Normalize frozen profile CSV line endings

This commit is contained in:
2026-07-17 09:58:26 +08:00
parent 1fa203384f
commit 0c747448b6
5 changed files with 264 additions and 259 deletions

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@@ -1,151 +1,151 @@
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0.0,0.0,0.0,0.0,0.0,0.01724799908697605,0.02284800074994564,0.01928640007972717,0.018400000408291817,0.0020641390157565697,0.09676799923181534,0.12310399860143663,0.10618879944086074,0.10618879944086074,0.008982738207839057,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,2048,32,4,16,4,40960,8,4096,0.0,True,FLASH_ATTN,False,vllm020_batch_spec,"[512, 512, 512, 512, 512, 512, 512, 512]",4096,512,512,512.0,True,0.0,0.0,0.0,False,0.0,4096.0,4096,BF16,generic,none,CUDA_EVENT,False,,,,,,,,,,,8q512,measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
0.0,0.0,0.0,0.0,0.0,0.024224000051617622,0.03315199911594391,0.027436799928545953,0.027328000403940678,0.002679154874546328,0.14716799557209015,0.16412800550460815,0.15470399856567385,0.15470399856567385,0.005423454433987419,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,2048,32,4,16,4,40960,16,8192,0.0,True,FLASH_ATTN,False,vllm020_batch_spec,"[512, 512, 512, 512, 512, 512, 512, 512, 512, 512, 512, 512, 512, 512, 512, 512]",8192,512,512,512.0,True,0.0,0.0,0.0,False,0.0,8192.0,8192,BF16,generic,none,CUDA_EVENT,False,,,,,,,,,,,16q512,measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
0.0,0.0,0.0,0.0,0.0,0.01833599992096424,0.04806400090456009,0.026252799853682517,0.022672000341117382,0.00878438440429033,0.1844799965620041,0.2072959989309311,0.19359359890222552,0.19359359890222552,0.007663539820967659,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,2048,32,4,16,4,40960,2,4096,0.0,True,FLASH_ATTN,False,vllm020_batch_spec,"[2048, 2048]",4096,2048,2048,2048.0,True,0.0,0.0,0.0,False,0.0,4096.0,4096,BF16,generic,none,CUDA_EVENT,False,,,,,,,,,,,2q2k,measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
0.0,0.0,0.0,0.0,0.0,0.024480000138282776,0.04979199916124344,0.029081599973142146,0.025679999962449074,0.007227422044689197,0.34147199988365173,0.37968000769615173,0.3583200007677078,0.3583200007677078,0.011804422100726231,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,2048,32,4,16,4,40960,4,8192,0.0,True,FLASH_ATTN,False,vllm020_batch_spec,"[2048, 2048, 2048, 2048]",8192,2048,2048,2048.0,True,0.0,0.0,0.0,False,0.0,8192.0,8192,BF16,generic,none,CUDA_EVENT,False,,,,,,,,,,,4q2k,measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
1 time_stats.attn_input_reshape.min time_stats.attn_input_reshape.max time_stats.attn_input_reshape.mean time_stats.attn_input_reshape.median time_stats.attn_input_reshape.std time_stats.attn_kv_cache_save.min time_stats.attn_kv_cache_save.max time_stats.attn_kv_cache_save.mean time_stats.attn_kv_cache_save.median time_stats.attn_kv_cache_save.std time_stats.attn_prefill.min time_stats.attn_prefill.max time_stats.attn_prefill.mean time_stats.attn_prefill.median time_stats.attn_prefill.std time_stats.attn_decode.min time_stats.attn_decode.max time_stats.attn_decode.mean time_stats.attn_decode.median time_stats.attn_decode.std time_stats.attn_output_reshape.min time_stats.attn_output_reshape.max time_stats.attn_output_reshape.mean time_stats.attn_output_reshape.median time_stats.attn_output_reshape.std n_embd n_q_head n_kv_head block_size num_tensor_parallel_workers max_model_len batch_size prefill_chunk_size kv_cache_size is_prefill attention_backend is_mixed_batch mode seq_lens total_tokens max_seq_len min_seq_len avg_seq_len equal_seq_len seq_len_variance seq_len_std seq_len_cv is_chunked_prefill_sample chunk_start_token chunk_end_token total_prefill_tokens profiling_precision model_arch quant_signature measurement_type is_true_mixed_batch prefill_seq_lens prefill_kv_cache_sizes decode_kv_cache_sizes num_prefill_seqs num_decode_seqs decode_batch_size total_batch_size total_decode_tokens decode_avg_kv_cache_size batch_composition_ratio batch_spec projection_policy
2 0.0 0.0 0.0 0.0 0.0 0.01414399966597557 0.028863999992609024 0.019705599918961526 0.01771199982613325 0.005157200849836681 0.047968000173568726 0.07046400010585785 0.05810240097343922 0.05810240097343922 0.007477463486041561 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 1 40960 1 64 0.0 True FLASH_ATTN False vllm020_batch_spec [64] 64 64 64 64.0 True 0.0 0.0 0.0 False 0.0 64.0 64 BF16 generic none CUDA_EVENT False q64 measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
3 0.0 0.0 0.0 0.0 0.0 0.014399999752640724 0.04947200044989586 0.020412799902260303 0.01635199971497059 0.010107497379722417 0.046560000628232956 0.08323200047016144 0.05587520003318787 0.05587520003318787 0.011126758739503428 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 1 40960 1 128 0.0 True FLASH_ATTN False vllm020_batch_spec [128] 128 128 128 128.0 True 0.0 0.0 0.0 False 0.0 128.0 128 BF16 generic none CUDA_EVENT False q128 measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
4 0.0 0.0 0.0 0.0 0.0 0.01484800036996603 0.022207999601960182 0.017033600155264138 0.015312000177800655 0.002819235991970241 0.05104000121355057 0.07692799717187881 0.056396800279617305 0.056396800279617305 0.007481982178637539 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 1 40960 1 256 0.0 True FLASH_ATTN False vllm020_batch_spec [256] 256 256 256 256.0 True 0.0 0.0 0.0 False 0.0 256.0 256 BF16 generic none CUDA_EVENT False q256 measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
5 0.0 0.0 0.0 0.0 0.0 0.015072000212967396 0.022272000089287758 0.01706880023702979 0.01616000011563301 0.002460889579319197 0.06931199878454208 0.0838719978928566 0.07432000041007995 0.07432000041007995 0.004777766433175866 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 1 40960 1 512 0.0 True FLASH_ATTN False vllm020_batch_spec [512] 512 512 512 512.0 True 0.0 0.0 0.0 False 0.0 512.0 512 BF16 generic none CUDA_EVENT False q512 measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
6 0.0 0.0 0.0 0.0 0.0 0.018592000007629395 0.028543999418616295 0.02095999978482723 0.019183999858796597 0.003198175496053494 0.12179200351238251 0.15408000349998474 0.1307712011039257 0.1307712011039257 0.00858807797538298 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 1 40960 1 1024 0.0 True FLASH_ATTN False vllm020_batch_spec [1024] 1024 1024 1024 1024.0 True 0.0 0.0 0.0 False 0.0 1024.0 1024 BF16 generic none CUDA_EVENT False q1k measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
7 0.0 0.0 0.0 0.0 0.0 0.027775999158620834 0.03385600075125694 0.030131200328469276 0.029680000618100166 0.0021152558103575215 0.32678401470184326 0.3450239896774292 0.33396480381488797 0.33396480381488797 0.0045872424917606375 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 1 40960 1 2048 0.0 True FLASH_ATTN False vllm020_batch_spec [2048] 2048 2048 2048 2048.0 True 0.0 0.0 0.0 False 0.0 2048.0 2048 BF16 generic none CUDA_EVENT False q2k measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
8 0.0 0.0 0.0 0.0 0.0 0.04438399896025658 0.05084799975156784 0.046540799736976626 0.04531199857592583 0.002277905811237223 1.0959680080413818 1.1151360273361206 1.0999775886535645 1.0999775886535645 0.005694403246120485 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 1 40960 1 4096 0.0 True FLASH_ATTN False vllm020_batch_spec [4096] 4096 4096 4096 4096.0 True 0.0 0.0 0.0 False 0.0 4096.0 4096 BF16 generic none CUDA_EVENT False q4k measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
9 0.0 0.0 0.0 0.0 0.0 0.078015998005867 0.08691199868917465 0.08114239946007729 0.08019199967384338 0.00292795706334475 4.070400238037109 4.113152027130127 4.087088012695312 4.087088012695312 0.013660567012509554 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 1 40960 1 8192 0.0 True FLASH_ATTN False vllm020_batch_spec [8192] 8192 8192 8192 8192.0 True 0.0 0.0 0.0 False 0.0 8192.0 8192 BF16 generic none CUDA_EVENT False q8k measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
10 0.0 0.0 0.0 0.0 0.0 0.016063999384641647 0.05167999863624573 0.022115200012922286 0.017583999782800674 0.010340094822340818 0.05196800082921982 0.09011200070381165 0.06328320093452933 0.06328320093452933 0.012557341255467452 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 1 40960 1 64 448.0 True FLASH_ATTN False vllm020_batch_spec [64] 64 64 64 64.0 True 0.0 0.0 0.0 True 448.0 512.0 64 BF16 generic none CUDA_EVENT False q64s512 measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
11 0.0 0.0 0.0 0.0 0.0 0.01583999954164028 0.026623999699950218 0.018927999772131443 0.017376000061631203 0.003514650316260619 0.06681600213050842 0.07993599772453308 0.0725280001759529 0.0725280001759529 0.004343502558613716 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 1 40960 1 128 896.0 True FLASH_ATTN False vllm020_batch_spec [128] 128 128 128 128.0 True 0.0 0.0 0.0 True 896.0 1024.0 128 BF16 generic none CUDA_EVENT False q128s1k measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
12 0.0 0.0 0.0 0.0 0.0 0.01648000068962574 0.030880000442266464 0.01945280022919178 0.017967999912798405 0.004096211183007485 0.1311360001564026 0.1546880006790161 0.13908160030841826 0.13908160030841826 0.007511906874366178 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 1 40960 1 256 1792.0 True FLASH_ATTN False vllm020_batch_spec [256] 256 256 256 256.0 True 0.0 0.0 0.0 True 1792.0 2048.0 256 BF16 generic none CUDA_EVENT False q256s2k measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
13 0.0 0.0 0.0 0.0 0.0 0.017855999991297722 0.03558399900794029 0.020851199887692927 0.018559999763965607 0.005235911594130716 0.32950401306152344 0.350271999835968 0.33912960588932034 0.33912960588932034 0.006027400986663648 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 1 40960 1 512 3584.0 True FLASH_ATTN False vllm020_batch_spec [512] 512 512 512 512.0 True 0.0 0.0 0.0 True 3584.0 4096.0 512 BF16 generic none CUDA_EVENT False q512s4k measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
14 0.0 0.0 0.0 0.0 0.0 0.019328000023961067 0.040608000010252 0.022790400311350822 0.020704000256955624 0.006113051965778337 1.1415679454803467 1.1518720388412476 1.144483208656311 1.144483208656311 0.0032332311374389127 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 1 40960 1 1024 7168.0 True FLASH_ATTN False vllm020_batch_spec [1024] 1024 1024 1024 1024.0 True 0.0 0.0 0.0 True 7168.0 8192.0 1024 BF16 generic none CUDA_EVENT False q1ks8k measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
15 0.0 0.0 0.0 0.0 0.0 0.015807999297976494 0.030688000842928886 0.019596799835562707 0.01774400006979704 0.004343384771033462 0.0 0.0 0.0 0.0 0.0 0.049056001007556915 0.07580800354480743 0.05948160067200661 0.05948160067200661 0.009031541471446955 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 1 40960 1 0 128.0 False FLASH_ATTN False vllm020_batch_spec [1] 1 1 1 1.0 True 0.0 0.0 0.0 False 0 0 0 BF16 generic none CUDA_EVENT False q1s128 measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
16 0.0 0.0 0.0 0.0 0.0 0.01603199914097786 0.02486399933695793 0.01923839971423149 0.018079999834299088 0.0032282528537266424 0.0 0.0 0.0 0.0 0.0 0.05142400041222572 0.07353600114583969 0.059328000620007516 0.059328000620007516 0.0073307807735143084 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 1 40960 8 0 128.0 False FLASH_ATTN False vllm020_batch_spec [1, 1, 1, 1, 1, 1, 1, 1] 8 1 1 1.0 True 0.0 0.0 0.0 False 0 0 0 BF16 generic none CUDA_EVENT False 8q1s128 measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
17 0.0 0.0 0.0 0.0 0.0 0.016543999314308167 0.03977600112557411 0.021379199624061585 0.018511999398469925 0.006593576176246171 0.0 0.0 0.0 0.0 0.0 0.0488319993019104 0.06435199826955795 0.05479039996862411 0.05479039996862411 0.005672522998491864 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 1 40960 16 0 128.0 False FLASH_ATTN False vllm020_batch_spec [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] 16 1 1 1.0 True 0.0 0.0 0.0 False 0 0 0 BF16 generic none CUDA_EVENT False 16q1s128 measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
18 0.0 0.0 0.0 0.0 0.0 0.01635199971497059 0.02844800055027008 0.019267200119793416 0.017952000722289085 0.0035068687666949577 0.0 0.0 0.0 0.0 0.0 0.049855999648571014 0.07798399776220322 0.05986879989504815 0.05986879989504815 0.01043914754878828 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 1 40960 32 0 128.0 False FLASH_ATTN False vllm020_batch_spec [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] 32 1 1 1.0 True 0.0 0.0 0.0 False 0 0 0 BF16 generic none CUDA_EVENT False 32q1s128 measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
19 0.0 0.0 0.0 0.0 0.0 0.016383999958634377 0.026079999282956123 0.01923519968986511 0.017791999503970146 0.0032161974331284568 0.0 0.0 0.0 0.0 0.0 0.058111999183893204 0.1045759990811348 0.06708480007946492 0.06708480007946492 0.013479022462646494 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 1 40960 64 0 128.0 False FLASH_ATTN False vllm020_batch_spec [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] 64 1 1 1.0 True 0.0 0.0 0.0 False 0 0 0 BF16 generic none CUDA_EVENT False 64q1s128 measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
20 0.0 0.0 0.0 0.0 0.0 0.014720000326633453 0.04057599976658821 0.019100800156593323 0.015455999877303839 0.007512281243011577 0.0 0.0 0.0 0.0 0.0 0.05363199859857559 0.07782399654388428 0.06090559959411622 0.06090559959411622 0.007544620176348091 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 1 40960 8 0 1024.0 False FLASH_ATTN False vllm020_batch_spec [1, 1, 1, 1, 1, 1, 1, 1] 8 1 1 1.0 True 0.0 0.0 0.0 False 0 0 0 BF16 generic none CUDA_EVENT False 8q1s1k measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
21 0.0 0.0 0.0 0.0 0.0 0.014431999996304512 0.02191999927163124 0.016684799920767546 0.01563199982047081 0.0024293118621811216 0.0 0.0 0.0 0.0 0.0 0.0629120022058487 0.07891199737787247 0.06891520097851753 0.06891520097851753 0.005472695665695425 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 1 40960 16 0 1024.0 False FLASH_ATTN False vllm020_batch_spec [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] 16 1 1 1.0 True 0.0 0.0 0.0 False 0 0 0 BF16 generic none CUDA_EVENT False 16q1s1k measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
22 0.0 0.0 0.0 0.0 0.0 0.014560000039637089 0.038943998515605927 0.018313600029796363 0.01561600062996149 0.007127270260115769 0.0 0.0 0.0 0.0 0.0 0.08675199747085571 0.10662399977445602 0.09391999915242194 0.09391999915242194 0.006988099589086635 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 1 40960 32 0 1024.0 False FLASH_ATTN False vllm020_batch_spec [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] 32 1 1 1.0 True 0.0 0.0 0.0 False 0 0 0 BF16 generic none CUDA_EVENT False 32q1s1k measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
23 0.0 0.0 0.0 0.0 0.0 0.014527999795973301 0.054687999188899994 0.021439999900758268 0.01539199985563755 0.012052764849597775 0.0 0.0 0.0 0.0 0.0 0.13488000631332397 0.1528639942407608 0.1431359991431236 0.1431359991431236 0.005436271464033599 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 1 40960 64 0 1024.0 False FLASH_ATTN False vllm020_batch_spec [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] 64 1 1 1.0 True 0.0 0.0 0.0 False 0 0 0 BF16 generic none CUDA_EVENT False 64q1s1k measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
24 0.0 0.0 0.0 0.0 0.0 0.014399999752640724 0.041919998824596405 0.01899839974939823 0.015343999955803156 0.007989843526623287 0.0 0.0 0.0 0.0 0.0 0.06176000088453293 0.08374399691820145 0.06747519969940186 0.06747519969940186 0.0066067747128778 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 1 40960 8 0 2048.0 False FLASH_ATTN False vllm020_batch_spec [1, 1, 1, 1, 1, 1, 1, 1] 8 1 1 1.0 True 0.0 0.0 0.0 False 0 0 0 BF16 generic none CUDA_EVENT False 8q1s2k measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
25 0.0 0.0 0.0 0.0 0.0 0.016256000846624374 0.11353600025177002 0.042761600017547606 0.028960000723600388 0.029104301538020762 0.0 0.0 0.0 0.0 0.0 0.09734400361776352 0.14422400295734406 0.11392960175871848 0.11392960175871848 0.013198594600417867 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 1 40960 16 0 2048.0 False FLASH_ATTN False vllm020_batch_spec [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] 16 1 1 1.0 True 0.0 0.0 0.0 False 0 0 0 BF16 generic none CUDA_EVENT False 16q1s2k measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
26 0.0 0.0 0.0 0.0 0.0 0.014688000082969666 0.034143999218940735 0.018918400071561335 0.01643200032413006 0.005500943993080684 0.0 0.0 0.0 0.0 0.0 0.12918399274349213 0.15087999403476715 0.13807999789714814 0.13807999789714814 0.007658330538677587 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 1 40960 32 0 2048.0 False FLASH_ATTN False vllm020_batch_spec [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] 32 1 1 1.0 True 0.0 0.0 0.0 False 0 0 0 BF16 generic none CUDA_EVENT False 32q1s2k measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
27 0.0 0.0 0.0 0.0 0.0 0.016063999384641647 0.03641600161790848 0.0198208000510931 0.01780799962580204 0.0057264128169845765 0.0 0.0 0.0 0.0 0.0 0.22099199891090393 0.23904000222682953 0.2293503984808922 0.2293503984808922 0.004861342907006028 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 1 40960 64 0 2048.0 False FLASH_ATTN False vllm020_batch_spec [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] 64 1 1 1.0 True 0.0 0.0 0.0 False 0 0 0 BF16 generic none CUDA_EVENT False 64q1s2k measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
28 0.0 0.0 0.0 0.0 0.0 0.014751999638974667 0.035840000957250595 0.018908800091594458 0.015792000107467175 0.0064374817924757475 0.0 0.0 0.0 0.0 0.0 0.10134399682283401 0.12201599776744843 0.10896319895982742 0.10896319895982742 0.006336330809165179 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 1 40960 8 0 4096.0 False FLASH_ATTN False vllm020_batch_spec [1, 1, 1, 1, 1, 1, 1, 1] 8 1 1 1.0 True 0.0 0.0 0.0 False 0 0 0 BF16 generic none CUDA_EVENT False 8q1s4k measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
29 0.0 0.0 0.0 0.0 0.0 0.013856000266969204 0.03417599946260452 0.017846399918198586 0.014800000004470348 0.006495007539635255 0.0 0.0 0.0 0.0 0.0 0.13126400113105774 0.15561600029468536 0.1389280006289482 0.1389280006289482 0.008381472811075022 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 1 40960 16 0 4096.0 False FLASH_ATTN False vllm020_batch_spec [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] 16 1 1 1.0 True 0.0 0.0 0.0 False 0 0 0 BF16 generic none CUDA_EVENT False 16q1s4k measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
30 0.0 0.0 0.0 0.0 0.0 0.014431999996304512 0.03519999980926514 0.019168000388890504 0.01600000075995922 0.005995522477654695 0.0 0.0 0.0 0.0 0.0 0.21728000044822693 0.2343679964542389 0.2231455981731415 0.2231455981731415 0.004720730646739123 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 1 40960 32 0 4096.0 False FLASH_ATTN False vllm020_batch_spec [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] 32 1 1 1.0 True 0.0 0.0 0.0 False 0 0 0 BF16 generic none CUDA_EVENT False 32q1s4k measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
31 0.0 0.0 0.0 0.0 0.0 0.014047999866306782 0.03670400008559227 0.018441599886864425 0.015023999847471714 0.006596535162793127 0.0 0.0 0.0 0.0 0.0 0.39321601390838623 0.4524799883365631 0.4058080047369003 0.4058080047369003 0.01578349755088941 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 1 40960 64 0 4096.0 False FLASH_ATTN False vllm020_batch_spec [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] 64 1 1 1.0 True 0.0 0.0 0.0 False 0 0 0 BF16 generic none CUDA_EVENT False 64q1s4k measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
32 0.0 0.0 0.0 0.0 0.0 0.014336000196635723 0.022143999114632607 0.016912000067532063 0.015168000012636185 0.0028156089295136347 0.0 0.0 0.0 0.0 0.0 0.15587200224399567 0.3079040050506592 0.17838079929351805 0.17838079929351805 0.04355865575265927 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 1 40960 8 0 8192.0 False FLASH_ATTN False vllm020_batch_spec [1, 1, 1, 1, 1, 1, 1, 1] 8 1 1 1.0 True 0.0 0.0 0.0 False 0 0 0 BF16 generic none CUDA_EVENT False 8q1s8k measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
33 0.0 0.0 0.0 0.0 0.0 0.014271999709308147 0.02112000063061714 0.015516800060868263 0.01488000014796853 0.001940870731593904 0.0 0.0 0.0 0.0 0.0 0.21587200462818146 0.23561599850654602 0.22250880002975468 0.22250880002975468 0.006181951170646666 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 1 40960 16 0 8192.0 False FLASH_ATTN False vllm020_batch_spec [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] 16 1 1 1.0 True 0.0 0.0 0.0 False 0 0 0 BF16 generic none CUDA_EVENT False 16q1s8k measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
34 0.0 0.0 0.0 0.0 0.0 0.015552000142633915 0.039264000952243805 0.023609600123018028 0.02131200022995472 0.007236979625711548 0.0 0.0 0.0 0.0 0.0 0.408735990524292 0.470335990190506 0.4336863994598388 0.4336863994598388 0.01844662383160074 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 1 40960 32 0 8192.0 False FLASH_ATTN False vllm020_batch_spec [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] 32 1 1 1.0 True 0.0 0.0 0.0 False 0 0 0 BF16 generic none CUDA_EVENT False 32q1s8k measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
