Yuekai Zhang commited on
Commit
b00628f
·
1 Parent(s): a82ddf8

update streaming test

Browse files
README.md ADDED
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+ ### Wenet ASR cpu runtime benchmark
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+
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+ AliCould Instance: ecs.c7.16xlarge 64 vCPU 128 GiB 2.7 GHz/3.5 GHz 32 Gbps, Intel Xeon(Ice Lake) Platinum 8369B
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+
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+ Offline ASR
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+
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+ Num Concurrent Tasks: 256 (Best among 16, 32, 64, 128, 256, 512)
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+ |Model | Aishell1 Test WER (%) | 10 Hours Decoding Time (secs) |
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+ |---|---|-------------------------------------|
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+ |Aishell1_small_offline_fp32_ctc_prefix | 4.62 |74.56 |
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+ |Aishell1_small_offline_int8_ctc_prefix | 4.79 |59.08 |
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+ |Aishell1_small_offline_fp32_ctc_wfst | 4.38 | 90.91|
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+ |Aishell1_small_offline_int8_ctc_wfst | 4.50 | 69.57 |
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+ |WenetSpeech_large_offline_fp32_ctc_prefix | 4.61 |181.77 |
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+ |WenetSpeech_large_offline_int8_ctc_prefix | 4.71 |125.57|
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+
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+ Streaming ASR
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+
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+ Num Concurrent Tasks: 256 (Best among 16, 32, 64, 128, 256, 512)
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+ |Model | Aishell1 Test WER (%) | 10 Hours Decoding Time (secs) |
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+ |---|---|-------------------------------------|
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+ |Aishell1_small_u2pp_fp32_ctc_prefix | | 102.21 |
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+ |Aishell1_small_u2pp_fp32_ctc_wfst | | 106.67 |
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+ |WenetSpeech_large_u2pp_fp32_ctc_prefix | | 276.32 |
aishell1_u2pp_fp32_ctc_wfst_search_chunk16/log-num-task-128.txt ADDED
@@ -0,0 +1,10 @@
 
 
 
 
 
 
 
 
 
 
 
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+ For all requests:
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+ failed : 0
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+ total_duration : 36108.918937500035
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+ request_time : 110.2461769580841
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+ RTF : 0.0030531564001931564
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+ For one request:
7
+ mean : 1.4562990205277302
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+ median : 1.5018577575683594
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+ max_time : 2.1707820892333984
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+ min_time : 0.23500490188598633
aishell1_u2pp_fp32_ctc_wfst_search_chunk16/log-num-task-16.txt ADDED
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+ For all requests:
2
+ failed : 0
3
+ total_duration : 36108.918937500035
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+ request_time : 257.4405572414398
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+ RTF : 0.007129555932899482
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+ For one request:
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+ mean : 0.3575951235416608
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+ median : 0.3408926725387573
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+ max_time : 0.8075745105743408
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+ min_time : 0.12832236289978027
aishell1_u2pp_fp32_ctc_wfst_search_chunk16/log-num-task-256.txt ADDED
@@ -0,0 +1,10 @@
 
 
 
 
 
 
 
 
 
 
 
