Job start at 2023-05-04 20:00:21
Job run at:
   Static hostname: gpu-a04
         Icon name: computer-server
           Chassis: server
        Machine ID: 7fd2af2c326a4dca8a2742bd3c9bc552
           Boot ID: 420ad442247a4c0f98cbbd9dc141be26
  Operating System: CentOS Linux 7 (Core)
       CPE OS Name: cpe:/o:centos:centos:7
            Kernel: Linux 3.10.0-1127.13.1.el7.x86_64
      Architecture: x86-64
Have already added /tools/cluster-modulefiles into $MODULEPATH

/usr/bin/gcc
/home/I/mazhihong/pyt1.5/bin/python
/home/I/mazhihong/pyt1.5/bin/python3
############### /home : /home/I/mazhihong
Disk quotas for user mazhihong (uid 7044): 
     Filesystem   space   quota   limit   grace   files   quota   limit   grace
          /home  15683M  16384M  20480M           55762       0       0        

############### /workspace
Disk quotas for user mazhihong (uid 7044): 
     Filesystem   space   quota   limit   grace   files   quota   limit   grace
     /workspace      0K    400G    500G               1       0       0        

############### /lustre
Disk quotas for usr mazhihong (uid 7044):
     Filesystem    used   quota   limit   grace   files   quota   limit   grace
        /lustre      4k      8T     10T       -       1  3000000 36000000       -
uid 7044 is using default block quota setting
uid 7044 is using default file quota setting
name, driver_version, power.limit [W]
NVIDIA A100-PCIE-40GB, 465.19.01, 250.00 W
NVIDIA A100-PCIE-40GB, 465.19.01, 250.00 W
Use GPU 1
gpu-a04
cuda
Building Training Dataset . . . 
Successfully load dataset!
Building Testing Dataset . . . 
Successfully load dataset!
self.trainer_params.reduce_bidirectional:SUM
Sample Label      = 71820299
Sample Prediction = 71820999
Full Model Accuracy on Sample = 87.50%


Sample Label      = 31775797
Sample Prediction = 31777797
Full Model Accuracy on Sample = 87.50%


Sample Label      = 21322930
Sample Prediction = 21322930
Full Model Accuracy on Sample = 100.00%


Sample Label      = 81803372
Sample Prediction = 81803372
Full Model Accuracy on Sample = 100.00%


Sample Label      = 26415786
Sample Prediction = 26614886
Full Model Accuracy on Sample = 62.50%


Sample Label      = 30157586
Sample Prediction = 30137586
Full Model Accuracy on Sample = 87.50%


Sample Label      = 38936283
Sample Prediction = 38936283
Full Model Accuracy on Sample = 100.00%


Sample Label      = 40492901
Sample Prediction = 40452901
Full Model Accuracy on Sample = 87.50%


Sample Label      = 76012710
Sample Prediction = 76112710
Full Model Accuracy on Sample = 87.50%


Sample Label      = 76230285
Sample Prediction = 76230255
Full Model Accuracy on Sample = 87.50%


Sample Label      = 82228857
Sample Prediction = 82228857
Full Model Accuracy on Sample = 100.00%


Sample Label      = 04528283
Sample Prediction = 04522283
Full Model Accuracy on Sample = 87.50%


Sample Label      = 78901234
Sample Prediction = 78901234
Full Model Accuracy on Sample = 100.00%


Sample Label      = 89012345
Sample Prediction = 29012345
Full Model Accuracy on Sample = 87.50%


Sample Label      = 56789012
Sample Prediction = 56789012
Full Model Accuracy on Sample = 100.00%


Sample Label      = 04274754
Sample Prediction = 04277754
Full Model Accuracy on Sample = 87.50%


Sample Label      = 83281207
Sample Prediction = 83282207
Full Model Accuracy on Sample = 87.50%


Sample Label      = 72649494
Sample Prediction = 76644994
Full Model Accuracy on Sample = 62.50%


Sample Label      = 23456789
Sample Prediction = 23456789
Full Model Accuracy on Sample = 100.00%


Sample Label      = 12968210
Sample Prediction = 12968210
Full Model Accuracy on Sample = 100.00%


Sample Label      = 09621010
Sample Prediction = 09622010
Full Model Accuracy on Sample = 87.50%


Sample Label      = 13012132
Sample Prediction = 13022132
Full Model Accuracy on Sample = 87.50%


Sample Label      = 34567890
Sample Prediction = 34567890
Full Model Accuracy on Sample = 100.00%


Sample Label      = 42635303
Sample Prediction = 42633303
Full Model Accuracy on Sample = 87.50%


Sample Label      = 89083955
Sample Prediction = 89083955
Full Model Accuracy on Sample = 100.00%


Full Model Average Loss Value for Val Data is = 0.3789

self.trainer_params.reduce_bidirectional:SUM

PTQ: INT_2
direct quantization finish
Sample Label      = 28268577
Sample Prediction = 
Quantize Model Accuracy on Sample = 0.00%


Sample Label      = 26793298
Sample Prediction = 
Quantize Model Accuracy on Sample = 0.00%


Sample Label      = 58062117
Sample Prediction = 
Quantize Model Accuracy on Sample = 0.00%


Sample Label      = 60625423
Sample Prediction = 
Quantize Model Accuracy on Sample = 0.00%


Sample Label      = 43235688
Sample Prediction = 
Quantize Model Accuracy on Sample = 0.00%


Sample Label      = 44167278
Sample Prediction = 
Quantize Model Accuracy on Sample = 0.00%


Sample Label      = 43543950
Sample Prediction = 
Quantize Model Accuracy on Sample = 0.00%


Sample Label      = 10447017
Sample Prediction = 
Quantize Model Accuracy on Sample = 0.00%


Sample Label      = 34206161
Sample Prediction = 
Quantize Model Accuracy on Sample = 0.00%


Sample Label      = 78085711
Sample Prediction = 
Quantize Model Accuracy on Sample = 0.00%


Sample Label      = 07165752
Sample Prediction = 
Quantize Model Accuracy on Sample = 0.00%


Sample Label      = 23797499
Sample Prediction = 
Quantize Model Accuracy on Sample = 0.00%


Sample Label      = 69803083
Sample Prediction = 
Quantize Model Accuracy on Sample = 0.00%


Sample Label      = 70900379
Sample Prediction = 
Quantize Model Accuracy on Sample = 0.00%


Sample Label      = 72128918
Sample Prediction = 
Quantize Model Accuracy on Sample = 0.00%


Sample Label      = 23456789
Sample Prediction = 
Quantize Model Accuracy on Sample = 0.00%


Sample Label      = 93391523
Sample Prediction = 
Quantize Model Accuracy on Sample = 0.00%


Sample Label      = 79514289
Sample Prediction = 
Quantize Model Accuracy on Sample = 0.00%


Sample Label      = 51077962
Sample Prediction = 
Quantize Model Accuracy on Sample = 0.00%


Sample Label      = 67599303
Sample Prediction = 
Quantize Model Accuracy on Sample = 0.00%


Sample Label      = 67890123
Sample Prediction = 
Quantize Model Accuracy on Sample = 0.00%


Sample Label      = 62209401
Sample Prediction = 
Quantize Model Accuracy on Sample = 0.00%


Sample Label      = 17538525
Sample Prediction = 
Quantize Model Accuracy on Sample = 0.00%


Sample Label      = 56936360
Sample Prediction = 
Quantize Model Accuracy on Sample = 0.00%


Sample Label      = 99537430
Sample Prediction = 
Quantize Model Accuracy on Sample = 0.00%


Quantize Model Average Loss Value for Val Data is = 60.1527

self.trainer_params.reduce_bidirectional:SUM

PTQ: INT_3
direct quantization finish
Sample Label      = 85665781
Sample Prediction = 62177274
Quantize Model Accuracy on Sample = 0.00%


Sample Label      = 89713038
Sample Prediction = 9744474474444744434341232323231147422323232342344444224222
Quantize Model Accuracy on Sample = 0.00%


Sample Label      = 55276692
Sample Prediction = 679444444944444231343134314444444434949
Quantize Model Accuracy on Sample = 0.00%


Sample Label      = 22155249
Sample Prediction = 161444444414444499144444441474744444443434
Quantize Model Accuracy on Sample = 25.00%


Sample Label      = 15308739
Sample Prediction = 6444444474444449924713743273
Quantize Model Accuracy on Sample = 0.00%


Sample Label      = 51042346
Sample Prediction = 29444444774174434144144444414744344
Quantize Model Accuracy on Sample = 25.00%


Sample Label      = 94625027
Sample Prediction = 694434343232444477737334314194744141441414147444711417243
Quantize Model Accuracy on Sample = 0.00%


Sample Label      = 28349528
Sample Prediction = 6944499444499441122223223414744449
Quantize Model Accuracy on Sample = 12.50%