35 0.0 0.0 0.0 0.0 0.0 0.014399999752640724 0.025407999753952026 0.016227199975401164 0.014960000291466713 0.0031617375441736185 0.0 0.0 0.0 0.0 0.0 0.7412800192832947 0.7627840042114258 0.7464000046253203 0.7464000046253203 0.006112167448837547 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 1 40960 64 0 8192.0 False FLASH_ATTN False vllm020_batch_spec [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] 64 1 1 1.0 True 0.0 0.0 0.0 False 0 0 0 BF16 generic none CUDA_EVENT False 64q1s8k measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
36 0.0 0.0 0.0 0.0 0.0 0.01462399959564209 0.02812799997627735 0.020652799773961304 0.021359999664127827 0.004308706957613102 0.028383498565450627 0.039859687970646644 0.032492258074592426 0.032492258074592426 0.00453597266208597 0.029312501176103633 0.04116431058787463 0.03355574193327539 0.03355574193327539 0.004684436757701648 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 1 40960 9 0 0 True FLASH_ATTN False true_mixed_fused_projected 72 False 64 BF16 generic none CUDA_EVENT True [64] [0] [512, 512, 512, 512, 512, 512, 512, 512] 1 8 8 9 8 512.0 0.1111111111111111 q64_8q1s512 fused_total_conserving_projection_by_same_tp_pure_prefill_decode_reference_ratio
37 0.0 0.0 0.0 0.0 0.0 0.015552000142633915 0.034143999218940735 0.023171199765056372 0.024255999363958836 0.005908614918096971 0.03333159243114438 0.038935341782478095 0.03580428402241854 0.03580428402241854 0.002082270297044095 0.03633240903369937 0.04244065945634484 0.03902771507087562 0.03902771507087562 0.0022697354261490147 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 1 40960 9 0 0 True FLASH_ATTN False true_mixed_fused_projected 136 False 128 BF16 generic none CUDA_EVENT True [128] [0] [1024, 1024, 1024, 1024, 1024, 1024, 1024, 1024] 1 8 8 9 8 1024.0 0.1111111111111111 q128_8q1s1k fused_total_conserving_projection_by_same_tp_pure_prefill_decode_reference_ratio
38 0.0 0.0 0.0 0.0 0.0 0.014655999839305878 0.02611199952661991 0.019635199941694735 0.018112000077962875 0.0038298050749257795 0.04189529417991216 0.057484239920526384 0.04744885718421094 0.04744885718421094 0.004779830748455743 0.051672703037266184 0.07089975418195164 0.05852234134479412 0.05852234134479412 0.005895334539786378 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 1 40960 17 0 0 True FLASH_ATTN False true_mixed_fused_projected 144 False 128 BF16 generic none CUDA_EVENT True [128] [0] [1024, 1024, 1024, 1024, 1024, 1024, 1024, 1024, 1024, 1024, 1024, 1024, 1024, 1024, 1024, 1024] 1 16 16 17 16 1024.0 0.058823529411764705 q128_16q1s1k fused_total_conserving_projection_by_same_tp_pure_prefill_decode_reference_ratio
39 0.0 0.0 0.0 0.0 0.0 0.014720000326633453 0.029311999678611755 0.018662399891763926 0.01673599984496832 0.0044017112162725355 0.04322973959325901 0.05049827064705393 0.04535414343408448 0.04535414343408448 0.0022944156000240697 0.08733025617719538 0.10201372836398578 0.09162185574241775 0.09162185574241775 0.004635047631846023 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 1 40960 17 0 0 True FLASH_ATTN False true_mixed_fused_projected 272 False 256 BF16 generic none CUDA_EVENT True [256] [0] [2048, 2048, 2048, 2048, 2048, 2048, 2048, 2048, 2048, 2048, 2048, 2048, 2048, 2048, 2048, 2048] 1 16 16 17 16 2048.0 0.058823529411764705 q256_16q1s2k fused_total_conserving_projection_by_same_tp_pure_prefill_decode_reference_ratio
40 0.0 0.0 0.0 0.0 0.0 0.014592000283300877 0.026367999613285065 0.016336000058799982 0.01515199989080429 0.003415353455946402 0.06031842775160765 0.06618323188375198 0.06274415549817247 0.06274415549817247 0.001985647289644255 0.14768157653992678 0.16204076249052324 0.15362064543185072 0.15362064543185072 0.004861590945216247 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 1 40960 33 0 0 True FLASH_ATTN False true_mixed_fused_projected 288 False 256 BF16 generic none CUDA_EVENT True [256] [0] [2048, 2048, 2048, 2048, 2048, 2048, 2048, 2048, 2048, 2048, 2048, 2048, 2048, 2048, 2048, 2048, 2048, 2048, 2048, 2048, 2048, 2048, 2048, 2048, 2048, 2048, 2048, 2048, 2048, 2048, 2048, 2048] 1 32 32 33 32 2048.0 0.030303030303030304 q256_32q1s2k fused_total_conserving_projection_by_same_tp_pure_prefill_decode_reference_ratio
41 0.0 0.0 0.0 0.0 0.0 0.014751999638974667 0.02454400062561035 0.017167999967932702 0.016191999427974224 0.0028685016454498436 0.09128700688359712 0.09689150775996329 0.09360396051475776 0.09360396051475776 0.0013477542744916764 0.2740889887523892 0.2909164873209846 0.2810456356995366 0.2810456356995366 0.004046628526808561 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 1 40960 33 0 0 True FLASH_ATTN False true_mixed_fused_projected 544 False 512 BF16 generic none CUDA_EVENT True [512] [0] [4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096] 1 32 32 33 32 4096.0 0.030303030303030304 q512_32q1s4k fused_total_conserving_projection_by_same_tp_pure_prefill_decode_reference_ratio
42 0.0 0.0 0.0 0.0 0.0 0.01881599985063076 0.03097599931061268 0.024598400108516216 0.024848000146448612 0.0037539437391565975 0.1035249255866932 0.10603132147437412 0.10399797220840973 0.10399797220840973 0.0007025109429056814 0.5652750707893444 0.5789606938874117 0.5678580377517648 0.5678580377517648 0.003835906384194897 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 1 40960 65 0 0 True FLASH_ATTN False true_mixed_fused_projected 576 False 512 BF16 generic none CUDA_EVENT True [512] [0] [4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096] 1 64 64 65 64 4096.0 0.015384615384615385 q512_64q1s4k fused_total_conserving_projection_by_same_tp_pure_prefill_decode_reference_ratio
43 0.0 0.0 0.0 0.0 0.0 0.018624000251293182 0.043487999588251114 0.024460799992084503 0.019600000232458115 0.008922081629781394 0.196169204945307 0.2076140047945799 0.2008444429250931 0.2008444429250931 0.00394350953292805 1.1196708009293268 1.1849940417370974 1.1463555573610091 1.1463555573610091 0.022508285530529783 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 1 40960 65 0 0 True FLASH_ATTN False true_mixed_fused_projected 1088 False 1024 BF16 generic none CUDA_EVENT True [1024] [0] [8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192] 1 64 64 65 64 8192.0 0.015384615384615385 q1k_64q1s8k fused_total_conserving_projection_by_same_tp_pure_prefill_decode_reference_ratio
44 0.0 0.0 0.0 0.0 0.0 0.027135999873280525 0.03667199984192848 0.02945920005440712 0.028256000019609928 0.0029446678408169553 0.37757279619664613 0.3898113624476372 0.38075520430942184 0.38075520430942184 0.0036600203831042254 0.2522831942132049 0.2604606493092597 0.25440958703617433 0.25440958703617433 0.0024455194930253126 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 1 40960 33 0 0 True FLASH_ATTN False true_mixed_fused_projected 2080 False 2048 BF16 generic none CUDA_EVENT True [2048] [0] [4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096] 1 32 32 33 32 4096.0 0.030303030303030304 q2k_32q1s4k fused_total_conserving_projection_by_same_tp_pure_prefill_decode_reference_ratio
45 0.0 0.0 0.0 0.0 0.0 0.0435199998319149 0.049695998430252075 0.04502719938755036 0.04395199939608574 0.002035785660169308 1.1048984388245497 1.1189053886476108 1.1112371236754128 1.1112371236754128 0.0050220696724624985 0.1395495077239122 0.14131859607071193 0.14035008841031085 0.14035008841031085 0.0006342911944856293 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 1 40960 17 0 0 True FLASH_ATTN False true_mixed_fused_projected 4112 False 4096 BF16 generic none CUDA_EVENT True [4096] [0] [4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096] 1 16 16 17 16 4096.0 0.058823529411764705 q4k_16q1s4k fused_total_conserving_projection_by_same_tp_pure_prefill_decode_reference_ratio
46 0.0 0.0 0.0 0.0 0.0 0.018783999606966972 0.024288000538945198 0.020627199858427047 0.019567999988794327 0.0019457052717059358 0.09455999732017517 0.12185599654912949 0.10207359939813614 0.10207359939813614 0.00753346544014261 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 1 40960 2 1024 0.0 True FLASH_ATTN False vllm020_batch_spec [512, 512] 1024 512 512 512.0 True 0.0 0.0 0.0 False 0.0 1024.0 1024 BF16 generic none CUDA_EVENT False 2q512 measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
47 0.0 0.0 0.0 0.0 0.0 0.027295999228954315 0.034752000123262405 0.02943360023200512 0.028528000228106976 0.0023159160681123767 0.14416000247001648 0.15904000401496887 0.14979200065135959 0.14979200065135959 0.00480624675866005 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 1 40960 4 2048 0.0 True FLASH_ATTN False vllm020_batch_spec [512, 512, 512, 512] 2048 512 512 512.0 True 0.0 0.0 0.0 False 0.0 2048.0 2048 BF16 generic none CUDA_EVENT False 4q512 measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
48 0.0 0.0 0.0 0.0 0.0 0.043455999344587326 0.05084799975156784 0.045500800386071204 0.04411200061440468 0.002490556062831049 0.24454399943351746 0.25865599513053894 0.2504959970712662 0.2504959970712662 0.003778494140301353 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 1 40960 8 4096 0.0 True FLASH_ATTN False vllm020_batch_spec [512, 512, 512, 512, 512, 512, 512, 512] 4096 512 512 512.0 True 0.0 0.0 0.0 False 0.0 4096.0 4096 BF16 generic none CUDA_EVENT False 8q512 measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
49 0.0 0.0 0.0 0.0 0.0 0.07673600316047668 0.08374399691820145 0.07970559895038605 0.07873599976301193 0.0022907976135004057 0.445248007774353 0.4758400022983551 0.45409599840641024 0.45409599840641024 0.009133230340383306 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 1 40960 16 8192 0.0 True FLASH_ATTN False vllm020_batch_spec [512, 512, 512, 512, 512, 512, 512, 512, 512, 512, 512, 512, 512, 512, 512, 512] 8192 512 512 512.0 True 0.0 0.0 0.0 False 0.0 8192.0 8192 BF16 generic none CUDA_EVENT False 16q512 measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
50 0.0 0.0 0.0 0.0 0.0 0.043296001851558685 0.051072001457214355 0.044972800090909 0.04399999976158142 0.002451216824441962 0.6147199869155884 0.6290879845619202 0.6204927921295166 0.6204927921295166 0.004344846739788608 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 1 40960 2 4096 0.0 True FLASH_ATTN False vllm020_batch_spec [2048, 2048] 4096 2048 2048 2048.0 True 0.0 0.0 0.0 False 0.0 4096.0 4096 BF16 generic none CUDA_EVENT False 2q2k measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
51 0.0 0.0 0.0 0.0 0.0 0.07737600058317184 0.09123200178146362 0.08094720020890236 0.07980800047516823 0.004065264798368611 1.1744320392608643 1.1887680292129517 1.178323209285736 1.178323209285736 0.004395876469319665 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 1 40960 4 8192 0.0 True FLASH_ATTN False vllm020_batch_spec [2048, 2048, 2048, 2048] 8192 2048 2048 2048.0 True 0.0 0.0 0.0 False 0.0 8192.0 8192 BF16 generic none CUDA_EVENT False 4q2k measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
52 0.0 0.0 0.0 0.0 0.0 0.014720000326633453 0.02364799939095974 0.01809599995613098 0.016352000646293163 0.0035481127058959038 0.04822399839758873 0.08566399663686752 0.05961279980838299 0.05961279980838299 0.011445665413968877 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 2 40960 1 64 0.0 True FLASH_ATTN False vllm020_batch_spec [64] 64 64 64 64.0 True 0.0 0.0 0.0 False 0.0 64.0 64 BF16 generic none CUDA_EVENT False q64 measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
53 0.0 0.0 0.0 0.0 0.0 0.014175999909639359 0.020864000543951988 0.01668160008266568 0.015664000064134598 0.0025769063833097584 0.049695998430252075 0.08057600259780884 0.05882879942655563 0.05882879942655563 0.009515126108519331 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 2 40960 1 128 0.0 True FLASH_ATTN False vllm020_batch_spec [128] 128 128 128 128.0 True 0.0 0.0 0.0 False 0.0 128.0 128 BF16 generic none CUDA_EVENT False q128 measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
54 0.0 0.0 0.0 0.0 0.0 0.014399999752640724 0.028704000636935234 0.017430400010198355 0.015056000091135502 0.004349294613335555 0.049855999648571014 0.07366400212049484 0.05459520071744919 0.05459520071744919 0.0069610920757925574 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 2 40960 1 256 0.0 True FLASH_ATTN False vllm020_batch_spec [256] 256 256 256 256.0 True 0.0 0.0 0.0 False 0.0 256.0 256 BF16 generic none CUDA_EVENT False q256 measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
55 0.0 0.0 0.0 0.0 0.0 0.014336000196635723 0.03161599859595299 0.017788799852132796 0.015711999963968992 0.005005385723318659 0.06102399900555611 0.08179199695587158 0.06650560013949873 0.06650560013949873 0.006947995595801105 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 2 40960 1 512 0.0 True FLASH_ATTN False vllm020_batch_spec [512] 512 512 512 512.0 True 0.0 0.0 0.0 False 0.0 512.0 512 BF16 generic none CUDA_EVENT False q512 measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
56 0.0 0.0 0.0 0.0 0.0 0.014655999839305878 0.04416000097990036 0.019200000166893005 0.015488000120967627 0.008561241323364038 0.08054400235414505 0.09196799993515015 0.08607039973139763 0.08607039973139763 0.004145329035483754 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 2 40960 1 1024 0.0 True FLASH_ATTN False vllm020_batch_spec [1024] 1024 1024 1024 1024.0 True 0.0 0.0 0.0 False 0.0 1024.0 1024 BF16 generic none CUDA_EVENT False q1k measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
57 0.0 0.0 0.0 0.0 0.0 0.017855999991297722 0.023391999304294586 0.019667199812829494 0.018463999964296818 0.0022577669687832585 0.18729600310325623 0.20585599541664124 0.19546559900045393 0.19546559900045393 0.006339068824303663 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 2 40960 1 2048 0.0 True FLASH_ATTN False vllm020_batch_spec [2048] 2048 2048 2048 2048.0 True 0.0 0.0 0.0 False 0.0 2048.0 2048 BF16 generic none CUDA_EVENT False q2k measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
58 0.0 0.0 0.0 0.0 0.0 0.026240000501275063 0.03446400165557861 0.028297600522637367 0.027088000439107418 0.0025148441522922374 0.5754240155220032 0.5889919996261597 0.5800191938877105 0.5800191938877105 0.003858869273829596 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 2 40960 1 4096 0.0 True FLASH_ATTN False vllm020_batch_spec [4096] 4096 4096 4096 4096.0 True 0.0 0.0 0.0 False 0.0 4096.0 4096 BF16 generic none CUDA_EVENT False q4k measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
59 0.0 0.0 0.0 0.0 0.0 0.04182400181889534 0.047200001776218414 0.043036799877882004 0.0423360001295805 0.0017073405772076728 2.063199996948242 2.0787200927734375 2.067151999473572 2.067151999473572 0.004959651271127835 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 2 40960 1 8192 0.0 True FLASH_ATTN False vllm020_batch_spec [8192] 8192 8192 8192 8192.0 True 0.0 0.0 0.0 False 0.0 8192.0 8192 BF16 generic none CUDA_EVENT False q8k measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
60 0.0 0.0 0.0 0.0 0.0 0.014399999752640724 0.05648000165820122 0.02270399993285537 0.017935999669134617 0.012377915150727689 0.049536000937223434 0.07196799665689468 0.056015999615192415 0.056015999615192415 0.0070476637552742884 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 2 40960 1 64 448.0 True FLASH_ATTN False vllm020_batch_spec [64] 64 64 64 64.0 True 0.0 0.0 0.0 True 448.0 512.0 64 BF16 generic none CUDA_EVENT False q64s512 measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
61 0.0 0.0 0.0 0.0 0.0 0.01408000010997057 0.021344000473618507 0.01611520005390048 0.014928000047802925 0.0025499884993961702 0.07072000205516815 0.2642880082130432 0.1588256008923054 0.1588256008923054 0.053220347086102376 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 2 40960 1 128 896.0 True FLASH_ATTN False vllm020_batch_spec [128] 128 128 128 128.0 True 0.0 0.0 0.0 True 896.0 1024.0 128 BF16 generic none CUDA_EVENT False q128s1k measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
62 0.0 0.0 0.0 0.0 0.0 0.01360000018030405 0.03014400042593479 0.016975999902933837 0.015056000091135502 0.004715159697364111 0.08393599838018417 0.11036799848079681 0.09160000011324881 0.09160000011324881 0.007911669434472792 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 2 40960 1 256 1792.0 True FLASH_ATTN False vllm020_batch_spec [256] 256 256 256 256.0 True 0.0 0.0 0.0 True 1792.0 2048.0 256 BF16 generic none CUDA_EVENT False q256s2k measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
63 0.0 0.0 0.0 0.0 0.0 0.014495999552309513 0.020767999812960625 0.016233599931001663 0.015392000321298838 0.002202615907995427 0.1998399943113327 0.22070400416851044 0.20855360180139543 0.20855360180139543 0.00689307200230667 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 2 40960 1 512 3584.0 True FLASH_ATTN False vllm020_batch_spec [512] 512 512 512 512.0 True 0.0 0.0 0.0 True 3584.0 4096.0 512 BF16 generic none CUDA_EVENT False q512s4k measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
64 0.0 0.0 0.0 0.0 0.0 0.01484800036996603 0.033440001308918 0.018684800155460833 0.016048000194132328 0.00553991005639174 0.6043199896812439 0.635807991027832 0.6126143991947173 0.6126143991947173 0.008745933953408096 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 2 40960 1 1024 7168.0 True FLASH_ATTN False vllm020_batch_spec [1024] 1024 1024 1024 1024.0 True 0.0 0.0 0.0 True 7168.0 8192.0 1024 BF16 generic none CUDA_EVENT False q1ks8k measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
65 0.0 0.0 0.0 0.0 0.0 0.013824000023305416 0.03359999880194664 0.017811199743300678 0.014944000169634819 0.005926140483565472 0.0 0.0 0.0 0.0 0.0 0.045471999794244766 0.07539200037717819 0.054758400097489356 0.054758400097489356 0.010253548506101549 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 2 40960 1 0 128.0 False FLASH_ATTN False vllm020_batch_spec [1] 1 1 1 1.0 True 0.0 0.0 0.0 False 0 0 0 BF16 generic none CUDA_EVENT False q1s128 measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
66 0.0 0.0 0.0 0.0 0.0 0.014047999866306782 0.02409599907696247 0.01641279999166727 0.01473599998280406 0.003347158638713987 0.0 0.0 0.0 0.0 0.0 0.0461760014295578 0.07529599964618683 0.05460800044238568 0.05460800044238568 0.009748937798340135 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 2 40960 8 0 128.0 False FLASH_ATTN False vllm020_batch_spec [1, 1, 1, 1, 1, 1, 1, 1] 8 1 1 1.0 True 0.0 0.0 0.0 False 0 0 0 BF16 generic none CUDA_EVENT False 8q1s128 measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
67 0.0 0.0 0.0 0.0 0.0 0.014271999709308147 0.028416000306606293 0.018611199874430894 0.01598400017246604 0.005209875093863647 0.0 0.0 0.0 0.0 0.0 0.048128001391887665 0.07897599786520004 0.061353600397706036 0.061353600397706036 0.010488153655157845 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 2 40960 16 0 128.0 False FLASH_ATTN False vllm020_batch_spec [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] 16 1 1 1.0 True 0.0 0.0 0.0 False 0 0 0 BF16 generic none CUDA_EVENT False 16q1s128 measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
68 0.0 0.0 0.0 0.0 0.0 0.014112000353634357 0.025728000327944756 0.016092800162732603 0.01512000011280179 0.003300888123052605 0.0 0.0 0.0 0.0 0.0 0.04864000156521797 0.07648000121116638 0.05810560062527656 0.05810560062527656 0.009473544218404408 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 2 40960 32 0 128.0 False FLASH_ATTN False vllm020_batch_spec [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] 32 1 1 1.0 True 0.0 0.0 0.0 False 0 0 0 BF16 generic none CUDA_EVENT False 32q1s128 measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
69 0.0 0.0 0.0 0.0 0.0 0.014655999839305878 0.03551999852061272 0.018588799890130757 0.016064000315964222 0.006071057437992447 0.0 0.0 0.0 0.0 0.0 0.04822399839758873 0.07862400263547897 0.05660480037331582 0.05660480037331582 0.009565394213730401 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 2 40960 64 0 128.0 False FLASH_ATTN False vllm020_batch_spec [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] 64 1 1 1.0 True 0.0 0.0 0.0 False 0 0 0 BF16 generic none CUDA_EVENT False 64q1s128 measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
70 0.0 0.0 0.0 0.0 0.0 0.014303999952971935 0.028831999748945236 0.01699519995599985 0.015024000313133001 0.004285000744868188 0.0 0.0 0.0 0.0 0.0 0.04854400083422661 0.06719999760389328 0.05778240002691746 0.05778240002691746 0.006852125554679805 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 2 40960 8 0 1024.0 False FLASH_ATTN False vllm020_batch_spec [1, 1, 1, 1, 1, 1, 1, 1] 8 1 1 1.0 True 0.0 0.0 0.0 False 0 0 0 BF16 generic none CUDA_EVENT False 8q1s1k measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
71 0.0 0.0 0.0 0.0 0.0 0.0144640002399683 0.024927999824285507 0.0161183999851346 0.01521599991247058 0.0029774808524673907 0.0 0.0 0.0 0.0 0.0 0.05379199981689453 0.08966399729251862 0.06270079985260964 0.06270079985260964 0.009983591277092696 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 2 40960 16 0 1024.0 False FLASH_ATTN False vllm020_batch_spec [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] 16 1 1 1.0 True 0.0 0.0 0.0 False 0 0 0 BF16 generic none CUDA_EVENT False 16q1s1k measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
72 0.0 0.0 0.0 0.0 0.0 0.014431999996304512 0.03001599945127964 0.017648000083863736 0.01547200046479702 0.004585126309484848 0.0 0.0 0.0 0.0 0.0 0.061664000153541565 0.07692799717187881 0.06704320013523103 0.06704320013523103 0.005500191798490629 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 2 40960 32 0 1024.0 False FLASH_ATTN False vllm020_batch_spec [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] 32 1 1 1.0 True 0.0 0.0 0.0 False 0 0 0 BF16 generic none CUDA_EVENT False 32q1s1k measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
73 0.0 0.0 0.0 0.0 0.0 0.014175999909639359 0.026367999613285065 0.016947199776768684 0.015039999969303608 0.0037951566103550205 0.0 0.0 0.0 0.0 0.0 0.08799999952316284 0.111455999314785 0.0964031994342804 0.0964031994342804 0.007397541615558088 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 2 40960 64 0 1024.0 False FLASH_ATTN False vllm020_batch_spec [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] 64 1 1 1.0 True 0.0 0.0 0.0 False 0 0 0 BF16 generic none CUDA_EVENT False 64q1s1k measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
