 | 4 | null | null | null | null | llama70b_kv | 0.03965 | 128 | 104 | 16,890,000 | 150 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 4 | 28,672 | 8,192 | 1 | 4 | null | null | null | null | llama70b_ffn_gate_up | 0.61149 | 128 | 448 | 470,910,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 4 | 28,672 | 8,192 | 1 | 4 | null | null | null | null | llama70b_ffn_gate_up | 0.61034 | 128 | 448 | 470,860,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 4 | 28,672 | 8,192 | 1 | 4 | null | null | null | null | llama70b_ffn_gate_up | 0.61085 | 128 | 448 | 470,860,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 4 | 8,192 | 28,672 | 1 | 4 | null | null | null | null | llama70b_ffn_down | 0.68477 | 128 | 128 | 470,320,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 4 | 8,192 | 28,672 | 1 | 4 | null | null | null | null | llama70b_ffn_down | 0.68496 | 128 | 128 | 470,320,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 4 | 8,192 | 28,672 | 1 | 4 | null | null | null | null | llama70b_ffn_down | 0.68429 | 128 | 128 | 470,320,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_32x6_nn | bf16 | false | 4 | 128,256 | 8,192 | 1 | 4 | null | null | null | null | llama_lm_head_d8k | 2.49 | 128 | 2,004 | 2,110,000,000 | 138 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_32x6_nn | bf16 | false | 4 | 128,256 | 8,192 | 1 | 4 | null | null | null | null | llama_lm_head_d8k | 2.49 | 128 | 2,004 | 2,110,000,000 | 138 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_32x6_nn | bf16 | false | 4 | 128,256 | 8,192 | 1 | 4 | null | null | null | null | llama_lm_head_d8k | 2.5 | 128 | 2,004 | 2,110,000,000 | 138 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 4 | 29,568 | 8,192 | 1 | 4 | null | null | null | null | qwen72b_ffn_gate_up | 0.61334 | 128 | 480 | 485,610,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 4 | 29,568 | 8,192 | 1 | 4 | null | null | null | null | qwen72b_ffn_gate_up | 0.61229 | 128 | 480 | 485,670,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 4 | 29,568 | 8,192 | 1 | 4 | null | null | null | null | qwen72b_ffn_gate_up | 0.61389 | 128 | 480 | 485,590,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 4 | 8,192 | 29,568 | 1 | 4 | null | null | null | null | qwen72b_ffn_down | 0.70464 | 128 | 128 | 485,090,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 4 | 8,192 | 29,568 | 1 | 4 | null | null | null | null | qwen72b_ffn_down | 0.70416 | 128 | 128 | 485,060,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 4 | 8,192 | 29,568 | 1 | 4 | null | null | null | null | qwen72b_ffn_down | 0.70416 | 128 | 128 | 485,080,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_128x64_32x6_nn_align8>(T1::Params) | bf16 | false | 4 | 152,064 | 8,192 | 1 | 4 | null | null | null | null | qwen72b_lm_head | 2.92 | 128 | 1,192 | 2,490,000,000 | 142 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_128x64_32x6_nn_align8>(T1::Params) | bf16 | false | 4 | 152,064 | 8,192 | 1 | 4 | null | null | null | null | qwen72b_lm_head | 2.92 | 128 | 1,192 | 2,490,000,000 | 142 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_128x64_32x6_nn_align8>(T1::Params) | bf16 | false | 4 | 152,064 | 8,192 | 1 | 4 | null | null | null | null | qwen72b_lm_head | 2.92 | 128 | 1,192 | 2,490,000,000 | 142 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_64x64_sliced1x2_ldg8_f2f_stages_64x5_nn | bf16 | false | 4 | 2,048 | 2,048 | 1 | 4 | null | null | null | null | filler_sq2k | 0.02906 | 128 | 32 | 8,440,000 | 146 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_64x64_sliced1x2_ldg8_f2f_stages_64x5_nn | bf16 | false | 4 | 2,048 | 2,048 | 1 | 4 | null | null | null | null | filler_sq2k | 0.02912 | 128 | 32 | 8,440,000 | 146 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_64x64_sliced1x2_ldg8_f2f_stages_64x5_nn | bf16 | false | 4 | 2,048 | 2,048 | 1 | 4 | null | null | null | null | filler_sq2k | 0.02928 | 128 | 32 | 8,460,000 | 146 