Sample Label      = 67966414
Sample Prediction = 61449933444444944419447441444477717
Quantize Model Accuracy on Sample = 12.50%


Sample Label      = 56328399
Sample Prediction = 14449414717343414141473434
Quantize Model Accuracy on Sample = 0.00%


Sample Label      = 71562228
Sample Prediction = 3444477434313134313412234343431347431474449444474217272747447374494
Quantize Model Accuracy on Sample = 0.00%


Sample Label      = 69285457
Sample Prediction = 6493499441223234344974999
Quantize Model Accuracy on Sample = 12.50%


Sample Label      = 35572467
Sample Prediction = 917444499772774134323234774743413144447997447144144223
Quantize Model Accuracy on Sample = 12.50%


Sample Label      = 46104539
Sample Prediction = 7444474734343132343414144993419171737343441494371
Quantize Model Accuracy on Sample = 12.50%


Sample Label      = 87810077
Sample Prediction = 27974343434343434434714472313413123232109943423373432477434343234447422322243
Quantize Model Accuracy on Sample = 12.50%


Sample Label      = 52684917
Sample Prediction = 644494497447343434432323232327321471134374343441413443
Quantize Model Accuracy on Sample = 0.00%


Sample Label      = 47897303
Sample Prediction = 62744411114444343134313424232313414132323134223232343441474
Quantize Model Accuracy on Sample = 0.00%


Sample Label      = 56315259
Sample Prediction = 767424444444444
Quantize Model Accuracy on Sample = 12.50%


Sample Label      = 23456123
Sample Prediction = 79644343443494
Quantize Model Accuracy on Sample = 12.50%


Sample Label      = 86102140
Sample Prediction = 62444444744444474444911143777141117
Quantize Model Accuracy on Sample = 12.50%


Sample Label      = 49971190
Sample Prediction = 6994774147424424222134323413141314412347434341414434314444132323232
Quantize Model Accuracy on Sample = 25.00%


Sample Label      = 29321455
Sample Prediction = 974441444243144474474447414441177737131313247199
Quantize Model Accuracy on Sample = 0.00%


Sample Label      = 39630123
Sample Prediction = 2784940434447444343431321344174244444
Quantize Model Accuracy on Sample = 0.00%


Sample Label      = 92878259
Sample Prediction = 2727744441931321312771343434343479
Quantize Model Accuracy on Sample = 12.50%


Sample Label      = 31697130
Sample Prediction = 671274414949917773231434743232323434344
Quantize Model Accuracy on Sample = 12.50%


Quantize Model Average Loss Value for Val Data is = 33.8805

self.trainer_params.reduce_bidirectional:SUM

PTQ: INT_4
direct quantization finish
Sample Label      = 40274330
Sample Prediction = 23300
Quantize Model Accuracy on Sample = 0.00%


Sample Label      = 86774349
Sample Prediction = 24412
Quantize Model Accuracy on Sample = 0.00%


Sample Label      = 12232323
Sample Prediction = 232322
Quantize Model Accuracy on Sample = 37.50%


Sample Label      = 60625423
Sample Prediction = 0012
Quantize Model Accuracy on Sample = 25.00%


Sample Label      = 83826507
Sample Prediction = 00000
Quantize Model Accuracy on Sample = 0.00%


Sample Label      = 49192179
Sample Prediction = 031647
Quantize Model Accuracy on Sample = 12.50%


Sample Label      = 21693186
Sample Prediction = 166
Quantize Model Accuracy on Sample = 12.50%


Sample Label      = 94054641
Sample Prediction = 04427
Quantize Model Accuracy on Sample = 12.50%


Sample Label      = 22212378
Sample Prediction = 027
Quantize Model Accuracy on Sample = 12.50%


Sample Label      = 73660901
Sample Prediction = 092720
Quantize Model Accuracy on Sample = 0.00%


Sample Label      = 71562228
Sample Prediction = 012222
Quantize Model Accuracy on Sample = 37.50%


Sample Label      = 63177308
Sample Prediction = 021000
Quantize Model Accuracy on Sample = 12.50%


Sample Label      = 21545586
Sample Prediction = 27310
Quantize Model Accuracy on Sample = 12.50%


Sample Label      = 58193828
Sample Prediction = 26622
Quantize Model Accuracy on Sample = 0.00%


Sample Label      = 34567893
Sample Prediction = 344122
Quantize Model Accuracy on Sample = 25.00%


Sample Label      = 12345678
Sample Prediction = 21220
Quantize Model Accuracy on Sample = 0.00%


Sample Label      = 77840240
Sample Prediction = 14102
Quantize Model Accuracy on Sample = 0.00%


Sample Label      = 86516721
Sample Prediction = 821212
Quantize Model Accuracy on Sample = 12.50%


Sample Label      = 32343190
Sample Prediction = 24477
Quantize Model Accuracy on Sample = 0.00%


Sample Label      = 90123456
Sample Prediction = 03183
Quantize Model Accuracy on Sample = 25.00%


Sample Label      = 64399097
Sample Prediction = 03177
Quantize Model Accuracy on Sample = 0.00%


Sample Label      = 45186890
Sample Prediction = 224470
Quantize Model Accuracy on Sample = 0.00%


Sample Label      = 49213305
Sample Prediction = 033230
Quantize Model Accuracy on Sample = 12.50%


Sample Label      = 73988477
Sample Prediction = 04172
Quantize Model Accuracy on Sample = 0.00%


Sample Label      = 46070368
Sample Prediction = 8602
Quantize Model Accuracy on Sample = 25.00%


Quantize Model Average Loss Value for Val Data is = 5.9184

self.trainer_params.reduce_bidirectional:SUM

PTQ: INT_5
direct quantization finish
Sample Label      = 41140337
Sample Prediction = 41643327
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 89713038
Sample Prediction = 23332738
Quantize Model Accuracy on Sample = 25.00%


Sample Label      = 55873727
Sample Prediction = 27377227
Quantize Model Accuracy on Sample = 37.50%


Sample Label      = 66237847
Sample Prediction = 23321747
Quantize Model Accuracy on Sample = 25.00%


Sample Label      = 63502090
Sample Prediction = 83662400
Quantize Model Accuracy on Sample = 37.50%


Sample Label      = 73082328
Sample Prediction = 72002222
Quantize Model Accuracy on Sample = 50.00%


Sample Label      = 24720992
Sample Prediction = 29294422
Quantize Model Accuracy on Sample = 25.00%


Sample Label      = 81394037
Sample Prediction = 2734332
Quantize Model Accuracy on Sample = 12.50%


Sample Label      = 58107028
Sample Prediction = 21222758
Quantize Model Accuracy on Sample = 12.50%


Sample Label      = 12135109
Sample Prediction = 22311009
Quantize Model Accuracy on Sample = 37.50%


Sample Label      = 30255795
Sample Prediction = 20551799
Quantize Model Accuracy on Sample = 50.00%


Sample Label      = 84778584
Sample Prediction = 27394280
Quantize Model Accuracy on Sample = 12.50%


Sample Label      = 12849937
Sample Prediction = 1336173
Quantize Model Accuracy on Sample = 25.00%


Sample Label      = 67898056
Sample Prediction = 27355055
Quantize Model Accuracy on Sample = 37.50%


Sample Label      = 55232139
Sample Prediction = 22322239
Quantize Model Accuracy on Sample = 37.50%


Sample Label      = 45603687
Sample Prediction = 43166037
Quantize Model Accuracy on Sample = 25.00%


Sample Label      = 00287114
Sample Prediction = 02111744
Quantize Model Accuracy on Sample = 25.00%


Sample Label      = 01008343
Sample Prediction = 00043333
Quantize Model Accuracy on Sample = 50.00%


Sample Label      = 18223029
Sample Prediction = 13332239
Quantize Model Accuracy on Sample = 25.00%


Sample Label      = 12345678
Sample Prediction = 1356473
Quantize Model Accuracy on Sample = 12.50%


Sample Label      = 47891453
Sample Prediction = 2777543
Quantize Model Accuracy on Sample = 25.00%


Sample Label      = 04852390
Sample Prediction = 71252230
Quantize Model Accuracy on Sample = 37.50%


Sample Label      = 89168990
Sample Prediction = 69169900
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 95723144
Sample Prediction = 23319744
Quantize Model Accuracy on Sample = 25.00%


Sample Label      = 86419384
Sample Prediction = 69169904
Quantize Model Accuracy on Sample = 25.00%


Quantize Model Average Loss Value for Val Data is = 3.8689

self.trainer_params.reduce_bidirectional:SUM

PTQ: INT_6
direct quantization finish
Sample Label      = 03196525
Sample Prediction = 03196235
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 43117499
Sample Prediction = 93177149
Quantize Model Accuracy on Sample = 50.00%