74 0.0 0.0 0.0 0.0 0.0 0.01369599997997284 0.021247999742627144 0.015359999984502793 0.014640000183135271 0.0020942770950814317 0.0 0.0 0.0 0.0 0.0 0.051711998879909515 0.07065600156784058 0.058054400235414506 0.058054400235414506 0.006633034815910025 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 2 40960 8 0 2048.0 False FLASH_ATTN False vllm020_batch_spec [1, 1, 1, 1, 1, 1, 1, 1] 8 1 1 1.0 True 0.0 0.0 0.0 False 0 0 0 BF16 generic none CUDA_EVENT False 8q1s2k measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
75 0.0 0.0 0.0 0.0 0.0 0.014208000153303146 0.0307839997112751 0.017148799914866685 0.015039999969303608 0.004882374686312284 0.0 0.0 0.0 0.0 0.0 0.061919998377561576 0.07843200117349625 0.06628479920327664 0.06628479920327664 0.004962852689801192 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 2 40960 16 0 2048.0 False FLASH_ATTN False vllm020_batch_spec [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] 16 1 1 1.0 True 0.0 0.0 0.0 False 0 0 0 BF16 generic none CUDA_EVENT False 16q1s2k measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
76 0.0 0.0 0.0 0.0 0.0 0.013887999579310417 0.02969600073993206 0.017500799987465142 0.015232000034302473 0.00467273319705314 0.0 0.0 0.0 0.0 0.0 0.08819200098514557 0.11097600311040878 0.09493440166115762 0.09493440166115762 0.007509235042985577 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 2 40960 32 0 2048.0 False FLASH_ATTN False vllm020_batch_spec [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] 32 1 1 1.0 True 0.0 0.0 0.0 False 0 0 0 BF16 generic none CUDA_EVENT False 32q1s2k measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
77 0.0 0.0 0.0 0.0 0.0 0.014399999752640724 0.022112000733613968 0.01751680001616478 0.016047999262809753 0.0030306621792915785 0.0 0.0 0.0 0.0 0.0 0.13065600395202637 0.15110400319099426 0.13857279866933822 0.13857279866933822 0.00750137841249771 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 2 40960 64 0 2048.0 False FLASH_ATTN False vllm020_batch_spec [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] 64 1 1 1.0 True 0.0 0.0 0.0 False 0 0 0 BF16 generic none CUDA_EVENT False 64q1s2k measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
78 0.0 0.0 0.0 0.0 0.0 0.013919999822974205 0.04012800008058548 0.01892479993402958 0.01550400024279952 0.007459545267816961 0.0 0.0 0.0 0.0 0.0 0.06278400123119354 0.08259200304746628 0.0704512007534504 0.0704512007534504 0.005979055984382744 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 2 40960 8 0 4096.0 False FLASH_ATTN False vllm020_batch_spec [1, 1, 1, 1, 1, 1, 1, 1] 8 1 1 1.0 True 0.0 0.0 0.0 False 0 0 0 BF16 generic none CUDA_EVENT False 8q1s4k measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
79 0.0 0.0 0.0 0.0 0.0 0.014336000196635723 0.02236800082027912 0.016332800220698118 0.014928000047802925 0.002784044363186731 0.0 0.0 0.0 0.0 0.0 0.1003199964761734 0.1279360055923462 0.10921279862523078 0.10921279862523078 0.00862769617046716 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 2 40960 16 0 4096.0 False FLASH_ATTN False vllm020_batch_spec [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] 16 1 1 1.0 True 0.0 0.0 0.0 False 0 0 0 BF16 generic none CUDA_EVENT False 16q1s4k measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
80 0.0 0.0 0.0 0.0 0.0 0.013919999822974205 0.0225600004196167 0.016128000058233737 0.014800000004470348 0.002958953332547708 0.0 0.0 0.0 0.0 0.0 0.13116799294948578 0.14812800288200378 0.13783999979496003 0.13783999979496003 0.005696384361148053 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 2 40960 32 0 4096.0 False FLASH_ATTN False vllm020_batch_spec [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] 32 1 1 1.0 True 0.0 0.0 0.0 False 0 0 0 BF16 generic none CUDA_EVENT False 32q1s4k measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
81 0.0 0.0 0.0 0.0 0.0 0.014208000153303146 0.029983999207615852 0.017468800116330386 0.01508800033479929 0.0047379550962483065 0.0 0.0 0.0 0.0 0.0 0.217631995677948 0.2447360008955002 0.22715839892625808 0.22715839892625808 0.008831828221847138 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 2 40960 64 0 4096.0 False FLASH_ATTN False vllm020_batch_spec [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] 64 1 1 1.0 True 0.0 0.0 0.0 False 0 0 0 BF16 generic none CUDA_EVENT False 64q1s4k measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
82 0.0 0.0 0.0 0.0 0.0 0.014047999866306782 0.02304000034928322 0.016512000095099212 0.014512000139802694 0.0035026774828624254 0.0 0.0 0.0 0.0 0.0 0.11020799726247787 0.12307199835777283 0.11600959971547126 0.11600959971547126 0.004667637266950902 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 2 40960 8 0 8192.0 False FLASH_ATTN False vllm020_batch_spec [1, 1, 1, 1, 1, 1, 1, 1] 8 1 1 1.0 True 0.0 0.0 0.0 False 0 0 0 BF16 generic none CUDA_EVENT False 8q1s8k measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
83 0.0 0.0 0.0 0.0 0.0 0.014112000353634357 0.042080000042915344 0.017510399967432023 0.014607999939471483 0.00823117883530167 0.0 0.0 0.0 0.0 0.0 0.15702399611473083 0.17587199807167053 0.16399359852075576 0.16399359852075576 0.006588299074676393 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 2 40960 16 0 8192.0 False FLASH_ATTN False vllm020_batch_spec [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] 16 1 1 1.0 True 0.0 0.0 0.0 False 0 0 0 BF16 generic none CUDA_EVENT False 16q1s8k measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
84 0.0 0.0 0.0 0.0 0.0 0.013919999822974205 0.0208320003002882 0.015299199987202883 0.01462399959564209 0.001916768086505386 0.0 0.0 0.0 0.0 0.0 0.21779200434684753 0.2415360063314438 0.2260768011212349 0.2260768011212349 0.007251352080685236 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 2 40960 32 0 8192.0 False FLASH_ATTN False vllm020_batch_spec [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] 32 1 1 1.0 True 0.0 0.0 0.0 False 0 0 0 BF16 generic none CUDA_EVENT False 32q1s8k measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
85 0.0 0.0 0.0 0.0 0.0 0.014015999622642994 0.021088000386953354 0.015619200188666582 0.01473599998280406 0.002013227452302141 0.0 0.0 0.0 0.0 0.0 0.3959999978542328 0.4152640104293823 0.40332479774951924 0.40332479774951924 0.006942401431914052 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 2 40960 64 0 8192.0 False FLASH_ATTN False vllm020_batch_spec [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] 64 1 1 1.0 True 0.0 0.0 0.0 False 0 0 0 BF16 generic none CUDA_EVENT False 64q1s8k measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
86 0.0 0.0 0.0 0.0 0.0 0.014175999909639359 0.03379200026392937 0.020595200080424547 0.019600000232458115 0.006548754248881344 0.026192623739694512 0.040006882507168426 0.029155180178492036 0.029155180178492036 0.00408828748438241 0.024591375524545756 0.037561119537986146 0.027372820355088746 0.027372820355088746 0.0038383559348575944 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 2 40960 9 0 0 True FLASH_ATTN False true_mixed_fused_projected 72 False 64 BF16 generic none CUDA_EVENT True [64] [0] [512, 512, 512, 512, 512, 512, 512, 512] 1 8 8 9 8 512.0 0.1111111111111111 q64_8q1s512 fused_total_conserving_projection_by_same_tp_pure_prefill_decode_reference_ratio
87 0.0 0.0 0.0 0.0 0.0 0.013856000266969204 0.020896000787615776 0.015318400040268899 0.014431999996304512 0.0019640312960926966 0.029349018208693862 0.06236262941356679 0.03714313592014963 0.03714313592014963 0.009618313791872569 0.028826981462526914 0.06125337308649041 0.036482463672774496 0.036482463672774496 0.009447230957011863 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 2 40960 9 0 0 True FLASH_ATTN False true_mixed_fused_projected 136 False 128 BF16 generic none CUDA_EVENT True [128] [0] [1024, 1024, 1024, 1024, 1024, 1024, 1024, 1024] 1 8 8 9 8 1024.0 0.1111111111111111 q128_8q1s1k fused_total_conserving_projection_by_same_tp_pure_prefill_decode_reference_ratio
88 0.0 0.0 0.0 0.0 0.0 0.013856000266969204 0.032127998769283295 0.017286399938166143 0.014479999896138906 0.005536495446636193 0.03273085874558354 0.04394578491937082 0.03563837490653034 0.03563837490653034 0.003429601730256567 0.03488514202593899 0.04683821345079978 0.037984025407085474 0.037984025407085474 0.0036553316361902684 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 2 40960 17 0 0 True FLASH_ATTN False true_mixed_fused_projected 144 False 128 BF16 generic none CUDA_EVENT True [128] [0] [1024, 1024, 1024, 1024, 1024, 1024, 1024, 1024, 1024, 1024, 1024, 1024, 1024, 1024, 1024, 1024] 1 16 16 17 16 1024.0 0.058823529411764705 q128_16q1s1k fused_total_conserving_projection_by_same_tp_pure_prefill_decode_reference_ratio
89 0.0 0.0 0.0 0.0 0.0 0.013856000266969204 0.021503999829292297 0.015078400075435639 0.01425600005313754 0.002238435975478849 0.042100813549974185 0.051784144690147756 0.045378692890289625 0.045378692890289625 0.003184109940650555 0.05111518843748309 0.06287185663927425 0.05509490773570219 0.05509490773570219 0.0038658725544299132 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 2 40960 17 0 0 True FLASH_ATTN False true_mixed_fused_projected 272 False 256 BF16 generic none CUDA_EVENT True [256] [0] [2048, 2048, 2048, 2048, 2048, 2048, 2048, 2048, 2048, 2048, 2048, 2048, 2048, 2048, 2048, 2048] 1 16 16 17 16 2048.0 0.058823529411764705 q256_16q1s2k fused_total_conserving_projection_by_same_tp_pure_prefill_decode_reference_ratio
90 0.0 0.0 0.0 0.0 0.0 0.014399999752640724 0.02687999978661537 0.017667199857532977 0.01566399959847331 0.003864811846387173 0.048475323773821306 0.05599956978723733 0.05123499252968345 0.05123499252968345 0.002427379820423941 0.08429268135885387 0.09737642835214408 0.0890914090616175 0.0890914090616175 0.0042209177332077005 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 2 40960 33 0 0 True FLASH_ATTN False true_mixed_fused_projected 288 False 256 BF16 generic none CUDA_EVENT True [256] [0] [2048, 2048, 2048, 2048, 2048, 2048, 2048, 2048, 2048, 2048, 2048, 2048, 2048, 2048, 2048, 2048, 2048, 2048, 2048, 2048, 2048, 2048, 2048, 2048, 2048, 2048, 2048, 2048, 2048, 2048, 2048, 2048] 1 32 32 33 32 2048.0 0.030303030303030304 q256_32q1s2k fused_total_conserving_projection_by_same_tp_pure_prefill_decode_reference_ratio
91 0.0 0.0 0.0 0.0 0.0 0.01462399959564209 0.03359999880194664 0.019804799742996693 0.016032000072300434 0.006750519908145474 0.07121508474579985 0.07292308367136396 0.07194410845270183 0.07194410845270183 0.0005500065915943844 0.14760091249712767 0.15114092373010238 0.14911189243564577 0.14911189243564577 0.0011399477384397005 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 2 40960 33 0 0 True FLASH_ATTN False true_mixed_fused_projected 544 False 512 BF16 generic none CUDA_EVENT True [512] [0] [4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096] 1 32 32 33 32 4096.0 0.030303030303030304 q512_32q1s4k fused_total_conserving_projection_by_same_tp_pure_prefill_decode_reference_ratio
92 0.0 0.0 0.0 0.0 0.0 0.014399999752640724 0.021856000646948814 0.016835200227797033 0.015263999812304974 0.00283854448975065 0.08146338272142935 0.08560865714384096 0.0834932625520734 0.0834932625520734 0.0012259635905347874 0.2782486219401307 0.29240733788179385 0.2851819365989658 0.2851819365989658 0.004187435731481665 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 2 40960 65 0 0 True FLASH_ATTN False true_mixed_fused_projected 576 False 512 BF16 generic none CUDA_EVENT True [512] [0] [4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096] 1 64 64 65 64 4096.0 0.015384615384615385 q512_64q1s4k fused_total_conserving_projection_by_same_tp_pure_prefill_decode_reference_ratio
93 0.0 0.0 0.0 0.0 0.0 0.014399999752640724 0.04495999962091446 0.02143679987639189 0.015856000129133463 0.009709987872683342 0.1194459208702178 0.12302524755181463 0.12053885718696096 0.12053885718696096 0.001005118119341339 0.5597220650459199 0.5764947443228802 0.5648435507167102 0.5648435507167102 0.004709970715400788 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 2 40960 65 0 0 True FLASH_ATTN False true_mixed_fused_projected 1088 False 1024 BF16 generic none CUDA_EVENT True [1024] [0] [8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192] 1 64 64 65 64 8192.0 0.015384615384615385 q1k_64q1s8k fused_total_conserving_projection_by_same_tp_pure_prefill_decode_reference_ratio
94 0.0 0.0 0.0 0.0 0.0 0.018112000077962875 0.026496000587940216 0.019318400137126445 0.018432000651955605 0.0024249605112359905 0.19770253574610402 0.222811797868348 0.2054811520619412 0.2054811520619412 0.008000944254868043 0.13941746080159492 0.157124211777114 0.14490284788179197 0.14490284788179197 0.005642170080515992 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 2 40960 33 0 0 True FLASH_ATTN False true_mixed_fused_projected 2080 False 2048 BF16 generic none CUDA_EVENT True [2048] [0] [4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096] 1 32 32 33 32 4096.0 0.030303030303030304 q2k_32q1s4k fused_total_conserving_projection_by_same_tp_pure_prefill_decode_reference_ratio
95 0.0 0.0 0.0 0.0 0.0 0.02595200017094612 0.03155200183391571 0.02727359998971224 0.026575999334454536 0.0016260948764843166 0.6014684881116659 0.6095472988212 0.6046757700946376 0.6046757700946376 0.0023537435563177303 0.11325152264578045 0.11477269562841545 0.11385542721485654 0.11385542721485654 0.0004431903698023628 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 2 40960 17 0 0 True FLASH_ATTN False true_mixed_fused_projected 4112 False 4096 BF16 generic none CUDA_EVENT True [4096] [0] [4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096] 1 16 16 17 16 4096.0 0.058823529411764705 q4k_16q1s4k fused_total_conserving_projection_by_same_tp_pure_prefill_decode_reference_ratio
96 0.0 0.0 0.0 0.0 0.0 0.014303999952971935 0.03359999880194664 0.01814719969406724 0.015375999733805656 0.005678506740662529 0.06774400174617767 0.07891199737787247 0.07312640026211739 0.07312640026211739 0.003826583051422731 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 2 40960 2 1024 0.0 True FLASH_ATTN False vllm020_batch_spec [512, 512] 1024 512 512 512.0 True 0.0 0.0 0.0 False 0.0 1024.0 1024 BF16 generic none CUDA_EVENT False 2q512 measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
97 0.0 0.0 0.0 0.0 0.0 0.01788800023496151 0.028543999418616295 0.021340799890458582 0.019504000432789326 0.003718627037219618 0.09548799693584442 0.1327359974384308 0.10823359936475753 0.10823359936475753 0.013230635292043864 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 2 40960 4 2048 0.0 True FLASH_ATTN False vllm020_batch_spec [512, 512, 512, 512] 2048 512 512 512.0 True 0.0 0.0 0.0 False 0.0 2048.0 2048 BF16 generic none CUDA_EVENT False 4q512 measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
98 0.0 0.0 0.0 0.0 0.0 0.02627200074493885 0.030368000268936157 0.027184000052511693 0.02643200010061264 0.0013545679205210022 0.14364799857139587 0.1597760021686554 0.15008639842271806 0.15008639842271806 0.005367723415171222 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 2 40960 8 4096 0.0 True FLASH_ATTN False vllm020_batch_spec [512, 512, 512, 512, 512, 512, 512, 512] 4096 512 512 512.0 True 0.0 0.0 0.0 False 0.0 4096.0 4096 BF16 generic none CUDA_EVENT False 8q512 measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
99 0.0 0.0 0.0 0.0 0.0 0.04150399938225746 0.04726399853825569 0.042950399965047834 0.04224000126123428 0.001720147501765378 0.2433920055627823 0.28963199257850647 0.2549152016639709 0.2549152016639709 0.013450991019687407 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 2 40960 16 8192 0.0 True FLASH_ATTN False vllm020_batch_spec [512, 512, 512, 512, 512, 512, 512, 512, 512, 512, 512, 512, 512, 512, 512, 512] 8192 512 512 512.0 True 0.0 0.0 0.0 False 0.0 8192.0 8192 BF16 generic none CUDA_EVENT False 16q512 measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
100 0.0 0.0 0.0 0.0 0.0 0.025887999683618546 0.03407999873161316 0.028303999826312064 0.026367999613285065 0.0028877495368841042 0.325439989566803 0.3441599905490875 0.33442879617214205 0.33442879617214205 0.005693597811441922 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 2 40960 2 4096 0.0 True FLASH_ATTN False vllm020_batch_spec [2048, 2048] 4096 2048 2048 2048.0 True 0.0 0.0 0.0 False 0.0 4096.0 4096 BF16 generic none CUDA_EVENT False 2q2k measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
101 0.0 0.0 0.0 0.0 0.0 0.04137599840760231 0.05084799975156784 0.044828799366950986 0.043087998405098915 0.003560363865797613 0.6110399961471558 0.6421759724617004 0.6204223990440368 0.6204223990440368 0.011214490370794758 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 2 40960 4 8192 0.0 True FLASH_ATTN False vllm020_batch_spec [2048, 2048, 2048, 2048] 8192 2048 2048 2048.0 True 0.0 0.0 0.0 False 0.0 8192.0 8192 BF16 generic none CUDA_EVENT False 4q2k measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
102 0.0 0.0 0.0 0.0 0.0 0.014560000039637089 0.022784000262618065 0.016435200069099664 0.015519999898970127 0.0023688301421469523 0.04879999905824661 0.09139200299978256 0.06054079942405224 0.06054079942405224 0.012152608702448775 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 4 40960 1 64 0.0 True FLASH_ATTN False vllm020_batch_spec [64] 64 64 64 64.0 True 0.0 0.0 0.0 False 0.0 64.0 64 BF16 generic none CUDA_EVENT False q64 measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
103 0.0 0.0 0.0 0.0 0.0 0.014816000126302242 0.02844800055027008 0.017008000146597625 0.015696000307798386 0.003941466294662679 0.047807998955249786 0.07356800138950348 0.05626560002565384 0.05626560002565384 0.00842179125412236 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 4 40960 1 128 0.0 True FLASH_ATTN False vllm020_batch_spec [128] 128 128 128 128.0 True 0.0 0.0 0.0 False 0.0 128.0 128 BF16 generic none CUDA_EVENT False q128 measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
104 0.0 0.0 0.0 0.0 0.0 0.014688000082969666 0.053408000618219376 0.019353600218892097 0.01532800029963255 0.01138302400841626 0.048448000103235245 0.0785600021481514 0.0556256003677845 0.0556256003677845 0.009348274502616908 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 4 40960 1 256 0.0 True FLASH_ATTN False vllm020_batch_spec [256] 256 256 256 256.0 True 0.0 0.0 0.0 False 0.0 256.0 256 BF16 generic none CUDA_EVENT False q256 measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
105 0.0 0.0 0.0 0.0 0.0 0.015039999969303608 0.03139200061559677 0.01823679991066456 0.016159999649971724 0.004860071238302512 0.055424001067876816 0.08505599945783615 0.0640383992344141 0.0640383992344141 0.00921448636178623 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 4 40960 1 512 0.0 True FLASH_ATTN False vllm020_batch_spec [512] 512 512 512 512.0 True 0.0 0.0 0.0 False 0.0 512.0 512 BF16 generic none CUDA_EVENT False q512 measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
106 0.0 0.0 0.0 0.0 0.0 0.014751999638974667 0.026528000831604004 0.017324799951165915 0.01536000007763505 0.0036004822686428305 0.07660800218582153 0.0942080020904541 0.08209280073642732 0.08209280073642732 0.00515895587669752 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 4 40960 1 1024 0.0 True FLASH_ATTN False vllm020_batch_spec [1024] 1024 1024 1024 1024.0 True 0.0 0.0 0.0 False 0.0 1024.0 1024 BF16 generic none CUDA_EVENT False q1k measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
107 0.0 0.0 0.0 0.0 0.0 0.014879999682307243 0.021247999742627144 0.016403199825435876 0.01532800029963255 0.001995897022647934 0.11395200341939926 0.15113599598407745 0.12431039959192276 0.12431039959192276 0.011164431123683732 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 4 40960 1 2048 0.0 True FLASH_ATTN False vllm020_batch_spec [2048] 2048 2048 2048 2048.0 True 0.0 0.0 0.0 False 0.0 2048.0 2048 BF16 generic none CUDA_EVENT False q2k measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
108 0.0 0.0 0.0 0.0 0.0 0.017184000462293625 0.028672000393271446 0.019865600019693376 0.017823999747633934 0.0035798491315929977 0.3171840012073517 0.3341119885444641 0.3261695951223373 0.3261695951223373 0.005111046452878918 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 4 40960 1 4096 0.0 True FLASH_ATTN False vllm020_batch_spec [4096] 4096 4096 4096 4096.0 True 0.0 0.0 0.0 False 0.0 4096.0 4096 BF16 generic none CUDA_EVENT False q4k measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
109 0.0 0.0 0.0 0.0 0.0 0.024639999493956566 0.030400000512599945 0.02656640000641346 0.02556800004094839 0.0020189846603237303 1.0648640394210815 1.0828479528427124 1.0715327858924866 1.0715327858924866 0.005558639263049851 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 4 40960 1 8192 0.0 True FLASH_ATTN False vllm020_batch_spec [8192] 8192 8192 8192 8192.0 True 0.0 0.0 0.0 False 0.0 8192.0 8192 BF16 generic none CUDA_EVENT False q8k measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
110 0.0 0.0 0.0 0.0 0.0 0.014976000413298607 0.021695999428629875 0.017305599898099898 0.01593599934130907 0.0025718046517268054 0.04956800118088722 0.07932800054550171 0.06228480041027069 0.06228480041027069 0.01027160349757827 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 4 40960 1 64 448.0 True FLASH_ATTN False vllm020_batch_spec [64] 64 64 64 64.0 True 0.0 0.0 0.0 True 448.0 512.0 64 BF16 generic none CUDA_EVENT False q64s512 measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