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+ For all requests:
2
+ failed : 0
3
+ total_duration : 36108.918937500035
4
+ request_time : 106.66425395011902
5
+ RTF : 0.002953958664194332
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+ For one request:
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+ mean : 3.1811724711155547
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+ median : 3.389492154121399
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+ max_time : 4.0451977252960205
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+ min_time : 0.23621129989624023
aishell1_u2pp_fp32_ctc_wfst_search_chunk16/log-num-task-32.txt ADDED
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+ For all requests:
2
+ failed : 0
3
+ total_duration : 36108.918937500035
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+ request_time : 161.54487681388855
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+ RTF : 0.004473822024234574
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+ For one request:
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+ mean : 0.4256183875510791
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+ median : 0.41182851791381836
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+ max_time : 0.9096076488494873
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+ min_time : 0.14792966842651367
aishell1_u2pp_fp32_ctc_wfst_search_chunk16/log-num-task-512.txt ADDED
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+ For all requests:
2
+ failed : 0
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+ total_duration : 36108.918937500035
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+ request_time : 133.70968079566956
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+ RTF : 0.0037029544148664234
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+ For one request:
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+ mean : 7.465678401017269
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+ median : 6.818179488182068
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+ max_time : 32.77224683761597
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+ min_time : 0.23526763916015625
aishell1_u2pp_fp32_ctc_wfst_search_chunk16/log-num-task-64.txt ADDED
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+ For all requests:
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+ failed : 0
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+ total_duration : 36108.918937500035
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+ request_time : 118.13253355026245
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+ RTF : 0.0032715610720646304
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+ For one request:
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+ mean : 0.6966839020068829
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+ median : 0.6901916265487671
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+ max_time : 1.209228277206421
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+ min_time : 0.23522043228149414
aishell1_u2pp_fp32_ctc_wfst_search_chunk16/log-num-task-80.txt ADDED
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+ For all requests:
2
+ failed : 0
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+ total_duration : 36108.918937500035
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+ request_time : 113.83837366104126
5
+ RTF : 0.0031526386557869835
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+ For one request:
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+ mean : 0.8716154326430399
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+ median : 0.8767541646957397
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+ max_time : 1.4036996364593506
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+ min_time : 0.3102395534515381
aishell2_u2pp_fp32_ctc_prefix_search_chunk16/log-num-task-128.txt ADDED
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+ For all requests:
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+ failed : 0
3
+ total_duration : 36108.918937500035
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+ request_time : 102.63576650619507
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+ RTF : 0.0028423937776659715
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+ For one request:
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+ mean : 1.38876992467388
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+ median : 1.4453332424163818
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+ max_time : 1.9687073230743408
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+ min_time : 0.23152494430541992
aishell2_u2pp_fp32_ctc_prefix_search_chunk16/log-num-task-16.txt ADDED
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1
+ For all requests:
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+ failed : 0
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+ total_duration : 36108.918937500035
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+ request_time : 235.16058254241943
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+ RTF : 0.006512534561044395
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+ For one request:
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+ mean : 0.32916015532768955
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+ median : 0.3184964656829834
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+ max_time : 0.747765302658081
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+ min_time : 0.12463808059692383
aishell2_u2pp_fp32_ctc_prefix_search_chunk16/log-num-task-256.txt ADDED
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1
+ For all requests:
2
+ failed : 0
3
+ total_duration : 36108.918937500035
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+ request_time : 102.05984807014465
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+ RTF : 0.0028264442988946118
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+ For one request:
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+ mean : 3.099302091427073
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+ median : 3.2767409086227417
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+ max_time : 3.98887038230896
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+ min_time : 0.23440837860107422
aishell2_u2pp_fp32_ctc_prefix_search_chunk16/log-num-task-32.txt ADDED
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1
+ For all requests:
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+ failed : 0
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+ total_duration : 36108.918937500035
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+ request_time : 148.01825714111328
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+ RTF : 0.004099215969254414
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+ For one request:
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+ mean : 0.38655956300471805
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+ median : 0.36973297595977783
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+ max_time : 0.8640727996826172
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+ min_time : 0.13990330696105957
aishell2_u2pp_fp32_ctc_prefix_search_chunk16/log-num-task-64.txt ADDED
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1
+ For all requests:
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+ failed : 0
3
+ total_duration : 36108.918937500035
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+ request_time : 109.94425129890442
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+ RTF : 0.003044794874341267
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+ For one request:
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+ mean : 0.6468086141008996
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+ median : 0.6402937173843384
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+ max_time : 1.188749074935913
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+ min_time : 0.23850321769714355
aishell2_u2pp_fp32_ctc_prefix_search_chunk16/log-num-task-80.txt ADDED
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1
+ For all requests:
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+ failed : 0
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+ total_duration : 36108.918937500035
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+ request_time : 106.6568591594696
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+ RTF : 0.0029537538729442194
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+ For one request:
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+ mean : 0.8123985729621539
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+ median : 0.8148587942123413
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+ max_time : 1.3461096286773682
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+ min_time : 0.2674736976623535
wenetspeech_u2pp_fp32_ctc_prefix_search_chunk16/log-num-task-128.txt ADDED
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1
+ For all requests:
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+ failed : 0
3
+ total_duration : 36108.918937500035
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+ request_time : 279.9856925010681
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+ RTF : 0.007753920658374954
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+ For one request:
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+ mean : 3.7270994899397842
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+ median : 3.8508576154708862
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+ max_time : 5.399071216583252
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+ min_time : 0.5324060916900635
wenetspeech_u2pp_fp32_ctc_prefix_search_chunk16/log-num-task-256.txt ADDED
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1
+ For all requests:
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+ failed : 0
3
+ total_duration : 36108.918937500035
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+ request_time : 276.3093583583832
5
+ RTF : 0.007652108301459805
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+ For one request:
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+ mean : 7.841665860768013
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+ median : 8.411682605743408
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+ max_time : 10.104219675064087
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+ min_time : 0.529963493347168
wenetspeech_u2pp_fp32_ctc_prefix_search_chunk16/log-num-task-512.txt ADDED
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1
+ For all requests:
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+ failed : 0
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+ total_duration : 36108.918937500035
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+ request_time : 296.4167251586914
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+ RTF : 0.008208961494298714
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+ For one request:
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+ mean : 17.088177528203264
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+ median : 17.624130845069885
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+ max_time : 41.52840542793274
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+ min_time : 0.533639669418335