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 4 | 5,120 | 5,120 | 1 | 4 | null | null | null | null | filler_sq5k | 0.07056 | 128 | 96 | 52,580,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 4 | 5,120 | 5,120 | 1 | 4 | null | null | null | null | filler_sq5k | 0.07056 | 128 | 96 | 52,560,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 4 | 5,120 | 5,120 | 1 | 4 | null | null | null | null | filler_sq5k | 0.07059 | 128 | 96 | 52,610,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_64x64_sliced1x2_ldg8_f2f_stages_64x6_nn | bf16 | false | 8 | 4,096 | 4,096 | 1 | 8 | null | null | null | null | llama8b_q_or_o | 0.05386 | 128 | 64 | 33,690,000 | 146 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_64x64_sliced1x2_ldg8_f2f_stages_64x6_nn | bf16 | false | 8 | 4,096 | 4,096 | 1 | 8 | null | null | null | null | llama8b_q_or_o | 0.05382 | 128 | 64 | 33,680,000 | 146 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_64x64_sliced1x2_ldg8_f2f_stages_64x6_nn | bf16 | false | 8 | 4,096 | 4,096 | 1 | 8 | null | null | null | null | llama8b_q_or_o | 0.05392 | 128 | 64 | 33,660,000 | 146 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 8 | 6,144 | 4,096 | 1 | 8 | null | null | null | null | llama8b_qkv_fused | 0.11021 | 128 | 96 | 50,780,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 8 | 6,144 | 4,096 | 1 | 8 | null | null | null | null | llama8b_qkv_fused | 0.1103 | 128 | 96 | 50,780,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 8 | 6,144 | 4,096 | 1 | 8 | null | null | null | null | llama8b_qkv_fused | 0.11059 | 128 | 96 | 50,780,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_64x3_nn | bf16 | false | 8 | 1,024 | 4,096 | 1 | 8 | null | null | null | null | llama8b_kv | 0.02467 | 128 | 104 | 8,490,000 | 150 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_64x3_nn | bf16 | false | 8 | 1,024 | 4,096 | 1 | 8 | null | null | null | null | llama8b_kv | 0.02458 | 128 | 104 | 8,490,000 | 150 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_64x3_nn | bf16 | false | 8 | 1,024 | 4,096 | 1 | 8 | null | null | null | null | llama8b_kv | 0.02474 | 128 | 104 | 8,490,000 | 150 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x64_ldg8_f2f_nn | bf16 | false | 8 | 14,336 | 4,096 | 1 | 8 | null | null | null | null | llama8b_ffn_gate_up | 0.23606 | 128 | 56 | 117,560,000 | 216 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x64_ldg8_f2f_nn | bf16 | false | 8 | 14,336 | 4,096 | 1 | 8 | null | null | null | null | llama8b_ffn_gate_up | 0.2359 | 128 | 56 | 117,580,000 | 216 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_256x64_ldg8_f2f_nn | bf16 | false | 8 | 14,336 | 4,096 | 1 | 8 | null | null | null | null | llama8b_ffn_gate_up | 0.2359 | 128 | 56 | 117,580,000 | 216 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_64x64_sliced1x2_ldg8_f2f_stages_64x6_nn | bf16 | false | 8 | 4,096 | 14,336 | 1 | 8 | null | null | null | null | llama8b_ffn_down | 0.17296 | 128 | 64 | 117,750,000 | 146 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_64x64_sliced1x2_ldg8_f2f_stages_64x6_nn | bf16 | false | 8 | 4,096 | 14,336 | 1 | 8 | null | null | null | null | llama8b_ffn_down | 0.1727 | 128 | 64 | 117,760,000 | 146 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_64x64_sliced1x2_ldg8_f2f_stages_64x6_nn | bf16 | false | 8 | 4,096 | 14,336 | 1 | 8 | null | null | null | null | llama8b_ffn_down | 0.1729 | 128 | 64 | 117,720,000 | 146 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_32x6_nn | bf16 | false | 8 | 128,256 | 4,096 | 1 | 8 | null | null | null | null | llama_lm_head_d4k | 1.3 | 128 | 2,004 | 1,060,000,000 | 138 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_32x6_nn | bf16 | false | 8 | 128,256 | 4,096 | 1 | 8 | null | null | null | null | llama_lm_head_d4k | 1.3 | 128 | 2,004 | 1,060,000,000 | 138 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_32x6_nn | bf16 | false | 8 | 128,256 | 4,096 | 1 | 8 | null | null | null | null | llama_lm_head_d4k | 1.3 | 128 | 2,004 | 1,060,000,000 | 138 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 8 | 8,192 | 8,192 | 1 | 8 | null | null | null | null | llama70b_q_or_o | 0.20701 | 128 | 128 | 134,840,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 8 | 8,192 | 8,192 | 1 | 8 | null | null | null | null | llama70b_q_or_o | 0.2071 | 128 | 128 | 134,880,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 8 | 8,192 | 8,192 | 1 | 8 | null | null | null | null | llama70b_q_or_o | 0.20682 | 128 | 128 | 134,870,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_64x3_nn | bf16 | false | 8 | 10,240 | 8,192 | 1 | 8 | null | null | null | null | llama70b_qkv_fused | 0.19632 | 128 | 80 | 167,980,000 | 150 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_64x3_nn | bf16 | false | 8 | 10,240 | 8,192 | 1 | 8 | null | null | null | null | llama70b_qkv_fused | 0.19654 | 128 | 80 | 167,970,000 | 150 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_64x3_nn | bf16 | false | 8 | 10,240 | 8,192 | 1 | 8 | null | null | null | null | llama70b_qkv_fused | 0.19622 | 128 | 80 | 167,950,000 | 150 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_64x3_nn | bf16 | false | 8 | 1,024 | 8,192 | 1 | 8 | null | null | null | null | llama70b_kv | 0.04 | 128 | 104 | 16,950,000 | 150 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_64x3_nn | bf16 | false | 8 | 1,024 | 8,192 | 1 | 8 | null | null | null | null | llama70b_kv | 0.03981 | 128 | 104 | 16,950,000 | 150 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_64x3_nn | bf16 | false | 8 | 1,024 | 8,192 | 1 | 8 | null | null | null | null | llama70b_kv | 0.03968 | 128 | 104 | 16,950,000 | 150 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 8 | 28,672 | 8,192 | 1 | 8 | null | null | null | null | llama70b_ffn_gate_up | 0.61306 | 128 | 448 | 471,850,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 8 | 28,672 | 8,192 | 1 | 8 | null | null | null | null | llama70b_ffn_gate_up | 0.61402 | 128 | 448 | 471,860,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 8 | 28,672 | 8,192 | 1 | 8 | null | null | null | null | llama70b_ffn_gate_up | 0.61184 | 128 | 448 | 471,880,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 8 | 8,192 | 28,672 | 1 | 8 | null | null | null | null | llama70b_ffn_down | 0.68531 | 128 | 128 | 470,780,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 8 | 8,192 | 28,672 | 1 | 8 | null | null | null | null | llama70b_ffn_down | 0.68541 | 128 | 128 | 470,790,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 8 | 8,192 | 28,672 | 1 | 8 | null | null | null | null | llama70b_ffn_down | 0.68486 | 128 | 128 | 470,790,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_32x6_nn | bf16 | false | 8 | 128,256 | 8,192 | 1 | 8 | null | null | null | null | llama_lm_head_d8k | 2.5 | 128 | 2,004 | 2,110,000,000 | 138 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_32x6_nn | bf16 | false | 8 | 128,256 | 8,192 | 1 | 8 | null | null | null | null | llama_lm_head_d8k | 2.5 | 128 | 2,004 | 2,110,000,000 | 138 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_32x6_nn | bf16 | false | 8 | 128,256 | 8,192 | 1 | 8 | null | null | null | null | llama_lm_head_d8k | 2.5 | 128 | 2,004 | 2,110,000,000 | 138 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 8 | 29,568 | 8,192 | 1 | 8 | null | null | null | null | qwen72b_ffn_gate_up | 0.61309 | 128 | 480 | 486,520,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 8 | 29,568 | 8,192 | 1 | 8 | null | null | null | null | qwen72b_ffn_gate_up | 0.61427 | 128 | 480 | 486,530,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 8 | 29,568 | 8,192 | 1 | 8 | null | null | null | null | qwen72b_ffn_gate_up | 0.61315 | 128 | 480 | 486,520,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 8 | 8,192 | 29,568 | 1 | 8 | null | null | null | null | qwen72b_ffn_down | 0.70464 | 128 | 128 | 485,470,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 8 | 8,192 | 29,568 | 