111 0.0 0.0 0.0 0.0 0.0 0.01539199985563755 0.03580800071358681 0.019686400331556796 0.017136000096797943 0.005918387811304003 0.05158400163054466 0.10713600367307663 0.06364160068333148 0.06364160068333148 0.015832957809696766 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 4 40960 1 128 896.0 True FLASH_ATTN False vllm020_batch_spec [128] 128 128 128 128.0 True 0.0 0.0 0.0 True 896.0 1024.0 128 BF16 generic none CUDA_EVENT False q128s1k measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
112 0.0 0.0 0.0 0.0 0.0 0.015168000012636185 0.02223999984562397 0.016672000009566545 0.015887999907135963 0.0020934945946034563 0.06521599739789963 0.08902399986982346 0.07520959973335266 0.07520959973335266 0.007913840684102929 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 4 40960 1 256 1792.0 True FLASH_ATTN False vllm020_batch_spec [256] 256 256 256 256.0 True 0.0 0.0 0.0 True 1792.0 2048.0 256 BF16 generic none CUDA_EVENT False q256s2k measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
113 0.0 0.0 0.0 0.0 0.0 0.015231999568641186 0.04028800129890442 0.019971200078725816 0.01646399963647127 0.007351305886577286 0.14467200636863708 0.16844800114631653 0.15363519936800005 0.15363519936800005 0.008174435899956223 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 4 40960 1 512 3584.0 True FLASH_ATTN False vllm020_batch_spec [512] 512 512 512 512.0 True 0.0 0.0 0.0 True 3584.0 4096.0 512 BF16 generic none CUDA_EVENT False q512s4k measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
114 0.0 0.0 0.0 0.0 0.0 0.015519999898970127 0.02304000034928322 0.01775679988786578 0.016784000210464 0.0025077243712082584 0.33740800619125366 0.35343998670578003 0.3445120006799698 0.3445120006799698 0.00445648463590358 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 4 40960 1 1024 7168.0 True FLASH_ATTN False vllm020_batch_spec [1024] 1024 1024 1024 1024.0 True 0.0 0.0 0.0 True 7168.0 8192.0 1024 BF16 generic none CUDA_EVENT False q1ks8k measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
115 0.0 0.0 0.0 0.0 0.0 0.015647999942302704 0.02393599972128868 0.01809599995613098 0.01654400024563074 0.002998393102466254 0.0 0.0 0.0 0.0 0.0 0.0504320003092289 0.0843840017914772 0.060083200410008426 0.060083200410008426 0.00986959318572296 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 4 40960 1 0 128.0 False FLASH_ATTN False vllm020_batch_spec [1] 1 1 1 1.0 True 0.0 0.0 0.0 False 0 0 0 BF16 generic none CUDA_EVENT False q1s128 measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
116 0.0 0.0 0.0 0.0 0.0 0.01603199914097786 0.030047999694943428 0.019510399922728537 0.017680000513792038 0.004065185265963332 0.0 0.0 0.0 0.0 0.0 0.05004800111055374 0.07036799937486649 0.059315200522542 0.059315200522542 0.006537768821329647 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 4 40960 8 0 128.0 False FLASH_ATTN False vllm020_batch_spec [1, 1, 1, 1, 1, 1, 1, 1] 8 1 1 1.0 True 0.0 0.0 0.0 False 0 0 0 BF16 generic none CUDA_EVENT False 8q1s128 measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
117 0.0 0.0 0.0 0.0 0.0 0.01484800036996603 0.02393599972128868 0.018035199772566558 0.016512000001966953 0.0030667689116777724 0.0 0.0 0.0 0.0 0.0 0.05100800096988678 0.06735999882221222 0.058387200161814694 0.058387200161814694 0.005832787739241381 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 4 40960 16 0 128.0 False FLASH_ATTN False vllm020_batch_spec [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] 16 1 1 1.0 True 0.0 0.0 0.0 False 0 0 0 BF16 generic none CUDA_EVENT False 16q1s128 measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
118 0.0 0.0 0.0 0.0 0.0 0.01500799972563982 0.026208000257611275 0.017500799987465142 0.01646399963647127 0.0030666103306165714 0.0 0.0 0.0 0.0 0.0 0.05023999884724617 0.07254400104284286 0.057254400476813315 0.057254400476813315 0.006890853653068151 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 4 40960 32 0 128.0 False FLASH_ATTN False vllm020_batch_spec [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] 32 1 1 1.0 True 0.0 0.0 0.0 False 0 0 0 BF16 generic none CUDA_EVENT False 32q1s128 measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
119 0.0 0.0 0.0 0.0 0.0 0.014688000082969666 0.027327999472618103 0.0179776000790298 0.01648000068962574 0.003783417447531392 0.0 0.0 0.0 0.0 0.0 0.04819199815392494 0.07100799679756165 0.05621119923889638 0.05621119923889638 0.007824391484124725 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 4 40960 64 0 128.0 False FLASH_ATTN False vllm020_batch_spec [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] 64 1 1 1.0 True 0.0 0.0 0.0 False 0 0 0 BF16 generic none CUDA_EVENT False 64q1s128 measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
120 0.0 0.0 0.0 0.0 0.0 0.015647999942302704 0.036448001861572266 0.019136000238358975 0.016704000532627106 0.006076530095624803 0.0 0.0 0.0 0.0 0.0 0.047488000243902206 0.08441600203514099 0.0588383998721838 0.0588383998721838 0.011275940726332522 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 4 40960 8 0 1024.0 False FLASH_ATTN False vllm020_batch_spec [1, 1, 1, 1, 1, 1, 1, 1] 8 1 1 1.0 True 0.0 0.0 0.0 False 0 0 0 BF16 generic none CUDA_EVENT False 8q1s1k measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
121 0.0 0.0 0.0 0.0 0.0 0.015135999768972397 0.033952001482248306 0.02119360016658902 0.018000000156462193 0.007136646614305304 0.0 0.0 0.0 0.0 0.0 0.04931199923157692 0.06992000341415405 0.05755840018391609 0.05755840018391609 0.007297587694315226 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 4 40960 16 0 1024.0 False FLASH_ATTN False vllm020_batch_spec [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] 16 1 1 1.0 True 0.0 0.0 0.0 False 0 0 0 BF16 generic none CUDA_EVENT False 16q1s1k measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
122 0.0 0.0 0.0 0.0 0.0 0.014879999682307243 0.034272000193595886 0.0204415999352932 0.017311999574303627 0.00695404701803013 0.0 0.0 0.0 0.0 0.0 0.05215999856591225 0.0735040009021759 0.06117440015077591 0.06117440015077591 0.007381118436894922 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 4 40960 32 0 1024.0 False FLASH_ATTN False vllm020_batch_spec [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] 32 1 1 1.0 True 0.0 0.0 0.0 False 0 0 0 BF16 generic none CUDA_EVENT False 32q1s1k measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
123 0.0 0.0 0.0 0.0 0.0 0.015359999611973763 0.03743999823927879 0.02012479966506362 0.01775999926030636 0.006181045509079057 0.0 0.0 0.0 0.0 0.0 0.06355199962854385 0.08508799970149994 0.07019200026988984 0.07019200026988984 0.0062246580442117845 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 4 40960 64 0 1024.0 False FLASH_ATTN False vllm020_batch_spec [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] 64 1 1 1.0 True 0.0 0.0 0.0 False 0 0 0 BF16 generic none CUDA_EVENT False 64q1s1k measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
124 0.0 0.0 0.0 0.0 0.0 0.015552000142633915 0.032607998698949814 0.01959999995306134 0.017487999983131886 0.004882475068460749 0.0 0.0 0.0 0.0 0.0 0.04918399825692177 0.0865280032157898 0.05973760038614274 0.05973760038614274 0.011546847942113974 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 4 40960 8 0 2048.0 False FLASH_ATTN False vllm020_batch_spec [1, 1, 1, 1, 1, 1, 1, 1] 8 1 1 1.0 True 0.0 0.0 0.0 False 0 0 0 BF16 generic none CUDA_EVENT False 8q1s2k measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
125 0.0 0.0 0.0 0.0 0.0 0.015168000012636185 0.02675200067460537 0.017430400010198355 0.016560000367462635 0.003243135094239819 0.0 0.0 0.0 0.0 0.0 0.052671998739242554 0.08367999643087387 0.06238719932734965 0.06238719932734965 0.011207824780630104 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 4 40960 16 0 2048.0 False FLASH_ATTN False vllm020_batch_spec [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] 16 1 1 1.0 True 0.0 0.0 0.0 False 0 0 0 BF16 generic none CUDA_EVENT False 16q1s2k measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
126 0.0 0.0 0.0 0.0 0.0 0.01500799972563982 0.03612799942493439 0.019327999837696553 0.01688000001013279 0.006058251425153085 0.0 0.0 0.0 0.0 0.0 0.06364800035953522 0.07878399640321732 0.06935679838061332 0.06935679838061332 0.004515588328677643 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 4 40960 32 0 2048.0 False FLASH_ATTN False vllm020_batch_spec [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] 32 1 1 1.0 True 0.0 0.0 0.0 False 0 0 0 BF16 generic none CUDA_EVENT False 32q1s2k measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
127 0.0 0.0 0.0 0.0 0.0 0.015104000456631184 0.03711999952793121 0.019670399930328132 0.017152000218629837 0.006165994646522264 0.0 0.0 0.0 0.0 0.0 0.09071999788284302 0.11507199704647064 0.10252480059862136 0.10252480059862136 0.008782544051535657 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 4 40960 64 0 2048.0 False FLASH_ATTN False vllm020_batch_spec [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] 64 1 1 1.0 True 0.0 0.0 0.0 False 0 0 0 BF16 generic none CUDA_EVENT False 64q1s2k measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
128 0.0 0.0 0.0 0.0 0.0 0.015039999969303608 0.026528000831604004 0.018396800104528665 0.01601599995046854 0.004279788048986283 0.0 0.0 0.0 0.0 0.0 0.05331199988722801 0.07977599650621414 0.06076480001211167 0.06076480001211167 0.008761579122069606 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 4 40960 8 0 4096.0 False FLASH_ATTN False vllm020_batch_spec [1, 1, 1, 1, 1, 1, 1, 1] 8 1 1 1.0 True 0.0 0.0 0.0 False 0 0 0 BF16 generic none CUDA_EVENT False 8q1s4k measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
129 0.0 0.0 0.0 0.0 0.0 0.015359999611973763 0.02643200010061264 0.01726400004699826 0.015855999663472176 0.003210008417242029 0.0 0.0 0.0 0.0 0.0 0.062431998550891876 0.08246400207281113 0.06970879957079888 0.06970879957079888 0.007016341676068233 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 4 40960 16 0 4096.0 False FLASH_ATTN False vllm020_batch_spec [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] 16 1 1 1.0 True 0.0 0.0 0.0 False 0 0 0 BF16 generic none CUDA_EVENT False 16q1s4k measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
130 0.0 0.0 0.0 0.0 0.0 0.014911999925971031 0.02223999984562397 0.0166015999391675 0.015887999907135963 0.00204913969129354 0.0 0.0 0.0 0.0 0.0 0.10127999633550644 0.1141119971871376 0.10621120035648347 0.10621120035648347 0.004029318311754605 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 4 40960 32 0 4096.0 False FLASH_ATTN False vllm020_batch_spec [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] 32 1 1 1.0 True 0.0 0.0 0.0 False 0 0 0 BF16 generic none CUDA_EVENT False 32q1s4k measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
131 0.0 0.0 0.0 0.0 0.0 0.015359999611973763 0.03363199904561043 0.019305599946528675 0.016671999357640743 0.0055445582307981234 0.0 0.0 0.0 0.0 0.0 0.1319040060043335 0.15839999914169312 0.14040640145540234 0.14040640145540234 0.007998041073596942 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 4 40960 64 0 4096.0 False FLASH_ATTN False vllm020_batch_spec [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] 64 1 1 1.0 True 0.0 0.0 0.0 False 0 0 0 BF16 generic none CUDA_EVENT False 64q1s4k measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
132 0.0 0.0 0.0 0.0 0.0 0.014368000440299511 0.04447999969124794 0.018908800091594458 0.0157279996201396 0.0086814937461721 0.0 0.0 0.0 0.0 0.0 0.06428799778223038 0.08982399851083755 0.07349760085344315 0.07349760085344315 0.008605284512197258 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 4 40960 8 0 8192.0 False FLASH_ATTN False vllm020_batch_spec [1, 1, 1, 1, 1, 1, 1, 1] 8 1 1 1.0 True 0.0 0.0 0.0 False 0 0 0 BF16 generic none CUDA_EVENT False 8q1s8k measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
133 0.0 0.0 0.0 0.0 0.0 0.015104000456631184 0.028672000393271446 0.01890560006722808 0.016080000437796116 0.004797584627815021 0.0 0.0 0.0 0.0 0.0 0.11123199760913849 0.14115199446678162 0.11942399889230729 0.11942399889230729 0.008513394706791027 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 4 40960 16 0 8192.0 False FLASH_ATTN False vllm020_batch_spec [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] 16 1 1 1.0 True 0.0 0.0 0.0 False 0 0 0 BF16 generic none CUDA_EVENT False 16q1s8k measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
134 0.0 0.0 0.0 0.0 0.0 0.014271999709308147 0.024927999824285507 0.016915200091898442 0.015216000378131866 0.003374147499442635 0.0 0.0 0.0 0.0 0.0 0.15887999534606934 0.18111999332904816 0.16934399753808976 0.16934399753808976 0.007415181260761123 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 4 40960 32 0 8192.0 False FLASH_ATTN False vllm020_batch_spec [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] 32 1 1 1.0 True 0.0 0.0 0.0 False 0 0 0 BF16 generic none CUDA_EVENT False 32q1s8k measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
135 0.0 0.0 0.0 0.0 0.0 0.014336000196635723 0.026944000273942947 0.017737600207328796 0.015199999790638685 0.00415598714375255 0.0 0.0 0.0 0.0 0.0 0.2192319929599762 0.23472000658512115 0.22809920012950893 0.22809920012950893 0.004730841376327335 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 4 40960 64 0 8192.0 False FLASH_ATTN False vllm020_batch_spec [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] 64 1 1 1.0 True 0.0 0.0 0.0 False 0 0 0 BF16 generic none CUDA_EVENT False 64q1s8k measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
136 0.0 0.0 0.0 0.0 0.0 0.014688000082969666 0.05052800104022026 0.020320000313222408 0.015520000364631414 0.010604522177924678 0.024270629882498958 0.03340247625954076 0.028446344104128624 0.028446344104128624 0.0032330369099793834 0.023697370291069768 0.03261352722995356 0.027774456325453972 0.027774456325453972 0.0031566742680923386 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 4 40960 9 0 0 True FLASH_ATTN False true_mixed_fused_projected 72 False 64 BF16 generic none CUDA_EVENT True [64] [0] [512, 512, 512, 512, 512, 512, 512, 512] 1 8 8 9 8 512.0 0.1111111111111111 q64_8q1s512 fused_total_conserving_projection_by_same_tp_pure_prefill_decode_reference_ratio
137 0.0 0.0 0.0 0.0 0.0 0.015359999611973763 0.033663999289274216 0.019987199828028678 0.018240000121295452 0.005522929139253732 0.0259194055660947 0.03719755183990719 0.029916029687899703 0.029916029687899703 0.003966666590554318 0.027104595853449518 0.03889844644729374 0.03128396954022015 0.03128396954022015 0.004148046317967881 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 4 40960 9 0 0 True FLASH_ATTN False true_mixed_fused_projected 136 False 128 BF16 generic none CUDA_EVENT True [128] [0] [1024, 1024, 1024, 1024, 1024, 1024, 1024, 1024] 1 8 8 9 8 1024.0 0.1111111111111111 q128_8q1s1k fused_total_conserving_projection_by_same_tp_pure_prefill_decode_reference_ratio
138 0.0 0.0 0.0 0.0 0.0 0.014592000283300877 0.03299200162291527 0.019840000104159115 0.016207999549806118 0.006546343008726814 0.02587869595769926 0.03763167265431482 0.030174939058162802 0.030174939058162802 0.0037303581782277364 0.026473304070195713 0.03849632587654989 0.03086826083864964 0.03086826083864964 0.003816069654529222 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 4 40960 17 0 0 True FLASH_ATTN False true_mixed_fused_projected 144 False 128 BF16 generic none CUDA_EVENT True [128] [0] [1024, 1024, 1024, 1024, 1024, 1024, 1024, 1024, 1024, 1024, 1024, 1024, 1024, 1024, 1024, 1024] 1 16 16 17 16 1024.0 0.058823529411764705 q128_16q1s1k fused_total_conserving_projection_by_same_tp_pure_prefill_decode_reference_ratio
139 0.0 0.0 0.0 0.0 0.0 0.013824000023305416 0.021023999899625778 0.016304000187665223 0.015584000386297703 0.0023236165806545476 0.031810621525966996 0.04156949936878106 0.0346749350032807 0.0346749350032807 0.003130209181143985 0.035677378270900374 0.04662250161636451 0.038889864871740294 0.038889864871740294 0.0035107033960828727 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 4 40960 17 0 0 True FLASH_ATTN False true_mixed_fused_projected 272 False 256 BF16 generic none CUDA_EVENT True [256] [0] [2048, 2048, 2048, 2048, 2048, 2048, 2048, 2048, 2048, 2048, 2048, 2048, 2048, 2048, 2048, 2048] 1 16 16 17 16 2048.0 0.058823529411764705 q256_16q1s2k fused_total_conserving_projection_by_same_tp_pure_prefill_decode_reference_ratio
140 0.0 0.0 0.0 0.0 0.0 0.014527999795973301 0.02175999991595745 0.01569600012153387 0.015008000191301107 0.0020882666168036863 0.038211712107062853 0.07212229256520057 0.04364509673334097 0.04364509673334097 0.009671953074025085 0.0476442859917874 0.08992570455184198 0.05441890342616107 0.05441890342616107 0.01205947791784038 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 4 40960 33 0 0 True FLASH_ATTN False true_mixed_fused_projected 288 False 256 BF16 generic none CUDA_EVENT True [256] [0] [2048, 2048, 2048, 2048, 2048, 2048, 2048, 2048, 2048, 2048, 2048, 2048, 2048, 2048, 2048, 2048, 2048, 2048, 2048, 2048, 2048, 2048, 2048, 2048, 2048, 2048, 2048, 2048, 2048, 2048, 2048, 2048] 1 32 32 33 32 2048.0 0.030303030303030304 q256_32q1s2k fused_total_conserving_projection_by_same_tp_pure_prefill_decode_reference_ratio
141 0.0 0.0 0.0 0.0 0.0 0.014368000440299511 0.033824000507593155 0.017628800217062236 0.014864000026136637 0.005791495403857738 0.05214261250030033 0.06266261508706669 0.05677791295527661 0.05677791295527661 0.0030298223079651514 0.08648138506878382 0.10392938682791132 0.09416928531647478 0.09416928531647478 0.005025126612204489 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 4 40960 33 0 0 True FLASH_ATTN False true_mixed_fused_projected 544 False 512 BF16 generic none CUDA_EVENT True [512] [0] [4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096] 1 32 32 33 32 4096.0 0.030303030303030304 q512_32q1s4k fused_total_conserving_projection_by_same_tp_pure_prefill_decode_reference_ratio
142 0.0 0.0 0.0 0.0 0.0 0.014527999795973301 0.031199999153614044 0.017900799959897996 0.015343999955803156 0.004974475661316249 0.06411958891421111 0.07405276123263956 0.06793047918211377 0.06793047918211377 0.0033918658556700006 0.14058441263169497 0.16236323591492058 0.1489399211274489 0.1489399211274489 0.00743678300375353 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 4 40960 65 0 0 True FLASH_ATTN False true_mixed_fused_projected 576 False 512 BF16 generic none CUDA_EVENT True [512] [0] [4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096] 1 64 64 65 64 4096.0 0.015384615384615385 q512_64q1s4k fused_total_conserving_projection_by_same_tp_pure_prefill_decode_reference_ratio
143 0.0 0.0 0.0 0.0 0.0 0.014720000326633453 0.03855999931693077 0.018495999928563833 0.015647999942302704 0.006918530056761627 0.09872985549401277 0.10683454583043753 0.10185316839884552 0.10185316839884552 0.0020802254037042074 0.2743261390166379 0.2968454508984596 0.2830044295482752 0.2830044295482752 0.005780016596065092 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 4 40960 65 0 0 True FLASH_ATTN False true_mixed_fused_projected 1088 False 1024 BF16 generic none CUDA_EVENT True [1024] [0] [8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192, 8192] 1 64 64 65 64 8192.0 0.015384615384615385 q1k_64q1s8k fused_total_conserving_projection_by_same_tp_pure_prefill_decode_reference_ratio
144 0.0 0.0 0.0 0.0 0.0 0.014911999925971031 0.030400000512599945 0.01977920001372695 0.01726400014013052 0.005350883464206169 0.13918872472233365 0.16279522855335207 0.1501912864839173 0.1501912864839173 0.008992185529011513 0.11892328861766266 0.13909276049083735 0.1283239123428725 0.1283239123428725 0.007682951884956939 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 4 40960 33 0 0 True FLASH_ATTN False true_mixed_fused_projected 2080 False 2048 BF16 generic none CUDA_EVENT True [2048] [0] [4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096] 1 32 32 33 32 4096.0 0.030303030303030304 q2k_32q1s4k fused_total_conserving_projection_by_same_tp_pure_prefill_decode_reference_ratio
145 0.0 0.0 0.0 0.0 0.0 0.01727999933063984 0.02223999984562397 0.01819519978016615 0.017680000513792038 0.0014397298270620873 0.3728044181625443 0.38295504353701676 0.3761264483787333 0.3761264483787333 0.0033660272332490977 0.07967557017401883 0.08184495665371805 0.08038555277807365 0.08038555277807365 0.0007193856241088455 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 4 40960 17 0 0 True FLASH_ATTN False true_mixed_fused_projected 4112 False 4096 BF16 generic none CUDA_EVENT True [4096] [0] [4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096, 4096] 1 16 16 17 16 4096.0 0.058823529411764705 q4k_16q1s4k fused_total_conserving_projection_by_same_tp_pure_prefill_decode_reference_ratio
146 0.0 0.0 0.0 0.0 0.0 0.01500799972563982 0.034591998904943466 0.01941439984366298 0.01756799966096878 0.005541380584373771 0.05951999872922897 0.08268799632787704 0.06715519949793816 0.06715519949793816 0.006657802116288364 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 4 40960 2 1024 0.0 True FLASH_ATTN False vllm020_batch_spec [512, 512] 1024 512 512 512.0 True 0.0 0.0 0.0 False 0.0 1024.0 1024 BF16 generic none CUDA_EVENT False 2q512 measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
147 0.0 0.0 0.0 0.0 0.0 0.015104000456631184 0.03283200040459633 0.019180799927562477 0.016543999314308167 0.0052187911233635975 0.07199999690055847 0.08675199747085571 0.07749439924955369 0.07749439924955369 0.004849874741156772 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 4 40960 4 2048 0.0 True FLASH_ATTN False vllm020_batch_spec [512, 512, 512, 512] 2048 512 512 512.0 True 0.0 0.0 0.0 False 0.0 2048.0 2048 BF16 generic none CUDA_EVENT False 4q512 measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