Sample Label      = 90122089
Sample Prediction = 70028299
Quantize Model Accuracy on Sample = 37.50%


Sample Label      = 95851213
Sample Prediction = 45151123
Quantize Model Accuracy on Sample = 50.00%


Sample Label      = 07529874
Sample Prediction = 72998744
Quantize Model Accuracy on Sample = 12.50%


Sample Label      = 45047424
Sample Prediction = 41624779
Quantize Model Accuracy on Sample = 12.50%


Sample Label      = 86295757
Sample Prediction = 81629758
Quantize Model Accuracy on Sample = 37.50%


Sample Label      = 97786973
Sample Prediction = 71886773
Quantize Model Accuracy on Sample = 50.00%


Sample Label      = 65008761
Sample Prediction = 65006706
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 61657920
Sample Prediction = 61992730
Quantize Model Accuracy on Sample = 37.50%


Sample Label      = 14414435
Sample Prediction = 11141435
Quantize Model Accuracy on Sample = 50.00%


Sample Label      = 51781129
Sample Prediction = 54111199
Quantize Model Accuracy on Sample = 50.00%


Sample Label      = 27740242
Sample Prediction = 2722222
Quantize Model Accuracy on Sample = 37.50%


Sample Label      = 24846501
Sample Prediction = 24166501
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 44062542
Sample Prediction = 40063242
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 07846493
Sample Prediction = 01896495
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 10445806
Sample Prediction = 17044806
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 72649494
Sample Prediction = 71604999
Quantize Model Accuracy on Sample = 37.50%


Sample Label      = 78666643
Sample Prediction = 71666203
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 41866460
Sample Prediction = 41666600
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 12347890
Sample Prediction = 13549780
Quantize Model Accuracy on Sample = 37.50%


Sample Label      = 78402402
Sample Prediction = 71092402
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 38003415
Sample Prediction = 30101115
Quantize Model Accuracy on Sample = 50.00%


Sample Label      = 41241542
Sample Prediction = 42111442
Quantize Model Accuracy on Sample = 50.00%


Sample Label      = 61409937
Sample Prediction = 66009317
Quantize Model Accuracy on Sample = 50.00%


Quantize Model Average Loss Value for Val Data is = 2.5060

self.trainer_params.reduce_bidirectional:SUM

PTQ: INT_7
direct quantization finish
Sample Label      = 14472327
Sample Prediction = 14473227
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 89713038
Sample Prediction = 87733038
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 78911691
Sample Prediction = 79911091
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 17678273
Sample Prediction = 17162273
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 32033843
Sample Prediction = 32333843
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 28823713
Sample Prediction = 28837713
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 30402968
Sample Prediction = 30602968
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 44115466
Sample Prediction = 44155466
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 97592822
Sample Prediction = 77958222
Quantize Model Accuracy on Sample = 37.50%


Sample Label      = 96972136
Sample Prediction = 96972136
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 06073183
Sample Prediction = 06773183
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 90666367
Sample Prediction = 90663367
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 07669370
Sample Prediction = 87663270
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 58193828
Sample Prediction = 58993328
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 32123832
Sample Prediction = 31123332
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 97437330
Sample Prediction = 97443330
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 34439741
Sample Prediction = 34497441
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 30602766
Sample Prediction = 30662766
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 23064376
Sample Prediction = 23667376
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 76234878
Sample Prediction = 76234478
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 67890123
Sample Prediction = 07802103
Quantize Model Accuracy on Sample = 50.00%


Sample Label      = 15231673
Sample Prediction = 11231273
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 67896426
Sample Prediction = 64966426
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 93930010
Sample Prediction = 93933040
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 61409937
Sample Prediction = 66509937
Quantize Model Accuracy on Sample = 75.00%


Quantize Model Average Loss Value for Val Data is = 1.1697

self.trainer_params.reduce_bidirectional:SUM

PTQ: INT_8
direct quantization finish
Sample Label      = 61952544
Sample Prediction = 61952544
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 46254206
Sample Prediction = 46252006
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 55276692
Sample Prediction = 55276692
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 86048824
Sample Prediction = 84488824
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 88349275
Sample Prediction = 88344275
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 30157586
Sample Prediction = 30237586
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 90385360
Sample Prediction = 90583560
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 01614566
Sample Prediction = 01664566
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 53490052
Sample Prediction = 53490052
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 44832597
Sample Prediction = 44832597
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 70258104
Sample Prediction = 72258104
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 90666367
Sample Prediction = 90666667
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 47654199
Sample Prediction = 47651199
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 30201010
Sample Prediction = 30220010
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 45678901
Sample Prediction = 95678901
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 02551339
Sample Prediction = 02531739
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 12345690
Sample Prediction = 12345690
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 23456789
Sample Prediction = 23446789
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 90671239
Sample Prediction = 90771239
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 16011877
Sample Prediction = 16011877
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 91362382
Sample Prediction = 91362382
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 29209339
Sample Prediction = 29200339
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 34567890
Sample Prediction = 34567890
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 80134789
Sample Prediction = 50134789
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 89012345
Sample Prediction = 89022345
Quantize Model Accuracy on Sample = 87.50%


Quantize Model Average Loss Value for Val Data is = 0.6396

self.trainer_params.reduce_bidirectional:SUM

PTQ: INT_9
direct quantization finish
Sample Label      = 36557227
Sample Prediction = 36557227
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 43117499
Sample Prediction = 43117499
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 95973803
Sample Prediction = 95978303
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 84877078
Sample Prediction = 84827078
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 74896968
Sample Prediction = 74899968
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 96591702
Sample Prediction = 96591172
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 72767065
Sample Prediction = 72777065
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 13493147
Sample Prediction = 13434147
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 45547707
Sample Prediction = 45557407
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 76230285
Sample Prediction = 76230255
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 51854706
Sample Prediction = 51857705
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 08160734
Sample Prediction = 08167739
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 52805438
Sample Prediction = 52505438
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 19768374
Sample Prediction = 19768374
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 60020123
Sample Prediction = 60020123
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 57629190
Sample Prediction = 57629190
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 97233920
Sample Prediction = 97233920
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 64252366
Sample Prediction = 64252366
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 49889098
Sample Prediction = 49888098
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 34567890
Sample Prediction = 34557890
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 95317476
Sample Prediction = 95317476
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 70234385
Sample Prediction = 70233385
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 62671980
Sample Prediction = 62671880
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 92878259
Sample Prediction = 92878259
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 90123456
Sample Prediction = 90123456
Quantize Model Accuracy on Sample = 100.00%


Quantize Model Average Loss Value for Val Data is = 0.4360

self.trainer_params.reduce_bidirectional:SUM

PTQ: INT_10
direct quantization finish
Sample Label      = 19941821
Sample Prediction = 19944821
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 43117499
Sample Prediction = 43117499
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 31952735
Sample Prediction = 31952735
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 43688240
Sample Prediction = 43688240
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 46134732
Sample Prediction = 46134732
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 75279185
Sample Prediction = 75279185
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 21693186
Sample Prediction = 21691186
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 23160577
Sample Prediction = 23160577
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 46123364
Sample Prediction = 46123364
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 91650137
Sample Prediction = 91650132
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 82228857
Sample Prediction = 82228857
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 84778584
Sample Prediction = 84775884
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 41856283
Sample Prediction = 41856283
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 94354815
Sample Prediction = 94354815
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 34567893
Sample Prediction = 34567893
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 43862012
Sample Prediction = 43862012
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 40758838
Sample Prediction = 40758838
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 12345678
Sample Prediction = 12345678
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 38654091
Sample Prediction = 38654091
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 23567890
Sample Prediction = 28567890
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 86570017
Sample Prediction = 86570017
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 28106497
Sample Prediction = 28106497
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 60106535
Sample Prediction = 60606535
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 67890123
Sample Prediction = 67890123
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 12347897
Sample Prediction = 12347897
Quantize Model Accuracy on Sample = 100.00%


Quantize Model Average Loss Value for Val Data is = 0.3885

self.trainer_params.reduce_bidirectional:SUM

PTQ: INT_11
direct quantization finish
Sample Label      = 42419577
Sample Prediction = 42145977
Quantize Model Accuracy on Sample = 50.00%