1 | 8 | null | null | null | null | qwen72b_ffn_down | 0.7049 | 128 | 128 | 485,480,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 8 | 8,192 | 29,568 | 1 | 8 | null | null | null | null | qwen72b_ffn_down | 0.70467 | 128 | 128 | 485,480,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_128x64_32x6_nn_align8>(T1::Params) | bf16 | false | 8 | 152,064 | 8,192 | 1 | 8 | null | null | null | null | qwen72b_lm_head | 2.92 | 128 | 1,192 | 2,500,000,000 | 142 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_128x64_32x6_nn_align8>(T1::Params) | bf16 | false | 8 | 152,064 | 8,192 | 1 | 8 | null | null | null | null | qwen72b_lm_head | 2.93 | 128 | 1,192 | 2,500,000,000 | 142 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_128x64_32x6_nn_align8>(T1::Params) | bf16 | false | 8 | 152,064 | 8,192 | 1 | 8 | null | null | null | null | qwen72b_lm_head | 2.93 | 128 | 1,192 | 2,500,000,000 | 142 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_64x64_sliced1x2_ldg8_f2f_stages_64x5_nn | bf16 | false | 8 | 2,048 | 2,048 | 1 | 8 | null | null | null | null | filler_sq2k | 0.02918 | 128 | 32 | 8,500,000 | 146 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_64x64_sliced1x2_ldg8_f2f_stages_64x5_nn | bf16 | false | 8 | 2,048 | 2,048 | 1 | 8 | null | null | null | null | filler_sq2k | 0.02906 | 128 | 32 | 8,460,000 | 146 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_64x64_sliced1x2_ldg8_f2f_stages_64x5_nn | bf16 | false | 8 | 2,048 | 2,048 | 1 | 8 | null | null | null | null | filler_sq2k | 0.02918 | 128 | 32 | 8,470,000 | 146 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 8 | 5,120 | 5,120 | 1 | 8 | null | null | null | null | filler_sq5k | 0.07078 | 128 | 96 | 52,600,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 8 | 5,120 | 5,120 | 1 | 8 | null | null | null | null | filler_sq5k | 0.07082 | 128 | 96 | 52,600,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | void cutlass::Kernel2<cutlass_80_tensorop_bf16_s16816gemm_relu_bf16_256x64_32x4_nn_align8>(T1::Params) | bf16 | false | 8 | 5,120 | 5,120 | 1 | 8 | null | null | null | null | filler_sq5k | 0.07066 | 128 | 96 | 52,600,000 | 220 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_64x64_sliced1x2_ldg8_f2f_stages_64x6_nn | bf16 | false | 16 | 4,096 | 4,096 | 1 | 16 | null | null | null | null | llama8b_q_or_o | 0.05398 | 128 | 64 | 33,720,000 | 146 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_64x64_sliced1x2_ldg8_f2f_stages_64x6_nn | bf16 | false | 16 | 4,096 | 4,096 | 1 | 16 | null | null | null | null | llama8b_q_or_o | 0.05395 | 128 | 64 | 33,740,000 | 146 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_64x64_sliced1x2_ldg8_f2f_stages_64x6_nn | bf16 | false | 16 | 4,096 | 4,096 | 1 | 16 | null | null | null | null | llama8b_q_or_o | 0.05411 | 128 | 64 | 33,730,000 | 146 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_sliced1x2_ldg8_f2f_stages_64x3_nn | bf16 | false | 16 | 6,144 | 4,096 | 1 | 16 | null | null | null | null | llama8b_qkv_fused | 0.10323 | 128 | 48 | 50,520,000 | 226 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_sliced1x2_ldg8_f2f_stages_64x3_nn | bf16 | false | 16 | 6,144 | 4,096 | 1 | 16 | null | null | null | null | llama8b_qkv_fused | 0.10304 | 128 | 48 | 50,530,000 | 226 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_sliced1x2_ldg8_f2f_stages_64x3_nn | bf16 | false | 16 | 6,144 | 4,096 | 1 | 16 | null | null | null | null | llama8b_qkv_fused | 0.10301 | 128 | 48 | 50,540,000 | 226 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_64x3_nn | bf16 | false | 16 | 1,024 | 4,096 | 1 | 16 | null | null | null | null | llama8b_kv | 0.02493 | 128 | 104 | 8,580,000 | 150 |
roofline_sweep | RTX3090 | roofline | gemm | ampere_bf16_s16816gemm_bf16_128x64_ldg8_f2f_stages_64x3_nn | bf16 | false | 16 | 1,024 | 4,096 | 1 | 16 | null | null | null | null | llama8b_kv | 0.02486 | 128 | 104 | 8,580,000 | 150 |
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