148 0.0 0.0 0.0 0.0 0.0 0.01724799908697605 0.02284800074994564 0.01928640007972717 0.018400000408291817 0.0020641390157565697 0.09676799923181534 0.12310399860143663 0.10618879944086074 0.10618879944086074 0.008982738207839057 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 4 40960 8 4096 0.0 True FLASH_ATTN False vllm020_batch_spec [512, 512, 512, 512, 512, 512, 512, 512] 4096 512 512 512.0 True 0.0 0.0 0.0 False 0.0 4096.0 4096 BF16 generic none CUDA_EVENT False 8q512 measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
149 0.0 0.0 0.0 0.0 0.0 0.024224000051617622 0.03315199911594391 0.027436799928545953 0.027328000403940678 0.002679154874546328 0.14716799557209015 0.16412800550460815 0.15470399856567385 0.15470399856567385 0.005423454433987419 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 4 40960 16 8192 0.0 True FLASH_ATTN False vllm020_batch_spec [512, 512, 512, 512, 512, 512, 512, 512, 512, 512, 512, 512, 512, 512, 512, 512] 8192 512 512 512.0 True 0.0 0.0 0.0 False 0.0 8192.0 8192 BF16 generic none CUDA_EVENT False 16q512 measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
150 0.0 0.0 0.0 0.0 0.0 0.01833599992096424 0.04806400090456009 0.026252799853682517 0.022672000341117382 0.00878438440429033 0.1844799965620041 0.2072959989309311 0.19359359890222552 0.19359359890222552 0.007663539820967659 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 4 40960 2 4096 0.0 True FLASH_ATTN False vllm020_batch_spec [2048, 2048] 4096 2048 2048 2048.0 True 0.0 0.0 0.0 False 0.0 4096.0 4096 BF16 generic none CUDA_EVENT False 2q2k measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median
151 0.0 0.0 0.0 0.0 0.0 0.024480000138282776 0.04979199916124344 0.029081599973142146 0.025679999962449074 0.007227422044689197 0.34147199988365173 0.37968000769615173 0.3583200007677078 0.3583200007677078 0.011804422100726231 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 2048 32 4 16 4 40960 4 8192 0.0 True FLASH_ATTN False vllm020_batch_spec [2048, 2048, 2048, 2048] 8192 2048 2048 2048.0 True 0.0 0.0 0.0 False 0.0 8192.0 8192 BF16 generic none CUDA_EVENT False 4q2k measured_FA3_core_plus_measured_KV;reshape_assumed_zero;mean_as_median

View File

@@ -1,31 +1,31 @@
num_tensor_parallel_workers,batch_spec,num_prefill_seqs,num_decode_seqs,total_prefill_tokens,total_decode_tokens,decode_avg_kv_cache_size,attention_core_mean_ms,attention_core_mean_as_median_ms,kv_cache_update_median_ms,pure_prefill_reference_mean_ms,pure_decode_reference_mean_ms,projected_prefill_mean_ms,projected_decode_mean_ms,projection_sum_error_ms,representation
1,q64_8q1s512,1,8,64,8,512.0,0.06604800000786781,0.06604800000786781,0.021359999664127827,0.05810240097343922,0.0600041144660541,0.032492258074592426,0.03355574193327539,0.0,one_fused_FA3_call_projected_for_Frontier_with_total_conservation
1,q128_8q1s1k,1,8,128,8,1024.0,0.07483199909329416,0.07483199909329416,0.024255999363958836,0.05587520003318787,0.06090559959411622,0.03580428402241854,0.03902771507087562,0.0,one_fused_FA3_call_projected_for_Frontier_with_total_conservation
1,q128_16q1s1k,1,16,128,16,1024.0,0.10597119852900506,0.10597119852900506,0.018112000077962875,0.05587520003318787,0.06891520097851753,0.04744885718421094,0.05852234134479412,0.0,one_fused_FA3_call_projected_for_Frontier_with_total_conservation
1,q256_16q1s2k,1,16,256,16,2048.0,0.13697599917650224,0.13697599917650224,0.01673599984496832,0.056396800279617305,0.11392960175871848,0.04535414343408448,0.09162185574241775,0.0,one_fused_FA3_call_projected_for_Frontier_with_total_conservation
1,q256_32q1s2k,1,32,256,32,2048.0,0.2163648009300232,0.2163648009300232,0.01515199989080429,0.056396800279617305,0.13807999789714814,0.06274415549817247,0.15362064543185072,0.0,one_fused_FA3_call_projected_for_Frontier_with_total_conservation
1,q512_32q1s4k,1,32,512,32,4096.0,0.3746495962142944,0.3746495962142944,0.016191999427974224,0.07432000041007995,0.2231455981731415,0.09360396051475776,0.2810456356995366,0.0,one_fused_FA3_call_projected_for_Frontier_with_total_conservation
1,q512_64q1s4k,1,64,512,64,4096.0,0.6718560099601746,0.6718560099601746,0.024848000146448612,0.07432000041007995,0.4058080047369003,0.10399797220840973,0.5678580377517648,-1.1102230246251565e-16,one_fused_FA3_call_projected_for_Frontier_with_total_conservation
1,q1k_64q1s8k,1,64,1024,64,8192.0,1.3472000002861022,1.3472000002861022,0.019600000232458115,0.1307712011039257,0.7464000046253203,0.2008444429250931,1.1463555573610091,0.0,one_fused_FA3_call_projected_for_Frontier_with_total_conservation
1,q2k_32q1s4k,1,32,2048,32,4096.0,0.6351647913455962,0.6351647913455962,0.028256000019609928,0.33396480381488797,0.2231455981731415,0.38075520430942184,0.25440958703617433,0.0,one_fused_FA3_call_projected_for_Frontier_with_total_conservation
1,q4k_16q1s4k,1,16,4096,16,4096.0,1.2515872120857237,1.2515872120857237,0.04395199939608574,1.0999775886535645,0.1389280006289482,1.1112371236754128,0.14035008841031085,0.0,one_fused_FA3_call_projected_for_Frontier_with_total_conservation
2,q64_8q1s512,1,8,64,8,512.0,0.05652800053358078,0.05652800053358078,0.019600000232458115,0.05961279980838299,0.055968457407185014,0.029155180178492036,0.027372820355088746,6.938893903907228e-18,one_fused_FA3_call_projected_for_Frontier_with_total_conservation
2,q128_8q1s1k,1,8,128,8,1024.0,0.07362559959292413,0.07362559959292413,0.014431999996304512,0.05882879942655563,0.05778240002691746,0.03714313592014963,0.036482463672774496,0.0,one_fused_FA3_call_projected_for_Frontier_with_total_conservation
2,q128_16q1s1k,1,16,128,16,1024.0,0.0736224003136158,0.0736224003136158,0.014479999896138906,0.05882879942655563,0.06270079985260964,0.03563837490653034,0.037984025407085474,0.0,one_fused_FA3_call_projected_for_Frontier_with_total_conservation
2,q256_16q1s2k,1,16,256,16,2048.0,0.10047360062599181,0.10047360062599181,0.01425600005313754,0.05459520071744919,0.06628479920327664,0.045378692890289625,0.05509490773570219,0.0,one_fused_FA3_call_projected_for_Frontier_with_total_conservation
2,q256_32q1s2k,1,32,256,32,2048.0,0.14032640159130094,0.14032640159130094,0.01566399959847331,0.05459520071744919,0.09493440166115762,0.05123499252968345,0.0890914090616175,0.0,one_fused_FA3_call_projected_for_Frontier_with_total_conservation
2,q512_32q1s4k,1,32,512,32,4096.0,0.22105600088834762,0.22105600088834762,0.016032000072300434,0.06650560013949873,0.13783999979496003,0.07194410845270183,0.14911189243564577,-2.7755575615628914e-17,one_fused_FA3_call_projected_for_Frontier_with_total_conservation
2,q512_64q1s4k,1,64,512,64,4096.0,0.36867519915103913,0.36867519915103913,0.015263999812304974,0.06650560013949873,0.22715839892625808,0.0834932625520734,0.2851819365989658,5.551115123125783e-17,one_fused_FA3_call_projected_for_Frontier_with_total_conservation
2,q1k_64q1s8k,1,64,1024,64,8192.0,0.6853824079036711,0.6853824079036711,0.015856000129133463,0.08607039973139763,0.40332479774951924,0.12053885718696096,0.5648435507167102,1.1102230246251565e-16,one_fused_FA3_call_projected_for_Frontier_with_total_conservation
2,q2k_32q1s4k,1,32,2048,32,4096.0,0.3503839999437332,0.3503839999437332,0.018432000651955605,0.19546559900045393,0.13783999979496003,0.2054811520619412,0.14490284788179197,-5.551115123125783e-17,one_fused_FA3_call_projected_for_Frontier_with_total_conservation
2,q4k_16q1s4k,1,16,4096,16,4096.0,0.7185311973094941,0.7185311973094941,0.026575999334454536,0.5800191938877105,0.10921279862523078,0.6046757700946376,0.11385542721485654,0.0,one_fused_FA3_call_projected_for_Frontier_with_total_conservation
4,q64_8q1s512,1,8,64,8,512.0,0.0562208004295826,0.0562208004295826,0.015520000364631414,0.06054079942405224,0.0591108573866742,0.028446344104128624,0.027774456325453972,-6.938893903907228e-18,one_fused_FA3_call_projected_for_Frontier_with_total_conservation
4,q128_8q1s1k,1,8,128,8,1024.0,0.061199999228119854,0.061199999228119854,0.018240000121295452,0.05626560002565384,0.0588383998721838,0.029916029687899703,0.03128396954022015,-6.938893903907228e-18,one_fused_FA3_call_projected_for_Frontier_with_total_conservation
4,q128_16q1s1k,1,16,128,16,1024.0,0.06104319989681244,0.06104319989681244,0.016207999549806118,0.05626560002565384,0.05755840018391609,0.030174939058162802,0.03086826083864964,0.0,one_fused_FA3_call_projected_for_Frontier_with_total_conservation
4,q256_16q1s2k,1,16,256,16,2048.0,0.07356479987502099,0.07356479987502099,0.015584000386297703,0.0556256003677845,0.06238719932734965,0.0346749350032807,0.038889864871740294,0.0,one_fused_FA3_call_projected_for_Frontier_with_total_conservation
4,q256_32q1s2k,1,32,256,32,2048.0,0.09806400015950203,0.09806400015950203,0.015008000191301107,0.0556256003677845,0.06935679838061332,0.04364509673334097,0.05441890342616107,0.0,one_fused_FA3_call_projected_for_Frontier_with_total_conservation
4,q512_32q1s4k,1,32,512,32,4096.0,0.1509471982717514,0.1509471982717514,0.014864000026136637,0.0640383992344141,0.10621120035648347,0.05677791295527661,0.09416928531647478,0.0,one_fused_FA3_call_projected_for_Frontier_with_total_conservation
4,q512_64q1s4k,1,64,512,64,4096.0,0.21687040030956264,0.21687040030956264,0.015343999955803156,0.0640383992344141,0.14040640145540234,0.06793047918211377,0.1489399211274489,2.7755575615628914e-17,one_fused_FA3_call_projected_for_Frontier_with_total_conservation
4,q1k_64q1s8k,1,64,1024,64,8192.0,0.3848575979471207,0.3848575979471207,0.015647999942302704,0.08209280073642732,0.22809920012950893,0.10185316839884552,0.2830044295482752,0.0,one_fused_FA3_call_projected_for_Frontier_with_total_conservation
4,q2k_32q1s4k,1,32,2048,32,4096.0,0.2785151988267898,0.2785151988267898,0.01726400014013052,0.12431039959192276,0.10621120035648347,0.1501912864839173,0.1283239123428725,-5.551115123125783e-17,one_fused_FA3_call_projected_for_Frontier_with_total_conservation
4,q4k_16q1s4k,1,16,4096,16,4096.0,0.456512001156807,0.456512001156807,0.017680000513792038,0.3261695951223373,0.06970879957079888,0.3761264483787333,0.08038555277807365,-5.551115123125783e-17,one_fused_FA3_call_projected_for_Frontier_with_total_conservation
num_tensor_parallel_workers,batch_spec,num_prefill_seqs,num_decode_seqs,total_prefill_tokens,total_decode_tokens,decode_avg_kv_cache_size,attention_core_mean_ms,attention_core_mean_as_median_ms,kv_cache_update_median_ms,pure_prefill_reference_mean_ms,pure_decode_reference_mean_ms,projected_prefill_mean_ms,projected_decode_mean_ms,projection_sum_error_ms,representation
1,q64_8q1s512,1,8,64,8,512.0,0.06604800000786781,0.06604800000786781,0.021359999664127827,0.05810240097343922,0.0600041144660541,0.032492258074592426,0.03355574193327539,0.0,one_fused_FA3_call_projected_for_Frontier_with_total_conservation
1,q128_8q1s1k,1,8,128,8,1024.0,0.07483199909329416,0.07483199909329416,0.024255999363958836,0.05587520003318787,0.06090559959411622,0.03580428402241854,0.03902771507087562,0.0,one_fused_FA3_call_projected_for_Frontier_with_total_conservation
1,q128_16q1s1k,1,16,128,16,1024.0,0.10597119852900506,0.10597119852900506,0.018112000077962875,0.05587520003318787,0.06891520097851753,0.04744885718421094,0.05852234134479412,0.0,one_fused_FA3_call_projected_for_Frontier_with_total_conservation
1,q256_16q1s2k,1,16,256,16,2048.0,0.13697599917650224,0.13697599917650224,0.01673599984496832,0.056396800279617305,0.11392960175871848,0.04535414343408448,0.09162185574241775,0.0,one_fused_FA3_call_projected_for_Frontier_with_total_conservation
1,q256_32q1s2k,1,32,256,32,2048.0,0.2163648009300232,0.2163648009300232,0.01515199989080429,0.056396800279617305,0.13807999789714814,0.06274415549817247,0.15362064543185072,0.0,one_fused_FA3_call_projected_for_Frontier_with_total_conservation
1,q512_32q1s4k,1,32,512,32,4096.0,0.3746495962142944,0.3746495962142944,0.016191999427974224,0.07432000041007995,0.2231455981731415,0.09360396051475776,0.2810456356995366,0.0,one_fused_FA3_call_projected_for_Frontier_with_total_conservation
1,q512_64q1s4k,1,64,512,64,4096.0,0.6718560099601746,0.6718560099601746,0.024848000146448612,0.07432000041007995,0.4058080047369003,0.10399797220840973,0.5678580377517648,-1.1102230246251565e-16,one_fused_FA3_call_projected_for_Frontier_with_total_conservation
1,q1k_64q1s8k,1,64,1024,64,8192.0,1.3472000002861022,1.3472000002861022,0.019600000232458115,0.1307712011039257,0.7464000046253203,0.2008444429250931,1.1463555573610091,0.0,one_fused_FA3_call_projected_for_Frontier_with_total_conservation
1,q2k_32q1s4k,1,32,2048,32,4096.0,0.6351647913455962,0.6351647913455962,0.028256000019609928,0.33396480381488797,0.2231455981731415,0.38075520430942184,0.25440958703617433,0.0,one_fused_FA3_call_projected_for_Frontier_with_total_conservation
1,q4k_16q1s4k,1,16,4096,16,4096.0,1.2515872120857237,1.2515872120857237,0.04395199939608574,1.0999775886535645,0.1389280006289482,1.1112371236754128,0.14035008841031085,0.0,one_fused_FA3_call_projected_for_Frontier_with_total_conservation
2,q64_8q1s512,1,8,64,8,512.0,0.05652800053358078,0.05652800053358078,0.019600000232458115,0.05961279980838299,0.055968457407185014,0.029155180178492036,0.027372820355088746,6.938893903907228e-18,one_fused_FA3_call_projected_for_Frontier_with_total_conservation
2,q128_8q1s1k,1,8,128,8,1024.0,0.07362559959292413,0.07362559959292413,0.014431999996304512,0.05882879942655563,0.05778240002691746,0.03714313592014963,0.036482463672774496,0.0,one_fused_FA3_call_projected_for_Frontier_with_total_conservation
2,q128_16q1s1k,1,16,128,16,1024.0,0.0736224003136158,0.0736224003136158,0.014479999896138906,0.05882879942655563,0.06270079985260964,0.03563837490653034,0.037984025407085474,0.0,one_fused_FA3_call_projected_for_Frontier_with_total_conservation
2,q256_16q1s2k,1,16,256,16,2048.0,0.10047360062599181,0.10047360062599181,0.01425600005313754,0.05459520071744919,0.06628479920327664,0.045378692890289625,0.05509490773570219,0.0,one_fused_FA3_call_projected_for_Frontier_with_total_conservation
2,q256_32q1s2k,1,32,256,32,2048.0,0.14032640159130094,0.14032640159130094,0.01566399959847331,0.05459520071744919,0.09493440166115762,0.05123499252968345,0.0890914090616175,0.0,one_fused_FA3_call_projected_for_Frontier_with_total_conservation
2,q512_32q1s4k,1,32,512,32,4096.0,0.22105600088834762,0.22105600088834762,0.016032000072300434,0.06650560013949873,0.13783999979496003,0.07194410845270183,0.14911189243564577,-2.7755575615628914e-17,one_fused_FA3_call_projected_for_Frontier_with_total_conservation
2,q512_64q1s4k,1,64,512,64,4096.0,0.36867519915103913,0.36867519915103913,0.015263999812304974,0.06650560013949873,0.22715839892625808,0.0834932625520734,0.2851819365989658,5.551115123125783e-17,one_fused_FA3_call_projected_for_Frontier_with_total_conservation
2,q1k_64q1s8k,1,64,1024,64,8192.0,0.6853824079036711,0.6853824079036711,0.015856000129133463,0.08607039973139763,0.40332479774951924,0.12053885718696096,0.5648435507167102,1.1102230246251565e-16,one_fused_FA3_call_projected_for_Frontier_with_total_conservation
2,q2k_32q1s4k,1,32,2048,32,4096.0,0.3503839999437332,0.3503839999437332,0.018432000651955605,0.19546559900045393,0.13783999979496003,0.2054811520619412,0.14490284788179197,-5.551115123125783e-17,one_fused_FA3_call_projected_for_Frontier_with_total_conservation
2,q4k_16q1s4k,1,16,4096,16,4096.0,0.7185311973094941,0.7185311973094941,0.026575999334454536,0.5800191938877105,0.10921279862523078,0.6046757700946376,0.11385542721485654,0.0,one_fused_FA3_call_projected_for_Frontier_with_total_conservation
4,q64_8q1s512,1,8,64,8,512.0,0.0562208004295826,0.0562208004295826,0.015520000364631414,0.06054079942405224,0.0591108573866742,0.028446344104128624,0.027774456325453972,-6.938893903907228e-18,one_fused_FA3_call_projected_for_Frontier_with_total_conservation
4,q128_8q1s1k,1,8,128,8,1024.0,0.061199999228119854,0.061199999228119854,0.018240000121295452,0.05626560002565384,0.0588383998721838,0.029916029687899703,0.03128396954022015,-6.938893903907228e-18,one_fused_FA3_call_projected_for_Frontier_with_total_conservation
4,q128_16q1s1k,1,16,128,16,1024.0,0.06104319989681244,0.06104319989681244,0.016207999549806118,0.05626560002565384,0.05755840018391609,0.030174939058162802,0.03086826083864964,0.0,one_fused_FA3_call_projected_for_Frontier_with_total_conservation
4,q256_16q1s2k,1,16,256,16,2048.0,0.07356479987502099,0.07356479987502099,0.015584000386297703,0.0556256003677845,0.06238719932734965,0.0346749350032807,0.038889864871740294,0.0,one_fused_FA3_call_projected_for_Frontier_with_total_conservation
4,q256_32q1s2k,1,32,256,32,2048.0,0.09806400015950203,0.09806400015950203,0.015008000191301107,0.0556256003677845,0.06935679838061332,0.04364509673334097,0.05441890342616107,0.0,one_fused_FA3_call_projected_for_Frontier_with_total_conservation
4,q512_32q1s4k,1,32,512,32,4096.0,0.1509471982717514,0.1509471982717514,0.014864000026136637,0.0640383992344141,0.10621120035648347,0.05677791295527661,0.09416928531647478,0.0,one_fused_FA3_call_projected_for_Frontier_with_total_conservation
4,q512_64q1s4k,1,64,512,64,4096.0,0.21687040030956264,0.21687040030956264,0.015343999955803156,0.0640383992344141,0.14040640145540234,0.06793047918211377,0.1489399211274489,2.7755575615628914e-17,one_fused_FA3_call_projected_for_Frontier_with_total_conservation
4,q1k_64q1s8k,1,64,1024,64,8192.0,0.3848575979471207,0.3848575979471207,0.015647999942302704,0.08209280073642732,0.22809920012950893,0.10185316839884552,0.2830044295482752,0.0,one_fused_FA3_call_projected_for_Frontier_with_total_conservation
4,q2k_32q1s4k,1,32,2048,32,4096.0,0.2785151988267898,0.2785151988267898,0.01726400014013052,0.12431039959192276,0.10621120035648347,0.1501912864839173,0.1283239123428725,-5.551115123125783e-17,one_fused_FA3_call_projected_for_Frontier_with_total_conservation
4,q4k_16q1s4k,1,16,4096,16,4096.0,0.456512001156807,0.456512001156807,0.017680000513792038,0.3261695951223373,0.06970879957079888,0.3761264483787333,0.08038555277807365,-5.551115123125783e-17,one_fused_FA3_call_projected_for_Frontier_with_total_conservation
1 num_tensor_parallel_workers batch_spec num_prefill_seqs num_decode_seqs total_prefill_tokens total_decode_tokens decode_avg_kv_cache_size attention_core_mean_ms attention_core_mean_as_median_ms kv_cache_update_median_ms pure_prefill_reference_mean_ms pure_decode_reference_mean_ms projected_prefill_mean_ms projected_decode_mean_ms projection_sum_error_ms representation
2 1 q64_8q1s512 1 8 64 8 512.0 0.06604800000786781 0.06604800000786781 0.021359999664127827 0.05810240097343922 0.0600041144660541 0.032492258074592426 0.03355574193327539 0.0 one_fused_FA3_call_projected_for_Frontier_with_total_conservation
3 1 q128_8q1s1k 1 8 128 8 1024.0 0.07483199909329416 0.07483199909329416 0.024255999363958836 0.05587520003318787 0.06090559959411622 0.03580428402241854 0.03902771507087562 0.0 one_fused_FA3_call_projected_for_Frontier_with_total_conservation
4 1 q128_16q1s1k 1 16 128 16 1024.0 0.10597119852900506 0.10597119852900506 0.018112000077962875 0.05587520003318787 0.06891520097851753 0.04744885718421094 0.05852234134479412 0.0 one_fused_FA3_call_projected_for_Frontier_with_total_conservation
5 1 q256_16q1s2k 1 16 256 16 2048.0 0.13697599917650224 0.13697599917650224 0.01673599984496832 0.056396800279617305 0.11392960175871848 0.04535414343408448 0.09162185574241775 0.0 one_fused_FA3_call_projected_for_Frontier_with_total_conservation
6 1 q256_32q1s2k 1 32 256 32 2048.0 0.2163648009300232 0.2163648009300232 0.01515199989080429 0.056396800279617305 0.13807999789714814 0.06274415549817247 0.15362064543185072 0.0 one_fused_FA3_call_projected_for_Frontier_with_total_conservation
7 1 q512_32q1s4k 1 32 512 32 4096.0 0.3746495962142944 0.3746495962142944 0.016191999427974224 0.07432000041007995 0.2231455981731415 0.09360396051475776 0.2810456356995366 0.0 one_fused_FA3_call_projected_for_Frontier_with_total_conservation
8 1 q512_64q1s4k 1 64 512 64 4096.0 0.6718560099601746 0.6718560099601746 0.024848000146448612 0.07432000041007995 0.4058080047369003 0.10399797220840973 0.5678580377517648 -1.1102230246251565e-16 one_fused_FA3_call_projected_for_Frontier_with_total_conservation
9 1 q1k_64q1s8k 1 64 1024 64 8192.0 1.3472000002861022 1.3472000002861022 0.019600000232458115 0.1307712011039257 0.7464000046253203 0.2008444429250931 1.1463555573610091 0.0 one_fused_FA3_call_projected_for_Frontier_with_total_conservation
10 1 q2k_32q1s4k 1 32 2048 32 4096.0 0.6351647913455962 0.6351647913455962 0.028256000019609928 0.33396480381488797 0.2231455981731415 0.38075520430942184 0.25440958703617433 0.0 one_fused_FA3_call_projected_for_Frontier_with_total_conservation
11 1 q4k_16q1s4k 1 16 4096 16 4096.0 1.2515872120857237 1.2515872120857237 0.04395199939608574 1.0999775886535645 0.1389280006289482 1.1112371236754128 0.14035008841031085 0.0 one_fused_FA3_call_projected_for_Frontier_with_total_conservation
12 2 q64_8q1s512 1 8 64 8 512.0 0.05652800053358078 0.05652800053358078 0.019600000232458115 0.05961279980838299 0.055968457407185014 0.029155180178492036 0.027372820355088746 6.938893903907228e-18 one_fused_FA3_call_projected_for_Frontier_with_total_conservation
13 2 q128_8q1s1k 1 8 128 8 1024.0 0.07362559959292413 0.07362559959292413 0.014431999996304512 0.05882879942655563 0.05778240002691746 0.03714313592014963 0.036482463672774496 0.0 one_fused_FA3_call_projected_for_Frontier_with_total_conservation
14 2 q128_16q1s1k 1 16 128 16 1024.0 0.0736224003136158 0.0736224003136158 0.014479999896138906 0.05882879942655563 0.06270079985260964 0.03563837490653034 0.037984025407085474 0.0 one_fused_FA3_call_projected_for_Frontier_with_total_conservation
15 2 q256_16q1s2k 1 16 256 16 2048.0 0.10047360062599181 0.10047360062599181 0.01425600005313754 0.05459520071744919 0.06628479920327664 0.045378692890289625 0.05509490773570219 0.0 one_fused_FA3_call_projected_for_Frontier_with_total_conservation