Sample Label      = 48402451
Sample Prediction = 48402451
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 31952735
Sample Prediction = 31952735
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 18349912
Sample Prediction = 11349912
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 29083116
Sample Prediction = 29083116
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 71193540
Sample Prediction = 71993540
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 43791524
Sample Prediction = 43791524
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 73421885
Sample Prediction = 73421885
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 15088032
Sample Prediction = 15088032
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 99288016
Sample Prediction = 94288016
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 50895032
Sample Prediction = 50895032
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 23797499
Sample Prediction = 23797499
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 29498121
Sample Prediction = 29499181
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 58193828
Sample Prediction = 58193928
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 64762209
Sample Prediction = 64762209
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 23456789
Sample Prediction = 23456789
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 10445806
Sample Prediction = 10445806
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 21949139
Sample Prediction = 21944139
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 06168701
Sample Prediction = 06168801
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 90123456
Sample Prediction = 90123456
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 95317476
Sample Prediction = 95317476
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 56789353
Sample Prediction = 56789353
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 62671980
Sample Prediction = 62671980
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 67810957
Sample Prediction = 67810957
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 89012345
Sample Prediction = 89012345
Quantize Model Accuracy on Sample = 100.00%


Quantize Model Average Loss Value for Val Data is = 0.3843

self.trainer_params.reduce_bidirectional:SUM

PTQ: INT_12
direct quantization finish
Sample Label      = 59069015
Sample Prediction = 59066015
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 22632654
Sample Prediction = 22636654
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 28720150
Sample Prediction = 28720156
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 17457209
Sample Prediction = 17457609
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 84919857
Sample Prediction = 84919857
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 64894863
Sample Prediction = 64848963
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 89537917
Sample Prediction = 89537917
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 04610258
Sample Prediction = 04610258
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 67966414
Sample Prediction = 67966414
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 28367572
Sample Prediction = 28364512
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 97008959
Sample Prediction = 97008859
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 80019513
Sample Prediction = 80019513
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 72340218
Sample Prediction = 72340212
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 12989526
Sample Prediction = 12999526
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 71642660
Sample Prediction = 71446260
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 82771012
Sample Prediction = 82771012
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 83281207
Sample Prediction = 83282207
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 89740401
Sample Prediction = 89744401
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 32343190
Sample Prediction = 32343190
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 16293012
Sample Prediction = 51293012
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 46405998
Sample Prediction = 46405995
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 07264059
Sample Prediction = 07264059
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 01234567
Sample Prediction = 01234567
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 60655333
Sample Prediction = 60655333
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 10178901
Sample Prediction = 10178901
Quantize Model Accuracy on Sample = 100.00%


Quantize Model Average Loss Value for Val Data is = 0.3794

self.trainer_params.reduce_bidirectional:SUM

PTQ: INT_13
direct quantization finish
Sample Label      = 36557227
Sample Prediction = 36557227
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 89713038
Sample Prediction = 89713038
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 78911691
Sample Prediction = 78911091
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 49918409
Sample Prediction = 45814409
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 96906155
Sample Prediction = 96906156
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 58609371
Sample Prediction = 58603391
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 17076413
Sample Prediction = 17772613
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 10447017
Sample Prediction = 10447011
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 74711366
Sample Prediction = 74711366
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 76953465
Sample Prediction = 76953465
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 98403649
Sample Prediction = 98403649
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 62981225
Sample Prediction = 62981825
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 21545586
Sample Prediction = 21545586
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 91601180
Sample Prediction = 91601180
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 87506157
Sample Prediction = 87501157
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 98608177
Sample Prediction = 98608177
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 92625317
Sample Prediction = 92623317
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 20604060
Sample Prediction = 20004060
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 24553753
Sample Prediction = 24557753
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 18287687
Sample Prediction = 16287687
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 21036012
Sample Prediction = 21036012
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 32486057
Sample Prediction = 32486057
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 47234567
Sample Prediction = 42234562
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 06966572
Sample Prediction = 06966572
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 29571716
Sample Prediction = 89707716
Quantize Model Accuracy on Sample = 50.00%


Quantize Model Average Loss Value for Val Data is = 0.3798

self.trainer_params.reduce_bidirectional:SUM

PTQ: INT_14
direct quantization finish
Sample Label      = 46225065
Sample Prediction = 46720065
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 45689415
Sample Prediction = 45689415
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 78911691
Sample Prediction = 78911091
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 39611290
Sample Prediction = 39612290
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 70431987
Sample Prediction = 70431987
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 99472847
Sample Prediction = 94472847
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 05902553
Sample Prediction = 05908753
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 85452565
Sample Prediction = 85652565
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 46123364
Sample Prediction = 46123364
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 76230285
Sample Prediction = 76230255
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 57185190
Sample Prediction = 57181130
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 97215146
Sample Prediction = 97215146
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 78901234
Sample Prediction = 78901234
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 46104539
Sample Prediction = 46104339
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 71610933
Sample Prediction = 71110933
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 88634699
Sample Prediction = 88634699
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 93286057
Sample Prediction = 93282737
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 56315259
Sample Prediction = 56355659
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 75413531
Sample Prediction = 75413531
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 41866460
Sample Prediction = 41686460
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 00123456
Sample Prediction = 00123456
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 04852390
Sample Prediction = 04852390
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 11621386
Sample Prediction = 11121386
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 04861902
Sample Prediction = 04891902
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 56789012
Sample Prediction = 56789012
Quantize Model Accuracy on Sample = 100.00%


Quantize Model Average Loss Value for Val Data is = 0.3793

self.trainer_params.reduce_bidirectional:SUM

PTQ: INT_15
direct quantization finish
Sample Label      = 88792241
Sample Prediction = 88792241
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 38032512
Sample Prediction = 38032612
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 31735963
Sample Prediction = 31235962
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 18349912
Sample Prediction = 16349912
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 47204603
Sample Prediction = 47204603
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 28085914
Sample Prediction = 28089934
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 90385360
Sample Prediction = 90583530
Quantize Model Accuracy on Sample = 50.00%


Sample Label      = 87049197
Sample Prediction = 87049197
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 07198755
Sample Prediction = 07198755
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 28367572
Sample Prediction = 28364512
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 32841997
Sample Prediction = 37841997
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 63177308
Sample Prediction = 63173308
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 41856283
Sample Prediction = 41856283
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 30123456
Sample Prediction = 00123456
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 78901234
Sample Prediction = 78901234
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 48575783
Sample Prediction = 48575783
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 14369614
Sample Prediction = 14366614
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 90123456
Sample Prediction = 90123456
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 90481406
Sample Prediction = 90481406
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 70671258
Sample Prediction = 70601488
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 54006620
Sample Prediction = 54006610
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 98953174
Sample Prediction = 98953174
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 64345920
Sample Prediction = 64354920
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 04861902
Sample Prediction = 04891902
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 34567880
Sample Prediction = 34567880
Quantize Model Accuracy on Sample = 100.00%


Quantize Model Average Loss Value for Val Data is = 0.3788

self.trainer_params.reduce_bidirectional:SUM

PTQ: INT_16
direct quantization finish
Sample Label      = 34727121
Sample Prediction = 34727121
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 61841259
Sample Prediction = 61141258
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 17748073
Sample Prediction = 17744073
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 18349912
Sample Prediction = 16349912
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 95212919
Sample Prediction = 95212919
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 99472847
Sample Prediction = 94472847
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 86251484
Sample Prediction = 86551884
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 65391932
Sample Prediction = 65391932
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 76012710
Sample Prediction = 76112710
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 76953465
Sample Prediction = 76953465
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 61525220
Sample Prediction = 61525220
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 78403078
Sample Prediction = 75444078
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 17457121
Sample Prediction = 17457121
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 47763607
Sample Prediction = 47763607
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 87506157
Sample Prediction = 87501157
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 48852971
Sample Prediction = 48852971
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 83281207
Sample Prediction = 83281207
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 98410609
Sample Prediction = 98410639
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 01478031
Sample Prediction = 01478031
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 90123456
Sample Prediction = 90123456
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 63081600
Sample Prediction = 63064600
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 90123456
Sample Prediction = 90123456
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 39630123
Sample Prediction = 39630123
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 41128261
Sample Prediction = 41128261
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 78012347
Sample Prediction = 78012347
Quantize Model Accuracy on Sample = 100.00%


Quantize Model Average Loss Value for Val Data is = 0.3790

self.trainer_params.reduce_bidirectional:SUM

PTQ: POT_2
direct quantization finish
Sample Label      = 01646731
Sample Prediction = 4
Quantize Model Accuracy on Sample = 0.00%


Sample Label      = 14431077
Sample Prediction = 4
Quantize Model Accuracy on Sample = 0.00%


Sample Label      = 17142421
Sample Prediction = 4
Quantize Model Accuracy on Sample = 0.00%


Sample Label      = 67210552
Sample Prediction = 4
Quantize Model Accuracy on Sample = 0.00%


Sample Label      = 91106395
Sample Prediction = 4
Quantize Model Accuracy on Sample = 0.00%


Sample Label      = 65658464
Sample Prediction = 4
Quantize Model Accuracy on Sample = 0.00%


Sample Label      = 30402968
Sample Prediction = 4
Quantize Model Accuracy on Sample = 0.00%