16 2 q256_32q1s2k 1 32 256 32 2048.0 0.14032640159130094 0.14032640159130094 0.01566399959847331 0.05459520071744919 0.09493440166115762 0.05123499252968345 0.0890914090616175 0.0 one_fused_FA3_call_projected_for_Frontier_with_total_conservation
17 2 q512_32q1s4k 1 32 512 32 4096.0 0.22105600088834762 0.22105600088834762 0.016032000072300434 0.06650560013949873 0.13783999979496003 0.07194410845270183 0.14911189243564577 -2.7755575615628914e-17 one_fused_FA3_call_projected_for_Frontier_with_total_conservation
18 2 q512_64q1s4k 1 64 512 64 4096.0 0.36867519915103913 0.36867519915103913 0.015263999812304974 0.06650560013949873 0.22715839892625808 0.0834932625520734 0.2851819365989658 5.551115123125783e-17 one_fused_FA3_call_projected_for_Frontier_with_total_conservation
19 2 q1k_64q1s8k 1 64 1024 64 8192.0 0.6853824079036711 0.6853824079036711 0.015856000129133463 0.08607039973139763 0.40332479774951924 0.12053885718696096 0.5648435507167102 1.1102230246251565e-16 one_fused_FA3_call_projected_for_Frontier_with_total_conservation
20 2 q2k_32q1s4k 1 32 2048 32 4096.0 0.3503839999437332 0.3503839999437332 0.018432000651955605 0.19546559900045393 0.13783999979496003 0.2054811520619412 0.14490284788179197 -5.551115123125783e-17 one_fused_FA3_call_projected_for_Frontier_with_total_conservation
21 2 q4k_16q1s4k 1 16 4096 16 4096.0 0.7185311973094941 0.7185311973094941 0.026575999334454536 0.5800191938877105 0.10921279862523078 0.6046757700946376 0.11385542721485654 0.0 one_fused_FA3_call_projected_for_Frontier_with_total_conservation
22 4 q64_8q1s512 1 8 64 8 512.0 0.0562208004295826 0.0562208004295826 0.015520000364631414 0.06054079942405224 0.0591108573866742 0.028446344104128624 0.027774456325453972 -6.938893903907228e-18 one_fused_FA3_call_projected_for_Frontier_with_total_conservation
23 4 q128_8q1s1k 1 8 128 8 1024.0 0.061199999228119854 0.061199999228119854 0.018240000121295452 0.05626560002565384 0.0588383998721838 0.029916029687899703 0.03128396954022015 -6.938893903907228e-18 one_fused_FA3_call_projected_for_Frontier_with_total_conservation
24 4 q128_16q1s1k 1 16 128 16 1024.0 0.06104319989681244 0.06104319989681244 0.016207999549806118 0.05626560002565384 0.05755840018391609 0.030174939058162802 0.03086826083864964 0.0 one_fused_FA3_call_projected_for_Frontier_with_total_conservation
25 4 q256_16q1s2k 1 16 256 16 2048.0 0.07356479987502099 0.07356479987502099 0.015584000386297703 0.0556256003677845 0.06238719932734965 0.0346749350032807 0.038889864871740294 0.0 one_fused_FA3_call_projected_for_Frontier_with_total_conservation
26 4 q256_32q1s2k 1 32 256 32 2048.0 0.09806400015950203 0.09806400015950203 0.015008000191301107 0.0556256003677845 0.06935679838061332 0.04364509673334097 0.05441890342616107 0.0 one_fused_FA3_call_projected_for_Frontier_with_total_conservation
27 4 q512_32q1s4k 1 32 512 32 4096.0 0.1509471982717514 0.1509471982717514 0.014864000026136637 0.0640383992344141 0.10621120035648347 0.05677791295527661 0.09416928531647478 0.0 one_fused_FA3_call_projected_for_Frontier_with_total_conservation
28 4 q512_64q1s4k 1 64 512 64 4096.0 0.21687040030956264 0.21687040030956264 0.015343999955803156 0.0640383992344141 0.14040640145540234 0.06793047918211377 0.1489399211274489 2.7755575615628914e-17 one_fused_FA3_call_projected_for_Frontier_with_total_conservation
29 4 q1k_64q1s8k 1 64 1024 64 8192.0 0.3848575979471207 0.3848575979471207 0.015647999942302704 0.08209280073642732 0.22809920012950893 0.10185316839884552 0.2830044295482752 0.0 one_fused_FA3_call_projected_for_Frontier_with_total_conservation
30 4 q2k_32q1s4k 1 32 2048 32 4096.0 0.2785151988267898 0.2785151988267898 0.01726400014013052 0.12431039959192276 0.10621120035648347 0.1501912864839173 0.1283239123428725 -5.551115123125783e-17 one_fused_FA3_call_projected_for_Frontier_with_total_conservation
31 4 q4k_16q1s4k 1 16 4096 16 4096.0 0.456512001156807 0.456512001156807 0.017680000513792038 0.3261695951223373 0.06970879957079888 0.3761264483787333 0.08038555277807365 -5.551115123125783e-17 one_fused_FA3_call_projected_for_Frontier_with_total_conservation

View File

@@ -32,10 +32,10 @@
},
"outputs": {
"allreduce.json": "b38d14f990578d668523d25b107aceed433da5020d8ada3b6e44d3562261a3b3",
"attention.csv": "8af0206ffe8f515c124194ecb589a0b8d640c40f59b131dc65c1fe1ad221c007",
"attention_true_mixed_fused.csv": "43ef4be90bddc9aeac6dbbe339feec24162cd1f2129a08fbd959e6ee4eaf5f60",
"attention.csv": "03180eec28087a301c9d8c185874c50bdb28b31e5e9af35fcce5a6a5a9e62147",
"attention_true_mixed_fused.csv": "cccf76e6cb6a9359f188b07d4dc2942442568a6e8cf3ff3d77ab3d35a052cecb",
"linear_op.csv": "67666cb0a4901b74599d468df2e31bcaa2a11a7842cc0cefba24ffce62508e0c",
"moe.csv": "0e4dcba72918a1c4cf4e96ced31ee3829248a19ad54553cebef14417725808b0"
"moe.csv": "dd698113975e5ed77f51dfd8a69aebf764ed651c3f6f34b71914d25d6e001415"
},
"profile_id": "qwen3-30b-a3b-bf16-vllm020-h20-tp1-2-4-fused-mixed-total-conserving-pure-prefill-batch-composition",
"projection_contract": {

View File

@@ -1,73 +1,73 @@
time_stats.moe_gating_linear.min,time_stats.moe_gating_linear.max,time_stats.moe_gating_linear.mean,time_stats.moe_gating_linear.median,time_stats.moe_gating_linear.std,time_stats.moe_gating_routing_topk.min,time_stats.moe_gating_routing_topk.max,time_stats.moe_gating_routing_topk.mean,time_stats.moe_gating_routing_topk.median,time_stats.moe_gating_routing_topk.std,time_stats.moe_shuffling.min,time_stats.moe_shuffling.max,time_stats.moe_shuffling.mean,time_stats.moe_shuffling.median,time_stats.moe_shuffling.std,time_stats.moe_grouped_gemm.min,time_stats.moe_grouped_gemm.max,time_stats.moe_grouped_gemm.mean,time_stats.moe_grouped_gemm.median,time_stats.moe_grouped_gemm.std,num_tokens,num_experts,num_experts_per_device,expert_parallel_size,routing_runtime_path,routing_assignment_policy,routing_weight_policy,routing_uses_router_logits,gating_runtime_context,gating_runtime_context_impl,router_topk,hidden_dim,expert_hidden_dim,use_gated,num_tensor_parallel_workers,total_routed_tokens,model_expansion_ratio,tokens_per_expert_avg,tokens_to_experts_ratio,expert_utilization,min_load_ratio,load_imbalance_cv,max_load_ratio,load_entropy,load_gini_coefficient,load_distribution,seed,moe_grouped_gemm_backend,measurement_type,profiling_precision,model_arch,quant_signature,router_median_nonadditivity_ratio,projection_policy
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0.025407999753952026,0.05510399863123894,0.031430399790406224,0.02798399981111288,0.007335050273982725,0.020479999482631683,0.03561599925160408,0.02275839988142252,0.021551999263465405,0.003545718365165811,0.0,0.0,0.0,0.0,0.0,0.19420799612998962,0.2903999984264374,0.2211231991648674,0.21476799994707108,0.025955008886196004,128,128,128,1,standard_fused_topk,fixed_hotset8,softmax_renorm,False,standalone_legacy,vllm020_replicated_linear,8,2048,768,True,4,1024,0.375,8.0,8.0,0.0625,0.0,3.872983346207417,16.0,3.0,0.9375,hotset8,20260716,FlashInfer CUTLASS,CUDA_EVENT,BF16,generic,none,0.9273256282883522,measured_gate+topk+modular_expert;shuffling_zero_because_expert_measurement_includes_prepare_finalize
0.0244159996509552,0.05395200103521347,0.03188959984108806,0.026031999848783016,0.00943995927387483,0.02051199972629547,0.036607999354600906,0.023247999791055917,0.02147199958562851,0.003910623837069648,0.0,0.0,0.0,0.0,0.0,0.2290560007095337,0.289247989654541,0.2543327987194061,0.24939200282096863,0.01663236753503115,256,128,128,1,standard_fused_topk,fixed_hotset8,softmax_renorm,False,standalone_legacy,vllm020_replicated_linear,8,2048,768,True,4,2048,0.375,16.0,16.0,0.0625,0.0,3.872983346207417,16.0,3.0,0.9375,hotset8,20260716,FlashInfer CUTLASS,CUDA_EVENT,BF16,generic,none,1.0380599882396606,measured_gate+topk+modular_expert;shuffling_zero_because_expert_measurement_includes_prepare_finalize
0.024512000381946564,0.04620800167322159,0.02884640023112297,0.026320000179111958,0.005516557583355925,0.02054399996995926,0.03846399858593941,0.023401600029319524,0.021263999864459038,0.0044742944198265374,0.0,0.0,0.0,0.0,0.0,0.30831998586654663,0.36953601241111755,0.3324000000953674,0.3288639932870865,0.018617999572156707,512,128,128,1,standard_fused_topk,fixed_hotset8,softmax_renorm,False,standalone_legacy,vllm020_replicated_linear,8,2048,768,True,4,4096,0.375,32.0,32.0,0.0625,0.0,3.872983346207417,16.0,3.0,0.9375,hotset8,20260716,FlashInfer CUTLASS,CUDA_EVENT,BF16,generic,none,0.9569603278386984,measured_gate+topk+modular_expert;shuffling_zero_because_expert_measurement_includes_prepare_finalize
0.02412799932062626,0.06940799951553345,0.030817600432783365,0.026800000108778477,0.010047085187652939,0.020128000527620316,0.044096000492572784,0.024606400076299904,0.022304000332951546,0.00622857166823714,0.0,0.0,0.0,0.0,0.0,0.462911993265152,0.5497919917106628,0.4893856018781662,0.4816960096359253,0.023348152887178286,1024,128,128,1,standard_fused_topk,fixed_hotset8,softmax_renorm,False,standalone_legacy,vllm020_replicated_linear,8,2048,768,True,4,8192,0.375,64.0,64.0,0.0625,0.0,3.872983346207417,16.0,3.0,0.9375,hotset8,20260716,FlashInfer CUTLASS,CUDA_EVENT,BF16,generic,none,0.9524274993623046,measured_gate+topk+modular_expert;shuffling_zero_because_expert_measurement_includes_prepare_finalize
0.02831999957561493,0.043487999588251114,0.031744000129401685,0.02991999965161085,0.003973415836428909,0.02070399932563305,0.029343999922275543,0.022886400017887353,0.021743999794125557,0.0026873065045088873,0.0,0.0,0.0,0.0,0.0,0.7662079930305481,0.8717759847640991,0.788454395532608,0.7744799852371216,0.03174746482604812,2048,128,128,1,standard_fused_topk,fixed_hotset8,softmax_renorm,False,standalone_legacy,vllm020_replicated_linear,8,2048,768,True,4,16384,0.375,128.0,128.0,0.0625,0.0,3.872983346207417,16.0,3.0,0.9375,hotset8,20260716,FlashInfer CUTLASS,CUDA_EVENT,BF16,generic,none,0.8971818172100244,measured_gate+topk+modular_expert;shuffling_zero_because_expert_measurement_includes_prepare_finalize
0.03830400109291077,0.06268800050020218,0.043337599746882914,0.040511999279260635,0.005823016247946116,0.023135999217629433,0.03747199848294258,0.025206399988383053,0.02393599972128868,0.003271381256231161,0.0,0.0,0.0,0.0,0.0,1.363935947418213,1.4143040180206299,1.3812703967094422,1.3798720240592957,0.014770450075530007,4096,128,128,1,standard_fused_topk,fixed_hotset8,softmax_renorm,False,standalone_legacy,vllm020_replicated_linear,8,2048,768,True,4,32768,0.375,256.0,256.0,0.0625,0.0,3.872983346207417,16.0,3.0,0.9375,hotset8,20260716,FlashInfer CUTLASS,CUDA_EVENT,BF16,generic,none,0.8113207890716184,measured_gate+topk+modular_expert;shuffling_zero_because_expert_measurement_includes_prepare_finalize
0.05660799890756607,0.07932800054550171,0.06249920018017292,0.06039999984204769,0.005636461691480845,0.02956799976527691,0.03747199848294258,0.031126399897038935,0.030287999659776688,0.002157571006631541,0.0,0.0,0.0,0.0,0.0,2.5507519245147705,2.680704116821289,2.579859209060669,2.566223978996277,0.03673283558365955,8192,128,128,1,standard_fused_topk,fixed_hotset8,softmax_renorm,False,standalone_legacy,vllm020_replicated_linear,8,2048,768,True,4,65536,0.375,512.0,512.0,0.0625,0.0,3.872983346207417,16.0,3.0,0.9375,hotset8,20260716,FlashInfer CUTLASS,CUDA_EVENT,BF16,generic,none,0.883909666885606,measured_gate+topk+modular_expert;shuffling_zero_because_expert_measurement_includes_prepare_finalize
1 time_stats.moe_gating_linear.min time_stats.moe_gating_linear.max time_stats.moe_gating_linear.mean time_stats.moe_gating_linear.median time_stats.moe_gating_linear.std time_stats.moe_gating_routing_topk.min time_stats.moe_gating_routing_topk.max time_stats.moe_gating_routing_topk.mean time_stats.moe_gating_routing_topk.median time_stats.moe_gating_routing_topk.std time_stats.moe_shuffling.min time_stats.moe_shuffling.max time_stats.moe_shuffling.mean time_stats.moe_shuffling.median time_stats.moe_shuffling.std time_stats.moe_grouped_gemm.min time_stats.moe_grouped_gemm.max time_stats.moe_grouped_gemm.mean time_stats.moe_grouped_gemm.median time_stats.moe_grouped_gemm.std num_tokens num_experts num_experts_per_device expert_parallel_size routing_runtime_path routing_assignment_policy routing_weight_policy routing_uses_router_logits gating_runtime_context gating_runtime_context_impl router_topk hidden_dim expert_hidden_dim use_gated num_tensor_parallel_workers total_routed_tokens model_expansion_ratio tokens_per_expert_avg tokens_to_experts_ratio expert_utilization min_load_ratio load_imbalance_cv max_load_ratio load_entropy load_gini_coefficient load_distribution seed moe_grouped_gemm_backend measurement_type profiling_precision model_arch quant_signature router_median_nonadditivity_ratio projection_policy
2 0.02502400055527687 0.06092799827456474 0.033839999698102474 0.028672000393271446 0.010315255343709818 0.019360000267624855 0.0352960005402565 0.023424000293016434 0.022064000368118286 0.0038898102289194572 0.0 0.0 0.0 0.0 0.0 0.33926400542259216 0.405023992061615 0.36780479848384856 0.36507199704647064 0.01690507644474779 1 128 128 1 standard_fused_topk logit_topk softmax_renorm True standalone_legacy vllm020_replicated_linear 8 2048 768 True 1 8 0.375 0.0625 0.0625 0.0625 0.0 3.872983346207417 16.0 3.0 0.9375 uniform_random_logits 20260716 FlashInfer CUTLASS CUDA_EVENT BF16 generic none 1.0233364439829928 measured_gate+topk+modular_expert;shuffling_zero_because_expert_measurement_includes_prepare_finalize
3 0.025280000641942024 0.05132799968123436 0.030641599837690593 0.027343999594449997 0.007562409232763304 0.020160000771284103 0.052960000932216644 0.024145600199699403 0.021424000151455402 0.007450198645599985 0.0 0.0 0.0 0.0 0.0 1.1943039894104004 1.286784052848816 1.228384006023407 1.2273280024528503 0.02832547242381263 8 128 128 1 standard_fused_topk logit_topk softmax_renorm True standalone_legacy vllm020_replicated_linear 8 2048 768 True 1 64 0.375 0.5 0.5 0.3984375 0.0 1.346291201783626 4.0 5.59375 0.661865234375 uniform_random_logits 20260716 FlashInfer CUTLASS CUDA_EVENT BF16 generic none 0.9806430689981738 measured_gate+topk+modular_expert;shuffling_zero_because_expert_measurement_includes_prepare_finalize
4 0.024831999093294144 0.046560000628232956 0.030371200107038022 0.02763199992477894 0.005878487205028602 0.020320000126957893 0.04560000076889992 0.02601920012384653 0.02270400058478117 0.00751129965906799 0.0 0.0 0.0 0.0 0.0 1.679744005203247 1.766144037246704 1.7095808148384095 1.7015680074691772 0.02438921262998535 16 128 128 1 standard_fused_topk logit_topk softmax_renorm True standalone_legacy vllm020_replicated_linear 8 2048 768 True 1 128 0.375 1.0 1.0 0.625 0.0 1.015504800579495 5.0 6.15516433212955 0.529052734375 uniform_random_logits 20260716 FlashInfer CUTLASS CUDA_EVENT BF16 generic none 0.9103623678483975 measured_gate+topk+modular_expert;shuffling_zero_because_expert_measurement_includes_prepare_finalize
5 0.024288000538945198 0.049375999718904495 0.03086080001667142 0.0267359996214509 0.0070864531384997225 0.020479999482631683 0.030912000685930252 0.02274719988927245 0.021359999664127827 0.0029966813650672505 0.0 0.0 0.0 0.0 0.0 2.1576640605926514 2.2921600341796875 2.2097824096679686 2.188944101333618 0.045572321842012986 32 128 128 1 standard_fused_topk logit_topk softmax_renorm True standalone_legacy vllm020_replicated_linear 8 2048 768 True 1 256 0.375 2.0 2.0 0.875 0.0 0.6343057228182637 2.5 6.64370748444639 0.35369873046875 uniform_random_logits 20260716 FlashInfer CUTLASS CUDA_EVENT BF16 generic none 0.9610778571819444 measured_gate+topk+modular_expert;shuffling_zero_because_expert_measurement_includes_prepare_finalize
6 0.02393599972128868 0.04342399910092354 0.029380799923092126 0.026688000187277794 0.0057374782000526574 0.020031999796628952 0.036607999354600906 0.022487999964505435 0.020911999978125095 0.0038135203062103235 0.0 0.0 0.0 0.0 0.0 2.422368049621582 2.5130879878997803 2.4516672134399413 2.434159994125366 0.03278900287381846 64 128 128 1 standard_fused_topk logit_topk softmax_renorm True standalone_legacy vllm020_replicated_linear 8 2048 768 True 1 512 0.375 4.0 4.0 0.984375 0.0 0.4921254921257382 2.25 6.817190042344769 0.272369384765625 uniform_random_logits 20260716 FlashInfer CUTLASS CUDA_EVENT BF16 generic none 0.9952941013961014 measured_gate+topk+modular_expert;shuffling_zero_because_expert_measurement_includes_prepare_finalize
7 0.025407999753952026 0.05510399863123894 0.031430399790406224 0.02798399981111288 0.007335050273982725 0.020479999482631683 0.03561599925160408 0.02275839988142252 0.021551999263465405 0.003545718365165811 0.0 0.0 0.0 0.0 0.0 2.2217600345611572 2.289599895477295 2.2571327924728393 2.263375997543335 0.021660416089449488 128 128 128 1 standard_fused_topk logit_topk softmax_renorm True standalone_legacy vllm020_replicated_linear 8 2048 768 True 1 1024 0.375 8.0 8.0 1.0 0.125 0.3486861500690843 1.875 6.908192310183997 0.197662353515625 uniform_random_logits 20260716 FlashInfer CUTLASS CUDA_EVENT BF16 generic none 0.9273256282883522 measured_gate+topk+modular_expert;shuffling_zero_because_expert_measurement_includes_prepare_finalize
8 0.0244159996509552 0.05395200103521347 0.03188959984108806 0.026031999848783016 0.00943995927387483 0.02051199972629547 0.036607999354600906 0.023247999791055917 0.02147199958562851 0.003910623837069648 0.0 0.0 0.0 0.0 0.0 2.18668794631958 2.318079948425293 2.2218016147613526 2.211087942123413 0.035380897213135316 256 128 128 1 standard_fused_topk logit_topk softmax_renorm True standalone_legacy vllm020_replicated_linear 8 2048 768 True 1 2048 0.375 16.0 16.0 1.0 0.4375 0.2525504668006971 1.875 6.953347743053017 0.1410369873046875 uniform_random_logits 20260716 FlashInfer CUTLASS CUDA_EVENT BF16 generic none 1.0380599882396606 measured_gate+topk+modular_expert;shuffling_zero_because_expert_measurement_includes_prepare_finalize
9 0.024512000381946564 0.04620800167322159 0.02884640023112297 0.026320000179111958 0.005516557583355925 0.02054399996995926 0.03846399858593941 0.023401600029319524 0.021263999864459038 0.0044742944198265374 0.0 0.0 0.0 0.0 0.0 2.2291839122772217 2.3929600715637207 2.2908096313476562 2.2804640531539917 0.04479348924786221 512 128 128 1 standard_fused_topk logit_topk softmax_renorm True standalone_legacy vllm020_replicated_linear 8 2048 768 True 1 4096 0.375 32.0 32.0 1.0 0.65625 0.15765965680164504 1.5625 6.98229848728205 0.08779525756835938 uniform_random_logits 20260716 FlashInfer CUTLASS CUDA_EVENT BF16 generic none 0.9569603278386984 measured_gate+topk+modular_expert;shuffling_zero_because_expert_measurement_includes_prepare_finalize
10 0.02412799932062626 0.06940799951553345 0.030817600432783365 0.026800000108778477 0.010047085187652939 0.020128000527620316 0.044096000492572784 0.024606400076299904 0.022304000332951546 0.00622857166823714 0.0 0.0 0.0 0.0 0.0 2.0678720474243164 2.1297600269317627 2.0837119817733765 2.0779199600219727 0.017880044357986735 1024 128 128 1 standard_fused_topk logit_topk softmax_renorm True standalone_legacy vllm020_replicated_linear 8 2048 768 True 1 8192 0.375 64.0 64.0 1.0 0.625 0.12169081635504074 1.3125 6.9892029662356325 0.06879425048828125 uniform_random_logits 20260716 FlashInfer CUTLASS CUDA_EVENT BF16 generic none 0.9524274993623046 measured_gate+topk+modular_expert;shuffling_zero_because_expert_measurement_includes_prepare_finalize
11 0.02831999957561493 0.043487999588251114 0.031744000129401685 0.02991999965161085 0.003973415836428909 0.02070399932563305 0.029343999922275543 0.022886400017887353 0.021743999794125557 0.0026873065045088873 0.0 0.0 0.0 0.0 0.0 2.916032075881958 3.0819520950317383 2.9805248022079467 2.9656319618225098 0.05482195799019572 2048 128 128 1 standard_fused_topk logit_topk softmax_renorm True standalone_legacy vllm020_replicated_linear 8 2048 768 True 1 16384 0.375 128.0 128.0 1.0 0.796875 0.07935434147688751 1.1796875 6.9954297964750305 0.044734954833984375 uniform_random_logits 20260716 FlashInfer CUTLASS CUDA_EVENT BF16 generic none 0.8971818172100244 measured_gate+topk+modular_expert;shuffling_zero_because_expert_measurement_includes_prepare_finalize
12 0.03830400109291077 0.06268800050020218 0.043337599746882914 0.040511999279260635 0.005823016247946116 0.023135999217629433 0.03747199848294258 0.025206399988383053 0.02393599972128868 0.003271381256231161 0.0 0.0 0.0 0.0 0.0 4.421599864959717 4.535359859466553 4.486294317245483 4.497056007385254 0.036990243787549344 4096 128 128 1 standard_fused_topk logit_topk softmax_renorm True standalone_legacy vllm020_replicated_linear 8 2048 768 True 1 32768 0.375 256.0 256.0 1.0 0.8203125 0.060849326483103046 1.17578125 6.9973188375859685 0.033740997314453125 uniform_random_logits 20260716 FlashInfer CUTLASS CUDA_EVENT BF16 generic none 0.8113207890716184 measured_gate+topk+modular_expert;shuffling_zero_because_expert_measurement_includes_prepare_finalize
13 0.05660799890756607 0.07932800054550171 0.06249920018017292 0.06039999984204769 0.005636461691480845 0.02956799976527691 0.03747199848294258 0.031126399897038935 0.030287999659776688 0.002157571006631541 0.0 0.0 0.0 0.0 0.0 7.302591800689697 7.402751922607422 7.354758310317993 7.3464319705963135 0.032142662400335566 8192 128 128 1 standard_fused_topk logit_topk softmax_renorm True standalone_legacy vllm020_replicated_linear 8 2048 768 True 1 65536 0.375 512.0 512.0 1.0 0.890625 0.0412323087266341 1.08984375 6.998772433185578 0.02334284782409668 uniform_random_logits 20260716 FlashInfer CUTLASS CUDA_EVENT BF16 generic none 0.883909666885606 measured_gate+topk+modular_expert;shuffling_zero_because_expert_measurement_includes_prepare_finalize