Sample Label      = 36741715
Sample Prediction = 4
Quantize Model Accuracy on Sample = 0.00%


Sample Label      = 50711167
Sample Prediction = 4
Quantize Model Accuracy on Sample = 0.00%


Sample Label      = 56328399
Sample Prediction = 4
Quantize Model Accuracy on Sample = 0.00%


Sample Label      = 88168879
Sample Prediction = 4
Quantize Model Accuracy on Sample = 0.00%


Sample Label      = 52372101
Sample Prediction = 4
Quantize Model Accuracy on Sample = 0.00%


Sample Label      = 09686119
Sample Prediction = 4
Quantize Model Accuracy on Sample = 0.00%


Sample Label      = 30252608
Sample Prediction = 4
Quantize Model Accuracy on Sample = 0.00%


Sample Label      = 40123456
Sample Prediction = 4
Quantize Model Accuracy on Sample = 12.50%


Sample Label      = 34281512
Sample Prediction = 4
Quantize Model Accuracy on Sample = 0.00%


Sample Label      = 40758838
Sample Prediction = 4
Quantize Model Accuracy on Sample = 12.50%


Sample Label      = 12258132
Sample Prediction = 4
Quantize Model Accuracy on Sample = 0.00%


Sample Label      = 23456123
Sample Prediction = 4
Quantize Model Accuracy on Sample = 0.00%


Sample Label      = 78901234
Sample Prediction = 4
Quantize Model Accuracy on Sample = 0.00%


Sample Label      = 68801234
Sample Prediction = 4
Quantize Model Accuracy on Sample = 0.00%


Sample Label      = 50113849
Sample Prediction = 4
Quantize Model Accuracy on Sample = 0.00%


Sample Label      = 60106535
Sample Prediction = 4
Quantize Model Accuracy on Sample = 0.00%


Sample Label      = 04861902
Sample Prediction = 4
Quantize Model Accuracy on Sample = 0.00%


Sample Label      = 90123456
Sample Prediction = 4
Quantize Model Accuracy on Sample = 0.00%


Quantize Model Average Loss Value for Val Data is = 50.4827

self.trainer_params.reduce_bidirectional:SUM

PTQ: POT_3
direct quantization finish
Sample Label      = 55156034
Sample Prediction = 12310
Quantize Model Accuracy on Sample = 0.00%


Sample Label      = 45689415
Sample Prediction = 531
Quantize Model Accuracy on Sample = 0.00%


Sample Label      = 86326766
Sample Prediction = 11
Quantize Model Accuracy on Sample = 0.00%


Sample Label      = 86048824
Sample Prediction = 2152
Quantize Model Accuracy on Sample = 0.00%


Sample Label      = 36494663
Sample Prediction = 1
Quantize Model Accuracy on Sample = 0.00%


Sample Label      = 71193540
Sample Prediction = 111
Quantize Model Accuracy on Sample = 25.00%


Sample Label      = 11104476
Sample Prediction = 2110
Quantize Model Accuracy on Sample = 37.50%


Sample Label      = 28349528
Sample Prediction = 211
Quantize Model Accuracy on Sample = 12.50%


Sample Label      = 70669483
Sample Prediction = 11
Quantize Model Accuracy on Sample = 0.00%


Sample Label      = 42728100
Sample Prediction = 111
Quantize Model Accuracy on Sample = 0.00%


Sample Label      = 25112199
Sample Prediction = 2131
Quantize Model Accuracy on Sample = 25.00%


Sample Label      = 35719764
Sample Prediction = 230
Quantize Model Accuracy on Sample = 0.00%


Sample Label      = 78901234
Sample Prediction = 1390
Quantize Model Accuracy on Sample = 25.00%


Sample Label      = 30252608
Sample Prediction = 214
Quantize Model Accuracy on Sample = 0.00%


Sample Label      = 15407601
Sample Prediction = 1214
Quantize Model Accuracy on Sample = 12.50%


Sample Label      = 89012345
Sample Prediction = 123
Quantize Model Accuracy on Sample = 0.00%


Sample Label      = 86904061
Sample Prediction = 11
Quantize Model Accuracy on Sample = 0.00%


Sample Label      = 04316190
Sample Prediction = 012
Quantize Model Accuracy on Sample = 12.50%


Sample Label      = 49889098
Sample Prediction = 11
Quantize Model Accuracy on Sample = 0.00%


Sample Label      = 47205019
Sample Prediction = 11
Quantize Model Accuracy on Sample = 0.00%


Sample Label      = 46405998
Sample Prediction = 110
Quantize Model Accuracy on Sample = 0.00%


Sample Label      = 78402402
Sample Prediction = 292
Quantize Model Accuracy on Sample = 0.00%


Sample Label      = 71939617
Sample Prediction = 231
Quantize Model Accuracy on Sample = 0.00%


Sample Label      = 25594172
Sample Prediction = 231
Quantize Model Accuracy on Sample = 12.50%


Sample Label      = 78012347
Sample Prediction = 1234
Quantize Model Accuracy on Sample = 0.00%


Quantize Model Average Loss Value for Val Data is = 5.3040

self.trainer_params.reduce_bidirectional:SUM

PTQ: POT_4
direct quantization finish
Sample Label      = 59872304
Sample Prediction = 5589200
Quantize Model Accuracy on Sample = 50.00%


Sample Label      = 48402451
Sample Prediction = 48003451
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 58062117
Sample Prediction = 5006111
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 14839000
Sample Prediction = 1477700
Quantize Model Accuracy on Sample = 50.00%


Sample Label      = 93584240
Sample Prediction = 93341240
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 86270067
Sample Prediction = 84206002
Quantize Model Accuracy on Sample = 37.50%


Sample Label      = 05902553
Sample Prediction = 05705733
Quantize Model Accuracy on Sample = 50.00%


Sample Label      = 23611893
Sample Prediction = 22311873
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 87634006
Sample Prediction = 0023000
Quantize Model Accuracy on Sample = 37.50%


Sample Label      = 07424064
Sample Prediction = 04640064
Quantize Model Accuracy on Sample = 50.00%


Sample Label      = 14853434
Sample Prediction = 1455434
Quantize Model Accuracy on Sample = 37.50%


Sample Label      = 04528283
Sample Prediction = 04532833
Quantize Model Accuracy on Sample = 50.00%


Sample Label      = 47529458
Sample Prediction = 44434458
Quantize Model Accuracy on Sample = 50.00%


Sample Label      = 00123456
Sample Prediction = 0023345
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 44062542
Sample Prediction = 44462442
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 89046713
Sample Prediction = 89946713
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 19892355
Sample Prediction = 14312355
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 43733025
Sample Prediction = 23332205
Quantize Model Accuracy on Sample = 37.50%


Sample Label      = 72915132
Sample Prediction = 72111332
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 46091627
Sample Prediction = 44031205
Quantize Model Accuracy on Sample = 37.50%


Sample Label      = 47891453
Sample Prediction = 44814443
Quantize Model Accuracy on Sample = 50.00%


Sample Label      = 28175573
Sample Prediction = 29145773
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 11621386
Sample Prediction = 11112386
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 41530830
Sample Prediction = 48507800
Quantize Model Accuracy on Sample = 50.00%


Sample Label      = 70427754
Sample Prediction = 70577554
Quantize Model Accuracy on Sample = 62.50%


Quantize Model Average Loss Value for Val Data is = 1.9048

self.trainer_params.reduce_bidirectional:SUM

PTQ: POT_5
direct quantization finish
Sample Label      = 01646731
Sample Prediction = 01144031
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 02402231
Sample Prediction = 02406311
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 55276692
Sample Prediction = 55276692
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 84550385
Sample Prediction = 84450585
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 69871167
Sample Prediction = 64211677
Quantize Model Accuracy on Sample = 37.50%


Sample Label      = 11236787
Sample Prediction = 11263787
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 23121156
Sample Prediction = 2311157
Quantize Model Accuracy on Sample = 50.00%


Sample Label      = 94054641
Sample Prediction = 44056441
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 70433267
Sample Prediction = 70452627
Quantize Model Accuracy on Sample = 50.00%


Sample Label      = 78333137
Sample Prediction = 74331437
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 98403649
Sample Prediction = 9808144
Quantize Model Accuracy on Sample = 37.50%


Sample Label      = 72860830
Sample Prediction = 72800300
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 87477398
Sample Prediction = 57437388
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 00177959
Sample Prediction = 00077959
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 72128918
Sample Prediction = 72218118
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 89012345
Sample Prediction = 89012345
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 09688561
Sample Prediction = 07488661
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 23456789
Sample Prediction = 23442789
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 78917481
Sample Prediction = 78374441
Quantize Model Accuracy on Sample = 50.00%


Sample Label      = 16011877
Sample Prediction = 6000887
Quantize Model Accuracy on Sample = 37.50%