14 0.02502400055527687 0.06092799827456474 0.033839999698102474 0.028672000393271446 0.010315255343709818 0.019360000267624855 0.0352960005402565 0.023424000293016434 0.022064000368118286 0.0038898102289194572 0.0 0.0 0.0 0.0 0.0 0.35280001163482666 0.39692801237106323 0.37662720382213594 0.37196800112724304 0.013401318050665304 1 128 128 1 standard_fused_topk fixed_hotset8 softmax_renorm False standalone_legacy vllm020_replicated_linear 8 2048 768 True 1 8 0.375 0.0625 0.0625 0.0625 0.0 3.872983346207417 16.0 3.0 0.9375 hotset8 20260716 FlashInfer CUTLASS CUDA_EVENT BF16 generic none 1.0233364439829928 measured_gate+topk+modular_expert;shuffling_zero_because_expert_measurement_includes_prepare_finalize
15 0.025280000641942024 0.05132799968123436 0.030641599837690593 0.027343999594449997 0.007562409232763304 0.020160000771284103 0.052960000932216644 0.024145600199699403 0.021424000151455402 0.007450198645599985 0.0 0.0 0.0 0.0 0.0 0.4692479968070984 0.5523840188980103 0.5134752035140991 0.5100640058517456 0.02291433464135784 8 128 128 1 standard_fused_topk fixed_hotset8 softmax_renorm False standalone_legacy vllm020_replicated_linear 8 2048 768 True 1 64 0.375 0.5 0.5 0.0625 0.0 3.872983346207417 16.0 3.0 0.9375 hotset8 20260716 FlashInfer CUTLASS CUDA_EVENT BF16 generic none 0.9806430689981738 measured_gate+topk+modular_expert;shuffling_zero_because_expert_measurement_includes_prepare_finalize
16 0.024831999093294144 0.046560000628232956 0.030371200107038022 0.02763199992477894 0.005878487205028602 0.020320000126957893 0.04560000076889992 0.02601920012384653 0.02270400058478117 0.00751129965906799 0.0 0.0 0.0 0.0 0.0 0.34652799367904663 0.4119040071964264 0.3789471983909607 0.38550400733947754 0.02073945105803335 16 128 128 1 standard_fused_topk fixed_hotset8 softmax_renorm False standalone_legacy vllm020_replicated_linear 8 2048 768 True 1 128 0.375 1.0 1.0 0.0625 0.0 3.872983346207417 16.0 3.0 0.9375 hotset8 20260716 FlashInfer CUTLASS CUDA_EVENT BF16 generic none 0.9103623678483975 measured_gate+topk+modular_expert;shuffling_zero_because_expert_measurement_includes_prepare_finalize
17 0.024288000538945198 0.049375999718904495 0.03086080001667142 0.0267359996214509 0.0070864531384997225 0.020479999482631683 0.030912000685930252 0.02274719988927245 0.021359999664127827 0.0029966813650672505 0.0 0.0 0.0 0.0 0.0 0.31462401151657104 0.7456960082054138 0.38617280423641204 0.34545600414276123 0.12230201266253077 32 128 128 1 standard_fused_topk fixed_hotset8 softmax_renorm False standalone_legacy vllm020_replicated_linear 8 2048 768 True 1 256 0.375 2.0 2.0 0.0625 0.0 3.872983346207417 16.0 3.0 0.9375 hotset8 20260716 FlashInfer CUTLASS CUDA_EVENT BF16 generic none 0.9610778571819444 measured_gate+topk+modular_expert;shuffling_zero_because_expert_measurement_includes_prepare_finalize
18 0.02393599972128868 0.04342399910092354 0.029380799923092126 0.026688000187277794 0.0057374782000526574 0.020031999796628952 0.036607999354600906 0.022487999964505435 0.020911999978125095 0.0038135203062103235 0.0 0.0 0.0 0.0 0.0 0.32521599531173706 0.419871985912323 0.36325119733810424 0.34968000650405884 0.03161798848223672 64 128 128 1 standard_fused_topk fixed_hotset8 softmax_renorm False standalone_legacy vllm020_replicated_linear 8 2048 768 True 1 512 0.375 4.0 4.0 0.0625 0.0 3.872983346207417 16.0 3.0 0.9375 hotset8 20260716 FlashInfer CUTLASS CUDA_EVENT BF16 generic none 0.9952941013961014 measured_gate+topk+modular_expert;shuffling_zero_because_expert_measurement_includes_prepare_finalize
19 0.025407999753952026 0.05510399863123894 0.031430399790406224 0.02798399981111288 0.007335050273982725 0.020479999482631683 0.03561599925160408 0.02275839988142252 0.021551999263465405 0.003545718365165811 0.0 0.0 0.0 0.0 0.0 0.289792001247406 0.4663360118865967 0.4091839998960495 0.41655999422073364 0.0446001986506615 128 128 128 1 standard_fused_topk fixed_hotset8 softmax_renorm False standalone_legacy vllm020_replicated_linear 8 2048 768 True 1 1024 0.375 8.0 8.0 0.0625 0.0 3.872983346207417 16.0 3.0 0.9375 hotset8 20260716 FlashInfer CUTLASS CUDA_EVENT BF16 generic none 0.9273256282883522 measured_gate+topk+modular_expert;shuffling_zero_because_expert_measurement_includes_prepare_finalize
20 0.0244159996509552 0.05395200103521347 0.03188959984108806 0.026031999848783016 0.00943995927387483 0.02051199972629547 0.036607999354600906 0.023247999791055917 0.02147199958562851 0.003910623837069648 0.0 0.0 0.0 0.0 0.0 0.3761279881000519 0.4416320025920868 0.40686399936676027 0.40540799498558044 0.02257778769899645 256 128 128 1 standard_fused_topk fixed_hotset8 softmax_renorm False standalone_legacy vllm020_replicated_linear 8 2048 768 True 1 2048 0.375 16.0 16.0 0.0625 0.0 3.872983346207417 16.0 3.0 0.9375 hotset8 20260716 FlashInfer CUTLASS CUDA_EVENT BF16 generic none 1.0380599882396606 measured_gate+topk+modular_expert;shuffling_zero_because_expert_measurement_includes_prepare_finalize
21 0.024512000381946564 0.04620800167322159 0.02884640023112297 0.026320000179111958 0.005516557583355925 0.02054399996995926 0.03846399858593941 0.023401600029319524 0.021263999864459038 0.0044742944198265374 0.0 0.0 0.0 0.0 0.0 0.7172480225563049 0.8663039803504944 0.7723807990550995 0.7591840028762817 0.04164772379451242 512 128 128 1 standard_fused_topk fixed_hotset8 softmax_renorm False standalone_legacy vllm020_replicated_linear 8 2048 768 True 1 4096 0.375 32.0 32.0 0.0625 0.0 3.872983346207417 16.0 3.0 0.9375 hotset8 20260716 FlashInfer CUTLASS CUDA_EVENT BF16 generic none 0.9569603278386984 measured_gate+topk+modular_expert;shuffling_zero_because_expert_measurement_includes_prepare_finalize
22 0.02412799932062626 0.06940799951553345 0.030817600432783365 0.026800000108778477 0.010047085187652939 0.020128000527620316 0.044096000492572784 0.024606400076299904 0.022304000332951546 0.00622857166823714 0.0 0.0 0.0 0.0 0.0 1.0195519924163818 1.2216639518737793 1.1253888130187988 1.1453600525856018 0.06548005322243594 1024 128 128 1 standard_fused_topk fixed_hotset8 softmax_renorm False standalone_legacy vllm020_replicated_linear 8 2048 768 True 1 8192 0.375 64.0 64.0 0.0625 0.0 3.872983346207417 16.0 3.0 0.9375 hotset8 20260716 FlashInfer CUTLASS CUDA_EVENT BF16 generic none 0.9524274993623046 measured_gate+topk+modular_expert;shuffling_zero_because_expert_measurement_includes_prepare_finalize
23 0.02831999957561493 0.043487999588251114 0.031744000129401685 0.02991999965161085 0.003973415836428909 0.02070399932563305 0.029343999922275543 0.022886400017887353 0.021743999794125557 0.0026873065045088873 0.0 0.0 0.0 0.0 0.0 1.7490559816360474 1.9644800424575806 1.8529024004936219 1.814303994178772 0.08042565617327288 2048 128 128 1 standard_fused_topk fixed_hotset8 softmax_renorm False standalone_legacy vllm020_replicated_linear 8 2048 768 True 1 16384 0.375 128.0 128.0 0.0625 0.0 3.872983346207417 16.0 3.0 0.9375 hotset8 20260716 FlashInfer CUTLASS CUDA_EVENT BF16 generic none 0.8971818172100244 measured_gate+topk+modular_expert;shuffling_zero_because_expert_measurement_includes_prepare_finalize
24 0.03830400109291077 0.06268800050020218 0.043337599746882914 0.040511999279260635 0.005823016247946116 0.023135999217629433 0.03747199848294258 0.025206399988383053 0.02393599972128868 0.003271381256231161 0.0 0.0 0.0 0.0 0.0 3.2479360103607178 3.385279893875122 3.296070408821106 3.2800960540771484 0.04525529026442046 4096 128 128 1 standard_fused_topk fixed_hotset8 softmax_renorm False standalone_legacy vllm020_replicated_linear 8 2048 768 True 1 32768 0.375 256.0 256.0 0.0625 0.0 3.872983346207417 16.0 3.0 0.9375 hotset8 20260716 FlashInfer CUTLASS CUDA_EVENT BF16 generic none 0.8113207890716184 measured_gate+topk+modular_expert;shuffling_zero_because_expert_measurement_includes_prepare_finalize
25 0.05660799890756607 0.07932800054550171 0.06249920018017292 0.06039999984204769 0.005636461691480845 0.02956799976527691 0.03747199848294258 0.031126399897038935 0.030287999659776688 0.002157571006631541 0.0 0.0 0.0 0.0 0.0 6.344799995422363 6.517856121063232 6.464438438415527 6.478623867034912 0.05116674443145098 8192 128 128 1 standard_fused_topk fixed_hotset8 softmax_renorm False standalone_legacy vllm020_replicated_linear 8 2048 768 True 1 65536 0.375 512.0 512.0 0.0625 0.0 3.872983346207417 16.0 3.0 0.9375 hotset8 20260716 FlashInfer CUTLASS CUDA_EVENT BF16 generic none 0.883909666885606 measured_gate+topk+modular_expert;shuffling_zero_because_expert_measurement_includes_prepare_finalize
26 0.02502400055527687 0.06092799827456474 0.033839999698102474 0.028672000393271446 0.010315255343709818 0.019360000267624855 0.0352960005402565 0.023424000293016434 0.022064000368118286 0.0038898102289194572 0.0 0.0 0.0 0.0 0.0 0.2648000121116638 0.325439989566803 0.28852800130844114 0.28390398621559143 0.01933778377635077 1 128 128 1 standard_fused_topk logit_topk softmax_renorm True standalone_legacy vllm020_replicated_linear 8 2048 768 True 2 8 0.375 0.0625 0.0625 0.0625 0.0 3.872983346207417 16.0 3.0 0.9375 uniform_random_logits 20260716 FlashInfer CUTLASS CUDA_EVENT BF16 generic none 1.0233364439829928 measured_gate+topk+modular_expert;shuffling_zero_because_expert_measurement_includes_prepare_finalize
27 0.025280000641942024 0.05132799968123436 0.030641599837690593 0.027343999594449997 0.007562409232763304 0.020160000771284103 0.052960000932216644 0.024145600199699403 0.021424000151455402 0.007450198645599985 0.0 0.0 0.0 0.0 0.0 0.7347840070724487 0.862496018409729 0.7769344031810761 0.769216001033783 0.03290485328796285 8 128 128 1 standard_fused_topk logit_topk softmax_renorm True standalone_legacy vllm020_replicated_linear 8 2048 768 True 2 64 0.375 0.5 0.5 0.421875 0.0 1.346291201783626 6.0 5.652114648336087 0.636962890625 uniform_random_logits 20260716 FlashInfer CUTLASS CUDA_EVENT BF16 generic none 0.9806430689981738 measured_gate+topk+modular_expert;shuffling_zero_because_expert_measurement_includes_prepare_finalize
28 0.024831999093294144 0.046560000628232956 0.030371200107038022 0.02763199992477894 0.005878487205028602 0.020320000126957893 0.04560000076889992 0.02601920012384653 0.02270400058478117 0.00751129965906799 0.0 0.0 0.0 0.0 0.0 0.9198399782180786 0.9646080136299133 0.9412063956260681 0.9411839842796326 0.014939365085478117 16 128 128 1 standard_fused_topk logit_topk softmax_renorm True standalone_legacy vllm020_replicated_linear 8 2048 768 True 2 128 0.375 1.0 1.0 0.5703125 0.0 1.118033988749895 5.0 6.008641773518898 0.580810546875 uniform_random_logits 20260716 FlashInfer CUTLASS CUDA_EVENT BF16 generic none 0.9103623678483975 measured_gate+topk+modular_expert;shuffling_zero_because_expert_measurement_includes_prepare_finalize
29 0.024288000538945198 0.049375999718904495 0.03086080001667142 0.0267359996214509 0.0070864531384997225 0.020479999482631683 0.030912000685930252 0.02274719988927245 0.021359999664127827 0.0029966813650672505 0.0 0.0 0.0 0.0 0.0 1.2796800136566162 1.3484159708023071 1.3006976008415223 1.2929120063781738 0.020807998177176254 32 128 128 1 standard_fused_topk logit_topk softmax_renorm True standalone_legacy vllm020_replicated_linear 8 2048 768 True 2 256 0.375 2.0 2.0 0.8828125 0.0 0.6959705453537527 3.0 6.60872850615583 0.38055419921875 uniform_random_logits 20260716 FlashInfer CUTLASS CUDA_EVENT BF16 generic none 0.9610778571819444 measured_gate+topk+modular_expert;shuffling_zero_because_expert_measurement_includes_prepare_finalize
30 0.02393599972128868 0.04342399910092354 0.029380799923092126 0.026688000187277794 0.0057374782000526574 0.020031999796628952 0.036607999354600906 0.022487999964505435 0.020911999978125095 0.0038135203062103235 0.0 0.0 0.0 0.0 0.0 1.3630399703979492 1.4430400133132935 1.3909215927124023 1.3892319798469543 0.022335744492366926 64 128 128 1 standard_fused_topk logit_topk softmax_renorm True standalone_legacy vllm020_replicated_linear 8 2048 768 True 2 512 0.375 4.0 4.0 0.984375 0.0 0.5201036555341637 3.0 6.798826509158851 0.28302001953125 uniform_random_logits 20260716 FlashInfer CUTLASS CUDA_EVENT BF16 generic none 0.9952941013961014 measured_gate+topk+modular_expert;shuffling_zero_because_expert_measurement_includes_prepare_finalize
31 0.025407999753952026 0.05510399863123894 0.031430399790406224 0.02798399981111288 0.007335050273982725 0.020479999482631683 0.03561599925160408 0.02275839988142252 0.021551999263465405 0.003545718365165811 0.0 0.0 0.0 0.0 0.0 1.27948796749115 1.3904000520706177 1.3176063895225525 1.309440016746521 0.038060887827312775 128 128 128 1 standard_fused_topk logit_topk softmax_renorm True standalone_legacy vllm020_replicated_linear 8 2048 768 True 2 1024 0.375 8.0 8.0 1.0 0.25 0.3511282039725661 1.875 6.91002266305238 0.1970977783203125 uniform_random_logits 20260716 FlashInfer CUTLASS CUDA_EVENT BF16 generic none 0.9273256282883522 measured_gate+topk+modular_expert;shuffling_zero_because_expert_measurement_includes_prepare_finalize
32 0.0244159996509552 0.05395200103521347 0.03188959984108806 0.026031999848783016 0.00943995927387483 0.02051199972629547 0.036607999354600906 0.023247999791055917 0.02147199958562851 0.003910623837069648 0.0 0.0 0.0 0.0 0.0 1.264415979385376 1.3145920038223267 1.2791999936103822 1.2753440141677856 0.014130605249568332 256 128 128 1 standard_fused_topk logit_topk softmax_renorm True standalone_legacy vllm020_replicated_linear 8 2048 768 True 2 2048 0.375 16.0 16.0 1.0 0.375 0.24692938483248605 1.6875 6.955481130775285 0.13909912109375 uniform_random_logits 20260716 FlashInfer CUTLASS CUDA_EVENT BF16 generic none 1.0380599882396606 measured_gate+topk+modular_expert;shuffling_zero_because_expert_measurement_includes_prepare_finalize
33 0.024512000381946564 0.04620800167322159 0.02884640023112297 0.026320000179111958 0.005516557583355925 0.02054399996995926 0.03846399858593941 0.023401600029319524 0.021263999864459038 0.0044742944198265374 0.0 0.0 0.0 0.0 0.0 1.3081920146942139 1.347648024559021 1.3292255997657776 1.329967975616455 0.014558863679016933 512 128 128 1 standard_fused_topk logit_topk softmax_renorm True standalone_legacy vllm020_replicated_linear 8 2048 768 True 2 4096 0.375 32.0 32.0 1.0 0.625 0.17143053326165383 1.5625 6.9786675275754035 0.09520339965820312 uniform_random_logits 20260716 FlashInfer CUTLASS CUDA_EVENT BF16 generic none 0.9569603278386984 measured_gate+topk+modular_expert;shuffling_zero_because_expert_measurement_includes_prepare_finalize
34 0.02412799932062626 0.06940799951553345 0.030817600432783365 0.026800000108778477 0.010047085187652939 0.020128000527620316 0.044096000492572784 0.024606400076299904 0.022304000332951546 0.00622857166823714 0.0 0.0 0.0 0.0 0.0 1.242751955986023 1.3112000226974487 1.2747935891151427 1.266207993030548 0.021093073517695057 1024 128 128 1 standard_fused_topk logit_topk softmax_renorm True standalone_legacy vllm020_replicated_linear 8 2048 768 True 2 8192 0.375 64.0 64.0 1.0 0.78125 0.11000099875256815 1.296875 6.991308871213679 0.062183380126953125 uniform_random_logits 20260716 FlashInfer CUTLASS CUDA_EVENT BF16 generic none 0.9524274993623046 measured_gate+topk+modular_expert;shuffling_zero_because_expert_measurement_includes_prepare_finalize
35 0.02831999957561493 0.043487999588251114 0.031744000129401685 0.02991999965161085 0.003973415836428909 0.02070399932563305 0.029343999922275543 0.022886400017887353 0.021743999794125557 0.0026873065045088873 0.0 0.0 0.0 0.0 0.0 1.7388160228729248 1.8077759742736816 1.772764801979065 1.772704005241394 0.021056644077284283 2048 128 128 1 standard_fused_topk logit_topk softmax_renorm True standalone_legacy vllm020_replicated_linear 8 2048 768 True 2 16384 0.375 128.0 128.0 1.0 0.78125 0.0864630150197678 1.1796875 6.994552526394139 0.048796653747558594 uniform_random_logits 20260716 FlashInfer CUTLASS CUDA_EVENT BF16 generic none 0.8971818172100244 measured_gate+topk+modular_expert;shuffling_zero_because_expert_measurement_includes_prepare_finalize
36 0.03830400109291077 0.06268800050020218 0.043337599746882914 0.040511999279260635 0.005823016247946116 0.023135999217629433 0.03747199848294258 0.025206399988383053 0.02393599972128868 0.003271381256231161 0.0 0.0 0.0 0.0 0.0 2.6563520431518555 2.7063679695129395 2.6785055875778196 2.6791679859161377 0.01639963463052944 4096 128 128 1 standard_fused_topk logit_topk softmax_renorm True standalone_legacy vllm020_replicated_linear 8 2048 768 True 2 32768 0.375 256.0 256.0 1.0 0.8671875 0.06127686514721937 1.16015625 6.997291583027146 0.03497934341430664 uniform_random_logits 20260716 FlashInfer CUTLASS CUDA_EVENT BF16 generic none 0.8113207890716184 measured_gate+topk+modular_expert;shuffling_zero_because_expert_measurement_includes_prepare_finalize
37 0.05660799890756607 0.07932800054550171 0.06249920018017292 0.06039999984204769 0.005636461691480845 0.02956799976527691 0.03747199848294258 0.031126399897038935 0.030287999659776688 0.002157571006631541 0.0 0.0 0.0 0.0 0.0 4.386879920959473 4.452256202697754 4.4108480453491214 4.406303882598877 0.019768161791937636 8192 128 128 1 standard_fused_topk logit_topk softmax_renorm True standalone_legacy vllm020_replicated_linear 8 2048 768 True 2 65536 0.375 512.0 512.0 1.0 0.884765625 0.041723768525324195 1.1171875 6.998746434318934 0.02298593521118164 uniform_random_logits 20260716 FlashInfer CUTLASS CUDA_EVENT BF16 generic none 0.883909666885606 measured_gate+topk+modular_expert;shuffling_zero_because_expert_measurement_includes_prepare_finalize
38 0.02502400055527687 0.06092799827456474 0.033839999698102474 0.028672000393271446 0.010315255343709818 0.019360000267624855 0.0352960005402565 0.023424000293016434 0.022064000368118286 0.0038898102289194572 0.0 0.0 0.0 0.0 0.0 0.24208000302314758 0.4028480052947998 0.3041536003351212 0.277103990316391 0.05660721484881584 1 128 128 1 standard_fused_topk fixed_hotset8 softmax_renorm False standalone_legacy vllm020_replicated_linear 8 2048 768 True 2 8 0.375 0.0625 0.0625 0.0625 0.0 3.872983346207417 16.0 3.0 0.9375 hotset8 20260716 FlashInfer CUTLASS CUDA_EVENT BF16 generic none 1.0233364439829928 measured_gate+topk+modular_expert;shuffling_zero_because_expert_measurement_includes_prepare_finalize
39 0.025280000641942024 0.05132799968123436 0.030641599837690593 0.027343999594449997 0.007562409232763304 0.020160000771284103 0.052960000932216644 0.024145600199699403 0.021424000151455402 0.007450198645599985 0.0 0.0 0.0 0.0 0.0 0.2447039932012558 0.30502399802207947 0.26446720361709597 0.26265600323677063 0.016744548364435372 8 128 128 1 standard_fused_topk fixed_hotset8 softmax_renorm False standalone_legacy vllm020_replicated_linear 8 2048 768 True 2 64 0.375 0.5 0.5 0.0625 0.0 3.872983346207417 16.0 3.0 0.9375 hotset8 20260716 FlashInfer CUTLASS CUDA_EVENT BF16 generic none 0.9806430689981738 measured_gate+topk+modular_expert;shuffling_zero_because_expert_measurement_includes_prepare_finalize
40 0.024831999093294144 0.046560000628232956 0.030371200107038022 0.02763199992477894 0.005878487205028602 0.020320000126957893 0.04560000076889992 0.02601920012384653 0.02270400058478117 0.00751129965906799 0.0 0.0 0.0 0.0 0.0 0.2337920069694519 0.2881599962711334 0.26074880361557007 0.264384001493454 0.016469850143940968 16 128 128 1 standard_fused_topk fixed_hotset8 softmax_renorm False standalone_legacy vllm020_replicated_linear 8 2048 768 True 2 128 0.375 1.0 1.0 0.0625 0.0 3.872983346207417 16.0 3.0 0.9375 hotset8 20260716 FlashInfer CUTLASS CUDA_EVENT BF16 generic none 0.9103623678483975 measured_gate+topk+modular_expert;shuffling_zero_because_expert_measurement_includes_prepare_finalize
41 0.024288000538945198 0.049375999718904495 0.03086080001667142 0.0267359996214509 0.0070864531384997225 0.020479999482631683 0.030912000685930252 0.02274719988927245 0.021359999664127827 0.0029966813650672505 0.0 0.0 0.0 0.0 0.0 0.23369599878787994 0.28591999411582947 0.25465920120477675 0.25385600328445435 0.01593204652619194 32 128 128 1 standard_fused_topk fixed_hotset8 softmax_renorm False standalone_legacy vllm020_replicated_linear 8 2048 768 True 2 256 0.375 2.0 2.0 0.0625 0.0 3.872983346207417 16.0 3.0 0.9375 hotset8 20260716 FlashInfer CUTLASS CUDA_EVENT BF16 generic none 0.9610778571819444 measured_gate+topk+modular_expert;shuffling_zero_because_expert_measurement_includes_prepare_finalize
42 0.02393599972128868 0.04342399910092354 0.029380799923092126 0.026688000187277794 0.0057374782000526574 0.020031999796628952 0.036607999354600906 0.022487999964505435 0.020911999978125095 0.0038135203062103235 0.0 0.0 0.0 0.0 0.0 0.2295999974012375 0.26556798815727234 0.24674240052700042 0.2497600018978119 0.010345732066199003 64 128 128 1 standard_fused_topk fixed_hotset8 softmax_renorm False standalone_legacy vllm020_replicated_linear 8 2048 768 True 2 512 0.375 4.0 4.0 0.0625 0.0 3.872983346207417 16.0 3.0 0.9375 hotset8 20260716 FlashInfer CUTLASS CUDA_EVENT BF16 generic none 0.9952941013961014 measured_gate+topk+modular_expert;shuffling_zero_because_expert_measurement_includes_prepare_finalize
43 0.025407999753952026 0.05510399863123894 0.031430399790406224 0.02798399981111288 0.007335050273982725 0.020479999482631683 0.03561599925160408 0.02275839988142252 0.021551999263465405 0.003545718365165811 0.0 0.0 0.0 0.0 0.0 0.21721599996089935 0.29020801186561584 0.2394208014011383 0.2346400022506714 0.018747330357768585 128 128 128 1 standard_fused_topk fixed_hotset8 softmax_renorm False standalone_legacy vllm020_replicated_linear 8 2048 768 True 2 1024 0.375 8.0 8.0 0.0625 0.0 3.872983346207417 16.0 3.0 0.9375 hotset8 20260716 FlashInfer CUTLASS CUDA_EVENT BF16 generic none 0.9273256282883522 measured_gate+topk+modular_expert;shuffling_zero_because_expert_measurement_includes_prepare_finalize
44 0.0244159996509552 0.05395200103521347 0.03188959984108806 0.026031999848783016 0.00943995927387483 0.02051199972629547 0.036607999354600906 0.023247999791055917 0.02147199958562851 0.003910623837069648 0.0 0.0 0.0 0.0 0.0 0.2717759907245636 0.305184006690979 0.28813759982585907 0.28809599578380585 0.01183422600545854 256 128 128 1 standard_fused_topk fixed_hotset8 softmax_renorm False standalone_legacy vllm020_replicated_linear 8 2048 768 True 2 2048 0.375 16.0 16.0 0.0625 0.0 3.872983346207417 16.0 3.0 0.9375 hotset8 20260716 FlashInfer CUTLASS CUDA_EVENT BF16 generic none 1.0380599882396606 measured_gate+topk+modular_expert;shuffling_zero_because_expert_measurement_includes_prepare_finalize