Sample Label      = 78901234
Sample Prediction = 70601324
Quantize Model Accuracy on Sample = 50.00%


Sample Label      = 97956526
Sample Prediction = 97946276
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 89168990
Sample Prediction = 59168890
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 25594172
Sample Prediction = 25341472
Quantize Model Accuracy on Sample = 50.00%


Sample Label      = 78901234
Sample Prediction = 09501234
Quantize Model Accuracy on Sample = 62.50%


Quantize Model Average Loss Value for Val Data is = 1.5787

self.trainer_params.reduce_bidirectional:SUM

PTQ: POT_6
direct quantization finish
Sample Label      = 72104149
Sample Prediction = 72601449
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 50406173
Sample Prediction = 50406433
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 55276692
Sample Prediction = 55276692
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 17582622
Sample Prediction = 17556222
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 32033843
Sample Prediction = 30033443
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 71193540
Sample Prediction = 01973440
Quantize Model Accuracy on Sample = 50.00%


Sample Label      = 15389197
Sample Prediction = 15111794
Quantize Model Accuracy on Sample = 37.50%


Sample Label      = 23002665
Sample Prediction = 25300068
Quantize Model Accuracy on Sample = 37.50%


Sample Label      = 21438399
Sample Prediction = 2143397
Quantize Model Accuracy on Sample = 50.00%


Sample Label      = 57946713
Sample Prediction = 57966713
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 11114297
Sample Prediction = 11142497
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 48265297
Sample Prediction = 48251797
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 90114708
Sample Prediction = 90144708
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 90643633
Sample Prediction = 90443233
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 32123832
Sample Prediction = 32133532
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 89012345
Sample Prediction = 89012345
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 01763217
Sample Prediction = 06213617
Quantize Model Accuracy on Sample = 50.00%


Sample Label      = 12887747
Sample Prediction = 12888747
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 90671239
Sample Prediction = 90671339
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 85650201
Sample Prediction = 55566001
Quantize Model Accuracy on Sample = 37.50%


Sample Label      = 68011926
Sample Prediction = 6001126
Quantize Model Accuracy on Sample = 50.00%


Sample Label      = 12891887
Sample Prediction = 11111887
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 71922537
Sample Prediction = 71125337
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 78878460
Sample Prediction = 7458461
Quantize Model Accuracy on Sample = 12.50%


Sample Label      = 29571716
Sample Prediction = 59041116
Quantize Model Accuracy on Sample = 50.00%


Quantize Model Average Loss Value for Val Data is = 1.5795

self.trainer_params.reduce_bidirectional:SUM

PTQ: POT_7
direct quantization finish
Sample Label      = 92930420
Sample Prediction = 92993470
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 03724091
Sample Prediction = 03770471
Quantize Model Accuracy on Sample = 50.00%


Sample Label      = 45354787
Sample Prediction = 45344787
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 82363003
Sample Prediction = 12233503
Quantize Model Accuracy on Sample = 50.00%


Sample Label      = 24101462
Sample Prediction = 24404122
Quantize Model Accuracy on Sample = 50.00%


Sample Label      = 65658464
Sample Prediction = 65151644
Quantize Model Accuracy on Sample = 50.00%


Sample Label      = 10189168
Sample Prediction = 11811448
Quantize Model Accuracy on Sample = 25.00%


Sample Label      = 92679786
Sample Prediction = 9267770
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 52928468
Sample Prediction = 52981488
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 41824051
Sample Prediction = 44124051
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 92660120
Sample Prediction = 22260100
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 51781129
Sample Prediction = 54411129
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 47529458
Sample Prediction = 44554458
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 03891816
Sample Prediction = 03841116
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 11588632
Sample Prediction = 11556322
Quantize Model Accuracy on Sample = 50.00%


Sample Label      = 01234567
Sample Prediction = 01234567
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 40758838
Sample Prediction = 40758858
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 01234567
Sample Prediction = 01243567
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 18223029
Sample Prediction = 11220029
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 34158148
Sample Prediction = 34111448
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 64399097
Sample Prediction = 64322097
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 29209339
Sample Prediction = 29209339
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 80123478
Sample Prediction = 80133478
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 67125378
Sample Prediction = 67153378
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 50123456
Sample Prediction = 50133456
Quantize Model Accuracy on Sample = 87.50%


Quantize Model Average Loss Value for Val Data is = 1.5795

self.trainer_params.reduce_bidirectional:SUM

PTQ: POT_8
direct quantization finish
Sample Label      = 17423512
Sample Prediction = 04443112
Quantize Model Accuracy on Sample = 50.00%


Sample Label      = 26726931
Sample Prediction = 26762951
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 90122089
Sample Prediction = 90122089
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 48386025
Sample Prediction = 55830024
Quantize Model Accuracy on Sample = 25.00%


Sample Label      = 93584240
Sample Prediction = 93341240
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 07019886
Sample Prediction = 0708888
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 87459251
Sample Prediction = 87442251
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 41715757
Sample Prediction = 41153557
Quantize Model Accuracy on Sample = 50.00%


Sample Label      = 67966414
Sample Prediction = 67964114
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 53854520
Sample Prediction = 53354110
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 97507488
Sample Prediction = 77504488
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 75968214
Sample Prediction = 75522210
Quantize Model Accuracy on Sample = 50.00%


Sample Label      = 89235594
Sample Prediction = 89295544
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 12989526
Sample Prediction = 12443626
Quantize Model Accuracy on Sample = 50.00%


Sample Label      = 15407601
Sample Prediction = 15446001
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 54338411
Sample Prediction = 54433411
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 94219392
Sample Prediction = 99213972
Quantize Model Accuracy on Sample = 50.00%


Sample Label      = 93769245
Sample Prediction = 93336445
Quantize Model Accuracy on Sample = 50.00%


Sample Label      = 45678901
Sample Prediction = 45254401
Quantize Model Accuracy on Sample = 50.00%


Sample Label      = 42781343
Sample Prediction = 42711443
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 26530727
Sample Prediction = 26553677
Quantize Model Accuracy on Sample = 50.00%


Sample Label      = 70066637
Sample Prediction = 7006632
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 34567890
Sample Prediction = 34567870
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 45678910
Sample Prediction = 45208110
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 82606533
Sample Prediction = 1246033
Quantize Model Accuracy on Sample = 25.00%


Quantize Model Average Loss Value for Val Data is = 1.5795

self.trainer_params.reduce_bidirectional:SUM

PTQ: FLOAT_3_E1
direct quantization finish
Sample Label      = 71121533
Sample Prediction = 0
Quantize Model Accuracy on Sample = 0.00%


Sample Label      = 07944855
Sample Prediction = 042
Quantize Model Accuracy on Sample = 12.50%


Sample Label      = 83522560
Sample Prediction = 111
Quantize Model Accuracy on Sample = 0.00%


Sample Label      = 19629409
Sample Prediction = 1112
Quantize Model Accuracy on Sample = 25.00%


Sample Label      = 95212919
Sample Prediction = 01
Quantize Model Accuracy on Sample = 0.00%


Sample Label      = 38482217
Sample Prediction = 111
Quantize Model Accuracy on Sample = 0.00%


Sample Label      = 30402968
Sample Prediction = 1
Quantize Model Accuracy on Sample = 0.00%


Sample Label      = 62396219
Sample Prediction = 1
Quantize Model Accuracy on Sample = 0.00%


Sample Label      = 60067705
Sample Prediction = 09
Quantize Model Accuracy on Sample = 0.00%


Sample Label      = 33521650
Sample Prediction = 112
Quantize Model Accuracy on Sample = 0.00%


Sample Label      = 69184119
Sample Prediction = 141
Quantize Model Accuracy on Sample = 12.50%


Sample Label      = 64674307
Sample Prediction = 091
Quantize Model Accuracy on Sample = 0.00%


Sample Label      = 35572467
Sample Prediction = 011
Quantize Model Accuracy on Sample = 0.00%


Sample Label      = 70900379
Sample Prediction = 0
Quantize Model Accuracy on Sample = 0.00%


Sample Label      = 34600201
Sample Prediction = 04
Quantize Model Accuracy on Sample = 12.50%


Sample Label      = 13231420
Sample Prediction = 11
Quantize Model Accuracy on Sample = 12.50%


Sample Label      = 86904061
Sample Prediction = 11
Quantize Model Accuracy on Sample = 0.00%


Sample Label      = 67892172
Sample Prediction = 011
Quantize Model Accuracy on Sample = 0.00%


Sample Label      = 90936870
Sample Prediction = 111
Quantize Model Accuracy on Sample = 0.00%


Sample Label      = 37183819
Sample Prediction = 111
Quantize Model Accuracy on Sample = 12.50%


Sample Label      = 12347251
Sample Prediction = 11
Quantize Model Accuracy on Sample = 12.50%