45 0.024512000381946564 0.04620800167322159 0.02884640023112297 0.026320000179111958 0.005516557583355925 0.02054399996995926 0.03846399858593941 0.023401600029319524 0.021263999864459038 0.0044742944198265374 0.0 0.0 0.0 0.0 0.0 0.3917759954929352 0.43772798776626587 0.41130879521369934 0.4131519943475723 0.012992473640805227 512 128 128 1 standard_fused_topk fixed_hotset8 softmax_renorm False standalone_legacy vllm020_replicated_linear 8 2048 768 True 2 4096 0.375 32.0 32.0 0.0625 0.0 3.872983346207417 16.0 3.0 0.9375 hotset8 20260716 FlashInfer CUTLASS CUDA_EVENT BF16 generic none 0.9569603278386984 measured_gate+topk+modular_expert;shuffling_zero_because_expert_measurement_includes_prepare_finalize
46 0.02412799932062626 0.06940799951553345 0.030817600432783365 0.026800000108778477 0.010047085187652939 0.020128000527620316 0.044096000492572784 0.024606400076299904 0.022304000332951546 0.00622857166823714 0.0 0.0 0.0 0.0 0.0 0.6176639795303345 0.7009919881820679 0.642767995595932 0.6330719888210297 0.024074084919938756 1024 128 128 1 standard_fused_topk fixed_hotset8 softmax_renorm False standalone_legacy vllm020_replicated_linear 8 2048 768 True 2 8192 0.375 64.0 64.0 0.0625 0.0 3.872983346207417 16.0 3.0 0.9375 hotset8 20260716 FlashInfer CUTLASS CUDA_EVENT BF16 generic none 0.9524274993623046 measured_gate+topk+modular_expert;shuffling_zero_because_expert_measurement_includes_prepare_finalize
47 0.02831999957561493 0.043487999588251114 0.031744000129401685 0.02991999965161085 0.003973415836428909 0.02070399932563305 0.029343999922275543 0.022886400017887353 0.021743999794125557 0.0026873065045088873 0.0 0.0 0.0 0.0 0.0 1.0820800065994263 1.1674879789352417 1.1034304022789 1.0977439880371094 0.0233067292981566 2048 128 128 1 standard_fused_topk fixed_hotset8 softmax_renorm False standalone_legacy vllm020_replicated_linear 8 2048 768 True 2 16384 0.375 128.0 128.0 0.0625 0.0 3.872983346207417 16.0 3.0 0.9375 hotset8 20260716 FlashInfer CUTLASS CUDA_EVENT BF16 generic none 0.8971818172100244 measured_gate+topk+modular_expert;shuffling_zero_because_expert_measurement_includes_prepare_finalize
48 0.03830400109291077 0.06268800050020218 0.043337599746882914 0.040511999279260635 0.005823016247946116 0.023135999217629433 0.03747199848294258 0.025206399988383053 0.02393599972128868 0.003271381256231161 0.0 0.0 0.0 0.0 0.0 1.9809919595718384 2.0415360927581787 2.003715181350708 1.992751955986023 0.022066076434645737 4096 128 128 1 standard_fused_topk fixed_hotset8 softmax_renorm False standalone_legacy vllm020_replicated_linear 8 2048 768 True 2 32768 0.375 256.0 256.0 0.0625 0.0 3.872983346207417 16.0 3.0 0.9375 hotset8 20260716 FlashInfer CUTLASS CUDA_EVENT BF16 generic none 0.8113207890716184 measured_gate+topk+modular_expert;shuffling_zero_because_expert_measurement_includes_prepare_finalize
49 0.05660799890756607 0.07932800054550171 0.06249920018017292 0.06039999984204769 0.005636461691480845 0.02956799976527691 0.03747199848294258 0.031126399897038935 0.030287999659776688 0.002157571006631541 0.0 0.0 0.0 0.0 0.0 3.790112018585205 3.8651199340820312 3.829139161109924 3.8230879306793213 0.025177464160110564 8192 128 128 1 standard_fused_topk fixed_hotset8 softmax_renorm False standalone_legacy vllm020_replicated_linear 8 2048 768 True 2 65536 0.375 512.0 512.0 0.0625 0.0 3.872983346207417 16.0 3.0 0.9375 hotset8 20260716 FlashInfer CUTLASS CUDA_EVENT BF16 generic none 0.883909666885606 measured_gate+topk+modular_expert;shuffling_zero_because_expert_measurement_includes_prepare_finalize
50 0.02502400055527687 0.06092799827456474 0.033839999698102474 0.028672000393271446 0.010315255343709818 0.019360000267624855 0.0352960005402565 0.023424000293016434 0.022064000368118286 0.0038898102289194572 0.0 0.0 0.0 0.0 0.0 0.212351992726326 0.24383999407291412 0.22760000079870224 0.22723200172185898 0.01050568575837594 1 128 128 1 standard_fused_topk logit_topk softmax_renorm True standalone_legacy vllm020_replicated_linear 8 2048 768 True 4 8 0.375 0.0625 0.0625 0.0625 0.0 3.872983346207417 16.0 3.0 0.9375 uniform_random_logits 20260716 FlashInfer CUTLASS CUDA_EVENT BF16 generic none 1.0233364439829928 measured_gate+topk+modular_expert;shuffling_zero_because_expert_measurement_includes_prepare_finalize
51 0.025280000641942024 0.05132799968123436 0.030641599837690593 0.027343999594449997 0.007562409232763304 0.020160000771284103 0.052960000932216644 0.024145600199699403 0.021424000151455402 0.007450198645599985 0.0 0.0 0.0 0.0 0.0 0.47494399547576904 0.5184000134468079 0.4920704007148743 0.49169600009918213 0.011991064701471855 8 128 128 1 standard_fused_topk logit_topk softmax_renorm True standalone_legacy vllm020_replicated_linear 8 2048 768 True 4 64 0.375 0.5 0.5 0.3984375 0.0 1.3919410907075054 6.0 5.570159765557392 0.667236328125 uniform_random_logits 20260716 FlashInfer CUTLASS CUDA_EVENT BF16 generic none 0.9806430689981738 measured_gate+topk+modular_expert;shuffling_zero_because_expert_measurement_includes_prepare_finalize
52 0.024831999093294144 0.046560000628232956 0.030371200107038022 0.02763199992477894 0.005878487205028602 0.020320000126957893 0.04560000076889992 0.02601920012384653 0.02270400058478117 0.00751129965906799 0.0 0.0 0.0 0.0 0.0 0.6360960006713867 0.7004479765892029 0.6608384013175964 0.6572319865226746 0.020416877242438597 16 128 128 1 standard_fused_topk logit_topk softmax_renorm True standalone_legacy vllm020_replicated_linear 8 2048 768 True 4 128 0.375 1.0 1.0 0.625 0.0 1.0307764064044151 4.0 6.138251855282827 0.5382080078125 uniform_random_logits 20260716 FlashInfer CUTLASS CUDA_EVENT BF16 generic none 0.9103623678483975 measured_gate+topk+modular_expert;shuffling_zero_because_expert_measurement_includes_prepare_finalize
53 0.024288000538945198 0.049375999718904495 0.03086080001667142 0.0267359996214509 0.0070864531384997225 0.020479999482631683 0.030912000685930252 0.02274719988927245 0.021359999664127827 0.0029966813650672505 0.0 0.0 0.0 0.0 0.0 0.780896008014679 0.8301439881324768 0.80346559882164 0.8030399978160858 0.016801230312128875 32 128 128 1 standard_fused_topk logit_topk softmax_renorm True standalone_legacy vllm020_replicated_linear 8 2048 768 True 4 256 0.375 2.0 2.0 0.859375 0.0 0.6903350635742038 3.0 6.5943747091218174 0.38067626953125 uniform_random_logits 20260716 FlashInfer CUTLASS CUDA_EVENT BF16 generic none 0.9610778571819444 measured_gate+topk+modular_expert;shuffling_zero_because_expert_measurement_includes_prepare_finalize
54 0.02393599972128868 0.04342399910092354 0.029380799923092126 0.026688000187277794 0.0057374782000526574 0.020031999796628952 0.036607999354600906 0.022487999964505435 0.020911999978125095 0.0038135203062103235 0.0 0.0 0.0 0.0 0.0 0.8607040047645569 0.9195200204849243 0.8783008038997651 0.8751039803028107 0.01719059253115595 64 128 128 1 standard_fused_topk logit_topk softmax_renorm True standalone_legacy vllm020_replicated_linear 8 2048 768 True 4 512 0.375 4.0 4.0 0.9765625 0.0 0.49410588440130926 2.75 6.814452474347134 0.271270751953125 uniform_random_logits 20260716 FlashInfer CUTLASS CUDA_EVENT BF16 generic none 0.9952941013961014 measured_gate+topk+modular_expert;shuffling_zero_because_expert_measurement_includes_prepare_finalize
55 0.025407999753952026 0.05510399863123894 0.031430399790406224 0.02798399981111288 0.007335050273982725 0.020479999482631683 0.03561599925160408 0.02275839988142252 0.021551999263465405 0.003545718365165811 0.0 0.0 0.0 0.0 0.0 0.833952009677887 0.894752025604248 0.8619967997074127 0.863215982913971 0.018716378851797198 128 128 128 1 standard_fused_topk logit_topk softmax_renorm True standalone_legacy vllm020_replicated_linear 8 2048 768 True 4 1024 0.375 8.0 8.0 1.0 0.25 0.33693529145074724 2.125 6.9186075263155535 0.1867218017578125 uniform_random_logits 20260716 FlashInfer CUTLASS CUDA_EVENT BF16 generic none 0.9273256282883522 measured_gate+topk+modular_expert;shuffling_zero_because_expert_measurement_includes_prepare_finalize
56 0.0244159996509552 0.05395200103521347 0.03188959984108806 0.026031999848783016 0.00943995927387483 0.02051199972629547 0.036607999354600906 0.023247999791055917 0.02147199958562851 0.003910623837069648 0.0 0.0 0.0 0.0 0.0 0.834879994392395 0.8871039748191833 0.8651552021503448 0.8638879954814911 0.015262430894400969 256 128 128 1 standard_fused_topk logit_topk softmax_renorm True standalone_legacy vllm020_replicated_linear 8 2048 768 True 4 2048 0.375 16.0 16.0 1.0 0.375 0.25567294018677456 1.8125 6.952441049154937 0.14349365234375 uniform_random_logits 20260716 FlashInfer CUTLASS CUDA_EVENT BF16 generic none 1.0380599882396606 measured_gate+topk+modular_expert;shuffling_zero_because_expert_measurement_includes_prepare_finalize
57 0.024512000381946564 0.04620800167322159 0.02884640023112297 0.026320000179111958 0.005516557583355925 0.02054399996995926 0.03846399858593941 0.023401600029319524 0.021263999864459038 0.0044742944198265374 0.0 0.0 0.0 0.0 0.0 0.8518080115318298 0.9097599983215332 0.8810272097587586 0.8751040101051331 0.017005819633271906 512 128 128 1 standard_fused_topk logit_topk softmax_renorm True standalone_legacy vllm020_replicated_linear 8 2048 768 True 4 4096 0.375 32.0 32.0 1.0 0.625 0.1747801353218523 1.53125 6.978069554482723 0.09820938110351562 uniform_random_logits 20260716 FlashInfer CUTLASS CUDA_EVENT BF16 generic none 0.9569603278386984 measured_gate+topk+modular_expert;shuffling_zero_because_expert_measurement_includes_prepare_finalize
58 0.02412799932062626 0.06940799951553345 0.030817600432783365 0.026800000108778477 0.010047085187652939 0.020128000527620316 0.044096000492572784 0.024606400076299904 0.022304000332951546 0.00622857166823714 0.0 0.0 0.0 0.0 0.0 0.8470079898834229 0.9010239839553833 0.8694015920162201 0.8716959953308105 0.016138881171190216 1024 128 128 1 standard_fused_topk logit_topk softmax_renorm True standalone_legacy vllm020_replicated_linear 8 2048 768 True 4 8192 0.375 64.0 64.0 1.0 0.65625 0.1158122428154187 1.3125 6.9901908183358845 0.06445503234863281 uniform_random_logits 20260716 FlashInfer CUTLASS CUDA_EVENT BF16 generic none 0.9524274993623046 measured_gate+topk+modular_expert;shuffling_zero_because_expert_measurement_includes_prepare_finalize
59 0.02831999957561493 0.043487999588251114 0.031744000129401685 0.02991999965161085 0.003973415836428909 0.02070399932563305 0.029343999922275543 0.022886400017887353 0.021743999794125557 0.0026873065045088873 0.0 0.0 0.0 0.0 0.0 1.1698240041732788 1.2311359643936157 1.1888479948043824 1.1890720129013062 0.017978797794492758 2048 128 128 1 standard_fused_topk logit_topk softmax_renorm True standalone_legacy vllm020_replicated_linear 8 2048 768 True 4 16384 0.375 128.0 128.0 1.0 0.78125 0.08347181893108634 1.1796875 6.994921772573154 0.046871185302734375 uniform_random_logits 20260716 FlashInfer CUTLASS CUDA_EVENT BF16 generic none 0.8971818172100244 measured_gate+topk+modular_expert;shuffling_zero_because_expert_measurement_includes_prepare_finalize
60 0.03830400109291077 0.06268800050020218 0.043337599746882914 0.040511999279260635 0.005823016247946116 0.023135999217629433 0.03747199848294258 0.025206399988383053 0.02393599972128868 0.003271381256231161 0.0 0.0 0.0 0.0 0.0 1.7702720165252686 1.8097599744796753 1.7919103980064393 1.7956640124320984 0.012641295676021557 4096 128 128 1 standard_fused_topk logit_topk softmax_renorm True standalone_legacy vllm020_replicated_linear 8 2048 768 True 4 32768 0.375 256.0 256.0 1.0 0.78125 0.06866734477822484 1.20703125 6.996602562938728 0.03801727294921875 uniform_random_logits 20260716 FlashInfer CUTLASS CUDA_EVENT BF16 generic none 0.8113207890716184 measured_gate+topk+modular_expert;shuffling_zero_because_expert_measurement_includes_prepare_finalize
61 0.05660799890756607 0.07932800054550171 0.06249920018017292 0.06039999984204769 0.005636461691480845 0.02956799976527691 0.03747199848294258 0.031126399897038935 0.030287999659776688 0.002157571006631541 0.0 0.0 0.0 0.0 0.0 2.968672037124634 3.0278079509735107 2.9899007797241213 2.9824799299240112 0.01816414122631667 8192 128 128 1 standard_fused_topk logit_topk softmax_renorm True standalone_legacy vllm020_replicated_linear 8 2048 768 True 4 65536 0.375 512.0 512.0 1.0 0.8984375 0.04399546833977376 1.126953125 6.998607314922362 0.024699926376342773 uniform_random_logits 20260716 FlashInfer CUTLASS CUDA_EVENT BF16 generic none 0.883909666885606 measured_gate+topk+modular_expert;shuffling_zero_because_expert_measurement_includes_prepare_finalize
62 0.02502400055527687 0.06092799827456474 0.033839999698102474 0.028672000393271446 0.010315255343709818 0.019360000267624855 0.0352960005402565 0.023424000293016434 0.022064000368118286 0.0038898102289194572 0.0 0.0 0.0 0.0 0.0 0.19574399292469025 0.2512960135936737 0.21939200013875962 0.2199999988079071 0.017532156418212565 1 128 128 1 standard_fused_topk fixed_hotset8 softmax_renorm False standalone_legacy vllm020_replicated_linear 8 2048 768 True 4 8 0.375 0.0625 0.0625 0.0625 0.0 3.872983346207417 16.0 3.0 0.9375 hotset8 20260716 FlashInfer CUTLASS CUDA_EVENT BF16 generic none 1.0233364439829928 measured_gate+topk+modular_expert;shuffling_zero_because_expert_measurement_includes_prepare_finalize
63 0.025280000641942024 0.05132799968123436 0.030641599837690593 0.027343999594449997 0.007562409232763304 0.020160000771284103 0.052960000932216644 0.024145600199699403 0.021424000151455402 0.007450198645599985 0.0 0.0 0.0 0.0 0.0 0.20483200252056122 0.24006399512290955 0.22215040028095245 0.22433599829673767 0.00969639786132892 8 128 128 1 standard_fused_topk fixed_hotset8 softmax_renorm False standalone_legacy vllm020_replicated_linear 8 2048 768 True 4 64 0.375 0.5 0.5 0.0625 0.0 3.872983346207417 16.0 3.0 0.9375 hotset8 20260716 FlashInfer CUTLASS CUDA_EVENT BF16 generic none 0.9806430689981738 measured_gate+topk+modular_expert;shuffling_zero_because_expert_measurement_includes_prepare_finalize
64 0.024831999093294144 0.046560000628232956 0.030371200107038022 0.02763199992477894 0.005878487205028602 0.020320000126957893 0.04560000076889992 0.02601920012384653 0.02270400058478117 0.00751129965906799 0.0 0.0 0.0 0.0 0.0 0.20559999346733093 0.24726399779319763 0.22126719802618028 0.22207999974489212 0.01328093478485499 16 128 128 1 standard_fused_topk fixed_hotset8 softmax_renorm False standalone_legacy vllm020_replicated_linear 8 2048 768 True 4 128 0.375 1.0 1.0 0.0625 0.0 3.872983346207417 16.0 3.0 0.9375 hotset8 20260716 FlashInfer CUTLASS CUDA_EVENT BF16 generic none 0.9103623678483975 measured_gate+topk+modular_expert;shuffling_zero_because_expert_measurement_includes_prepare_finalize
65 0.024288000538945198 0.049375999718904495 0.03086080001667142 0.0267359996214509 0.0070864531384997225 0.020479999482631683 0.030912000685930252 0.02274719988927245 0.021359999664127827 0.0029966813650672505 0.0 0.0 0.0 0.0 0.0 0.20003199577331543 0.2301120012998581 0.21453119963407516 0.21598400175571442 0.010402239855151332 32 128 128 1 standard_fused_topk fixed_hotset8 softmax_renorm False standalone_legacy vllm020_replicated_linear 8 2048 768 True 4 256 0.375 2.0 2.0 0.0625 0.0 3.872983346207417 16.0 3.0 0.9375 hotset8 20260716 FlashInfer CUTLASS CUDA_EVENT BF16 generic none 0.9610778571819444 measured_gate+topk+modular_expert;shuffling_zero_because_expert_measurement_includes_prepare_finalize
66 0.02393599972128868 0.04342399910092354 0.029380799923092126 0.026688000187277794 0.0057374782000526574 0.020031999796628952 0.036607999354600906 0.022487999964505435 0.020911999978125095 0.0038135203062103235 0.0 0.0 0.0 0.0 0.0 0.19551999866962433 0.22972799837589264 0.21238719969987868 0.21488000452518463 0.010706095835489097 64 128 128 1 standard_fused_topk fixed_hotset8 softmax_renorm False standalone_legacy vllm020_replicated_linear 8 2048 768 True 4 512 0.375 4.0 4.0 0.0625 0.0 3.872983346207417 16.0 3.0 0.9375 hotset8 20260716 FlashInfer CUTLASS CUDA_EVENT BF16 generic none 0.9952941013961014 measured_gate+topk+modular_expert;shuffling_zero_because_expert_measurement_includes_prepare_finalize
67 0.025407999753952026 0.05510399863123894 0.031430399790406224 0.02798399981111288 0.007335050273982725 0.020479999482631683 0.03561599925160408 0.02275839988142252 0.021551999263465405 0.003545718365165811 0.0 0.0 0.0 0.0 0.0 0.19420799612998962 0.2903999984264374 0.2211231991648674 0.21476799994707108 0.025955008886196004 128 128 128 1 standard_fused_topk fixed_hotset8 softmax_renorm False standalone_legacy vllm020_replicated_linear 8 2048 768 True 4 1024 0.375 8.0 8.0 0.0625 0.0 3.872983346207417 16.0 3.0 0.9375 hotset8 20260716 FlashInfer CUTLASS CUDA_EVENT BF16 generic none 0.9273256282883522 measured_gate+topk+modular_expert;shuffling_zero_because_expert_measurement_includes_prepare_finalize
68 0.0244159996509552 0.05395200103521347 0.03188959984108806 0.026031999848783016 0.00943995927387483 0.02051199972629547 0.036607999354600906 0.023247999791055917 0.02147199958562851 0.003910623837069648 0.0 0.0 0.0 0.0 0.0 0.2290560007095337 0.289247989654541 0.2543327987194061 0.24939200282096863 0.01663236753503115 256 128 128 1 standard_fused_topk fixed_hotset8 softmax_renorm False standalone_legacy vllm020_replicated_linear 8 2048 768 True 4 2048 0.375 16.0 16.0 0.0625 0.0 3.872983346207417 16.0 3.0 0.9375 hotset8 20260716 FlashInfer CUTLASS CUDA_EVENT BF16 generic none 1.0380599882396606 measured_gate+topk+modular_expert;shuffling_zero_because_expert_measurement_includes_prepare_finalize
69 0.024512000381946564 0.04620800167322159 0.02884640023112297 0.026320000179111958 0.005516557583355925 0.02054399996995926 0.03846399858593941 0.023401600029319524 0.021263999864459038 0.0044742944198265374 0.0 0.0 0.0 0.0 0.0 0.30831998586654663 0.36953601241111755 0.3324000000953674 0.3288639932870865 0.018617999572156707 512 128 128 1 standard_fused_topk fixed_hotset8 softmax_renorm False standalone_legacy vllm020_replicated_linear 8 2048 768 True 4 4096 0.375 32.0 32.0 0.0625 0.0 3.872983346207417 16.0 3.0 0.9375 hotset8 20260716 FlashInfer CUTLASS CUDA_EVENT BF16 generic none 0.9569603278386984 measured_gate+topk+modular_expert;shuffling_zero_because_expert_measurement_includes_prepare_finalize
70 0.02412799932062626 0.06940799951553345 0.030817600432783365 0.026800000108778477 0.010047085187652939 0.020128000527620316 0.044096000492572784 0.024606400076299904 0.022304000332951546 0.00622857166823714 0.0 0.0 0.0 0.0 0.0 0.462911993265152 0.5497919917106628 0.4893856018781662 0.4816960096359253 0.023348152887178286 1024 128 128 1 standard_fused_topk fixed_hotset8 softmax_renorm False standalone_legacy vllm020_replicated_linear 8 2048 768 True 4 8192 0.375 64.0 64.0 0.0625 0.0 3.872983346207417 16.0 3.0 0.9375 hotset8 20260716 FlashInfer CUTLASS CUDA_EVENT BF16 generic none 0.9524274993623046 measured_gate+topk+modular_expert;shuffling_zero_because_expert_measurement_includes_prepare_finalize
71 0.02831999957561493 0.043487999588251114 0.031744000129401685 0.02991999965161085 0.003973415836428909 0.02070399932563305 0.029343999922275543 0.022886400017887353 0.021743999794125557 0.0026873065045088873 0.0 0.0 0.0 0.0 0.0 0.7662079930305481 0.8717759847640991 0.788454395532608 0.7744799852371216 0.03174746482604812 2048 128 128 1 standard_fused_topk fixed_hotset8 softmax_renorm False standalone_legacy vllm020_replicated_linear 8 2048 768 True 4 16384 0.375 128.0 128.0 0.0625 0.0 3.872983346207417 16.0 3.0 0.9375 hotset8 20260716 FlashInfer CUTLASS CUDA_EVENT BF16 generic none 0.8971818172100244 measured_gate+topk+modular_expert;shuffling_zero_because_expert_measurement_includes_prepare_finalize
72 0.03830400109291077 0.06268800050020218 0.043337599746882914 0.040511999279260635 0.005823016247946116 0.023135999217629433 0.03747199848294258 0.025206399988383053 0.02393599972128868 0.003271381256231161 0.0 0.0 0.0 0.0 0.0 1.363935947418213 1.4143040180206299 1.3812703967094422 1.3798720240592957 0.014770450075530007 4096 128 128 1 standard_fused_topk fixed_hotset8 softmax_renorm False standalone_legacy vllm020_replicated_linear 8 2048 768 True 4 32768 0.375 256.0 256.0 0.0625 0.0 3.872983346207417 16.0 3.0 0.9375 hotset8 20260716 FlashInfer CUTLASS CUDA_EVENT BF16 generic none 0.8113207890716184 measured_gate+topk+modular_expert;shuffling_zero_because_expert_measurement_includes_prepare_finalize
73 0.05660799890756607 0.07932800054550171 0.06249920018017292 0.06039999984204769 0.005636461691480845 0.02956799976527691 0.03747199848294258 0.031126399897038935 0.030287999659776688 0.002157571006631541 0.0 0.0 0.0 0.0 0.0 2.5507519245147705 2.680704116821289 2.579859209060669 2.566223978996277 0.03673283558365955 8192 128 128 1 standard_fused_topk fixed_hotset8 softmax_renorm False standalone_legacy vllm020_replicated_linear 8 2048 768 True 4 65536 0.375 512.0 512.0 0.0625 0.0 3.872983346207417 16.0 3.0 0.9375 hotset8 20260716 FlashInfer CUTLASS CUDA_EVENT BF16 generic none 0.883909666885606 measured_gate+topk+modular_expert;shuffling_zero_because_expert_measurement_includes_prepare_finalize

View File

@@ -185,7 +185,12 @@ def parse_batch_spec(spec: str) -> list[tuple[int, int]]:
def write_csv(path: Path, fieldnames: list[str], rows: list[dict[str, Any]]) -> None:
path.parent.mkdir(parents=True, exist_ok=True)
with path.open("w", newline="") as handle:
writer = csv.DictWriter(handle, fieldnames=fieldnames, extrasaction="raise")
writer = csv.DictWriter(
handle,
fieldnames=fieldnames,
extrasaction="raise",
lineterminator="\n",
)
writer.writeheader()
writer.writerows(rows)