Sample Label      = 61250799
Sample Prediction = 0
Quantize Model Accuracy on Sample = 0.00%


Sample Label      = 67896426
Sample Prediction = 011
Quantize Model Accuracy on Sample = 0.00%


Sample Label      = 41241542
Sample Prediction = 01
Quantize Model Accuracy on Sample = 12.50%


Sample Label      = 10304749
Sample Prediction = 01
Quantize Model Accuracy on Sample = 0.00%


Quantize Model Average Loss Value for Val Data is = 5.6383

self.trainer_params.reduce_bidirectional:SUM

PTQ: FLOAT_4_E1
direct quantization finish
Sample Label      = 71820299
Sample Prediction = 72166093
Quantize Model Accuracy on Sample = 25.00%


Sample Label      = 89713038
Sample Prediction = 03333203
Quantize Model Accuracy on Sample = 12.50%


Sample Label      = 90251978
Sample Prediction = 2269178
Quantize Model Accuracy on Sample = 12.50%


Sample Label      = 71456052
Sample Prediction = 54165552
Quantize Model Accuracy on Sample = 25.00%


Sample Label      = 36685142
Sample Prediction = 36156452
Quantize Model Accuracy on Sample = 37.50%


Sample Label      = 57679426
Sample Prediction = 02662405
Quantize Model Accuracy on Sample = 25.00%


Sample Label      = 95579383
Sample Prediction = 93174783
Quantize Model Accuracy on Sample = 50.00%


Sample Label      = 92679786
Sample Prediction = 2777220
Quantize Model Accuracy on Sample = 12.50%


Sample Label      = 48347275
Sample Prediction = 4262245
Quantize Model Accuracy on Sample = 12.50%


Sample Label      = 97534749
Sample Prediction = 72154759
Quantize Model Accuracy on Sample = 37.50%


Sample Label      = 32841997
Sample Prediction = 26164457
Quantize Model Accuracy on Sample = 12.50%


Sample Label      = 63177308
Sample Prediction = 22157753
Quantize Model Accuracy on Sample = 25.00%


Sample Label      = 35572467
Sample Prediction = 35226457
Quantize Model Accuracy on Sample = 50.00%


Sample Label      = 12989526
Sample Prediction = 1136656
Quantize Model Accuracy on Sample = 25.00%


Sample Label      = 87506157
Sample Prediction = 2231105
Quantize Model Accuracy on Sample = 12.50%


Sample Label      = 01234567
Sample Prediction = 01364057
Quantize Model Accuracy on Sample = 50.00%


Sample Label      = 19892355
Sample Prediction = 62322253
Quantize Model Accuracy on Sample = 25.00%


Sample Label      = 21949139
Sample Prediction = 24114139
Quantize Model Accuracy on Sample = 50.00%


Sample Label      = 58277012
Sample Prediction = 2411102
Quantize Model Accuracy on Sample = 12.50%


Sample Label      = 78989570
Sample Prediction = 0475570
Quantize Model Accuracy on Sample = 0.00%


Sample Label      = 16436209
Sample Prediction = 11366405
Quantize Model Accuracy on Sample = 37.50%


Sample Label      = 12345678
Sample Prediction = 23566493
Quantize Model Accuracy on Sample = 0.00%


Sample Label      = 01234567
Sample Prediction = 0136600
Quantize Model Accuracy on Sample = 25.00%


Sample Label      = 72239335
Sample Prediction = 2313335
Quantize Model Accuracy on Sample = 25.00%


Sample Label      = 86419384
Sample Prediction = 6916425
Quantize Model Accuracy on Sample = 0.00%


Quantize Model Average Loss Value for Val Data is = 3.8677

self.trainer_params.reduce_bidirectional:SUM

PTQ: FLOAT_4_E2
direct quantization finish
Sample Label      = 54767905
Sample Prediction = 2716665
Quantize Model Accuracy on Sample = 12.50%


Sample Label      = 19517397
Sample Prediction = 8911177
Quantize Model Accuracy on Sample = 25.00%


Sample Label      = 24944039
Sample Prediction = 2444401
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 39611290
Sample Prediction = 3911120
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 86560867
Sample Prediction = 8568017
Quantize Model Accuracy on Sample = 25.00%


Sample Label      = 00496822
Sample Prediction = 0088222
Quantize Model Accuracy on Sample = 37.50%


Sample Label      = 21693186
Sample Prediction = 2511236
Quantize Model Accuracy on Sample = 12.50%


Sample Label      = 86214543
Sample Prediction = 0212443
Quantize Model Accuracy on Sample = 12.50%


Sample Label      = 34206161
Sample Prediction = 2211627
Quantize Model Accuracy on Sample = 12.50%


Sample Label      = 61657920
Sample Prediction = 6166601
Quantize Model Accuracy on Sample = 37.50%


Sample Label      = 90099609
Sample Prediction = 0019609
Quantize Model Accuracy on Sample = 25.00%


Sample Label      = 72860830
Sample Prediction = 0919230
Quantize Model Accuracy on Sample = 0.00%


Sample Label      = 07723240
Sample Prediction = 0712220
Quantize Model Accuracy on Sample = 50.00%


Sample Label      = 12345678
Sample Prediction = 131688
Quantize Model Accuracy on Sample = 12.50%


Sample Label      = 55232139
Sample Prediction = 2311129
Quantize Model Accuracy on Sample = 0.00%


Sample Label      = 04274754
Sample Prediction = 0414574
Quantize Model Accuracy on Sample = 37.50%


Sample Label      = 90123456
Sample Prediction = 2054226
Quantize Model Accuracy on Sample = 12.50%


Sample Label      = 89740401
Sample Prediction = 8414001
Quantize Model Accuracy on Sample = 37.50%


Sample Label      = 51077962
Sample Prediction = 216602
Quantize Model Accuracy on Sample = 12.50%


Sample Label      = 16293012
Sample Prediction = 1211222
Quantize Model Accuracy on Sample = 12.50%


Sample Label      = 56789012
Sample Prediction = 2111102
Quantize Model Accuracy on Sample = 12.50%


Sample Label      = 28175573
Sample Prediction = 2039233
Quantize Model Accuracy on Sample = 12.50%


Sample Label      = 76110123
Sample Prediction = 0411100
Quantize Model Accuracy on Sample = 25.00%


Sample Label      = 62198788
Sample Prediction = 2319888
Quantize Model Accuracy on Sample = 50.00%


Sample Label      = 47019287
Sample Prediction = 0410887
Quantize Model Accuracy on Sample = 0.00%


Quantize Model Average Loss Value for Val Data is = 4.5816

self.trainer_params.reduce_bidirectional:SUM

PTQ: FLOAT_5_E1
direct quantization finish
Sample Label      = 03196525
Sample Prediction = 03196255
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 02402231
Sample Prediction = 00166211
Quantize Model Accuracy on Sample = 37.50%


Sample Label      = 90251978
Sample Prediction = 70011978
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 18349912
Sample Prediction = 13697172
Quantize Model Accuracy on Sample = 25.00%


Sample Label      = 71499321
Sample Prediction = 71993991
Quantize Model Accuracy on Sample = 50.00%


Sample Label      = 73082328
Sample Prediction = 03082288
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 98066553
Sample Prediction = 91006593
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 44115466
Sample Prediction = 44111446
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 46123364
Sample Prediction = 41423234
Quantize Model Accuracy on Sample = 50.00%


Sample Label      = 96972136
Sample Prediction = 94111136
Quantize Model Accuracy on Sample = 50.00%


Sample Label      = 51854706
Sample Prediction = 51556705
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 20477505
Sample Prediction = 20077055
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 87477398
Sample Prediction = 17833798
Quantize Model Accuracy on Sample = 37.50%


Sample Label      = 24846501
Sample Prediction = 24146501
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 78901235
Sample Prediction = 70191255
Quantize Model Accuracy on Sample = 50.00%


Sample Label      = 01234567
Sample Prediction = 01221447
Quantize Model Accuracy on Sample = 50.00%


Sample Label      = 28175011
Sample Prediction = 21171178
Quantize Model Accuracy on Sample = 37.50%


Sample Label      = 01234567
Sample Prediction = 01221627
Quantize Model Accuracy on Sample = 50.00%


Sample Label      = 94702340
Sample Prediction = 97036440
Quantize Model Accuracy on Sample = 37.50%


Sample Label      = 65297539
Sample Prediction = 65229739
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 26530727
Sample Prediction = 21562727
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 90123456
Sample Prediction = 70122456
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 71922537
Sample Prediction = 71223237
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 80134789
Sample Prediction = 50044789
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 12347897
Sample Prediction = 12387779
Quantize Model Accuracy on Sample = 50.00%


Quantize Model Average Loss Value for Val Data is = 2.6300

self.trainer_params.reduce_bidirectional:SUM

PTQ: FLOAT_5_E2
direct quantization finish
Sample Label      = 99219487
Sample Prediction = 95188877
Quantize Model Accuracy on Sample = 25.00%


Sample Label      = 14431077
Sample Prediction = 14401747
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 58062117
Sample Prediction = 2056212
Quantize Model Accuracy on Sample = 37.50%


Sample Label      = 93214023
Sample Prediction = 93224203
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 36685142
Sample Prediction = 36661472
Quantize Model Accuracy on Sample = 50.00%


Sample Label      = 00467071
Sample Prediction = 05470711
Quantize Model Accuracy on Sample = 37.50%


Sample Label      = 43543950
Sample Prediction = 4335450
Quantize Model Accuracy on Sample = 25.00%


Sample Label      = 65391932
Sample Prediction = 55169332
Quantize Model Accuracy on Sample = 37.50%


Sample Label      = 44447162
Sample Prediction = 44411162
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 04108908
Sample Prediction = 04100408
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 62393802
Sample Prediction = 63338002
Quantize Model Accuracy on Sample = 50.00%


Sample Label      = 49354712
Sample Prediction = 49534012
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 07669370
Sample Prediction = 0962330
Quantize Model Accuracy on Sample = 37.50%


Sample Label      = 90643633
Sample Prediction = 70666253
Quantize Model Accuracy on Sample = 37.50%


Sample Label      = 86590003
Sample Prediction = 8550003
Quantize Model Accuracy on Sample = 50.00%


Sample Label      = 27661288
Sample Prediction = 27616288
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 78901789
Sample Prediction = 7851708
Quantize Model Accuracy on Sample = 37.50%


Sample Label      = 77829712
Sample Prediction = 77972712
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 78666643
Sample Prediction = 76666633
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 12345678
Sample Prediction = 1554677
Quantize Model Accuracy on Sample = 37.50%


Sample Label      = 54006620
Sample Prediction = 5460620
Quantize Model Accuracy on Sample = 50.00%


Sample Label      = 12356781
Sample Prediction = 13516871
Quantize Model Accuracy on Sample = 37.50%


Sample Label      = 49213305
Sample Prediction = 49123005
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 80134789
Sample Prediction = 5014789
Quantize Model Accuracy on Sample = 25.00%


Sample Label      = 64172650
Sample Prediction = 64276200
Quantize Model Accuracy on Sample = 50.00%


Quantize Model Average Loss Value for Val Data is = 2.1449

self.trainer_params.reduce_bidirectional:SUM

PTQ: FLOAT_5_E3
direct quantization finish
Sample Label      = 85665781
Sample Prediction = 85665781
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 38032512
Sample Prediction = 38002612
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 74930663
Sample Prediction = 74430662
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 81803372
Sample Prediction = 11803372
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 88349275
Sample Prediction = 83393575
Quantize Model Accuracy on Sample = 50.00%


Sample Label      = 33513761
Sample Prediction = 33336761
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 91725990
Sample Prediction = 91725990
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 62081535
Sample Prediction = 62011335
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 71127400
Sample Prediction = 71114400
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 47595849
Sample Prediction = 47555949
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 71562228
Sample Prediction = 71556228
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 97215146
Sample Prediction = 97215146
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 78634097
Sample Prediction = 78634097
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 56789012
Sample Prediction = 56789012
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 38729658
Sample Prediction = 38776658
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 02788360
Sample Prediction = 02783360
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 86904061
Sample Prediction = 86600068
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 43782443
Sample Prediction = 43772443
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 45678901
Sample Prediction = 45678901
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 60450318
Sample Prediction = 60430318
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 64399097
Sample Prediction = 64396097
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 23213972
Sample Prediction = 23122972
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 01234567
Sample Prediction = 01234567
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 15993724
Sample Prediction = 15993324
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 10178901
Sample Prediction = 10178401
Quantize Model Accuracy on Sample = 87.50%


Quantize Model Average Loss Value for Val Data is = 0.7549

self.trainer_params.reduce_bidirectional:SUM

PTQ: FLOAT_6_E1
direct quantization finish
Sample Label      = 71121533
Sample Prediction = 71111333
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 45988376
Sample Prediction = 45988376
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 21322930
Sample Prediction = 21223938
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 28372417
Sample Prediction = 28622417
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 63502090
Sample Prediction = 63506290
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 81971175
Sample Prediction = 61771175
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 90385360
Sample Prediction = 90538380
Quantize Model Accuracy on Sample = 50.00%


Sample Label      = 23611893
Sample Prediction = 23111183
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 21438399
Sample Prediction = 21433399
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 71460403
Sample Prediction = 71466005
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 39492515
Sample Prediction = 29435515
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 99361146
Sample Prediction = 99636146
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 87477398
Sample Prediction = 84777398
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 24846501
Sample Prediction = 24856501
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 64762209
Sample Prediction = 64072209
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 23456789
Sample Prediction = 26456788
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 34567890
Sample Prediction = 34568890
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 15009534
Sample Prediction = 15000334
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 90671239
Sample Prediction = 90172239
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 41866460
Sample Prediction = 41684460
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 34859690
Sample Prediction = 35486690
Quantize Model Accuracy on Sample = 50.00%


Sample Label      = 78901234
Sample Prediction = 79901234
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 69499623
Sample Prediction = 64666923
Quantize Model Accuracy on Sample = 37.50%


Sample Label      = 61780926
Sample Prediction = 61272226
Quantize Model Accuracy on Sample = 50.00%


Sample Label      = 47019287
Sample Prediction = 44108287
Quantize Model Accuracy on Sample = 50.00%


Quantize Model Average Loss Value for Val Data is = 1.3091

self.trainer_params.reduce_bidirectional:SUM

PTQ: FLOAT_6_E2
direct quantization finish
Sample Label      = 17423512
Sample Prediction = 17411112
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 22927359
Sample Prediction = 29277559
Quantize Model Accuracy on Sample = 50.00%


Sample Label      = 02914747
Sample Prediction = 07919747
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 17582622
Sample Prediction = 17582222
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 70431987
Sample Prediction = 70431987
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 81971175
Sample Prediction = 81911775
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 58306273
Sample Prediction = 58306073
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 74729308
Sample Prediction = 74729308
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 70669483
Sample Prediction = 70468933
Quantize Model Accuracy on Sample = 50.00%


Sample Label      = 70911675
Sample Prediction = 70916075
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 97008959
Sample Prediction = 97008559
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 97211674
Sample Prediction = 97116674
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 47654199
Sample Prediction = 47461499
Quantize Model Accuracy on Sample = 50.00%


Sample Label      = 12989526
Sample Prediction = 12999226
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 60020123
Sample Prediction = 60021623
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 48575783
Sample Prediction = 48577733
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 97958626
Sample Prediction = 97588266
Quantize Model Accuracy on Sample = 50.00%


Sample Label      = 98410609
Sample Prediction = 98140049
Quantize Model Accuracy on Sample = 50.00%


Sample Label      = 55998291
Sample Prediction = 55999291
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 60450318
Sample Prediction = 60450118
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 54006620
Sample Prediction = 54006600
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 51081672
Sample Prediction = 51081672
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 01234567
Sample Prediction = 01234567
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 45678910
Sample Prediction = 45878910
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 23612952
Sample Prediction = 23661952
Quantize Model Accuracy on Sample = 75.00%


Quantize Model Average Loss Value for Val Data is = 1.1618

self.trainer_params.reduce_bidirectional:SUM

PTQ: FLOAT_6_E3
direct quantization finish
Sample Label      = 40274330
Sample Prediction = 40274330
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 69137833
Sample Prediction = 69137833
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 13107703
Sample Prediction = 13100703
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 50447934
Sample Prediction = 50547934
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 43235688
Sample Prediction = 47325688
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 39711704
Sample Prediction = 39717004
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 96138125
Sample Prediction = 46131125
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 32337340
Sample Prediction = 32337340
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 87014211
Sample Prediction = 87014211
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 76230285
Sample Prediction = 76230255
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 62393802
Sample Prediction = 62338802
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 04528283
Sample Prediction = 04522283
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 13962128
Sample Prediction = 13016628
Quantize Model Accuracy on Sample = 50.00%


Sample Label      = 89012345
Sample Prediction = 80012345
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 46125079
Sample Prediction = 46120079
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 67891265
Sample Prediction = 67881565
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 86904061
Sample Prediction = 86904061
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 20604060
Sample Prediction = 20004000
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 49889098
Sample Prediction = 49888098
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 85650201
Sample Prediction = 85550601
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 78901234
Sample Prediction = 78901234
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 42898714
Sample Prediction = 42888714
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 39497387
Sample Prediction = 39437987
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 61758629
Sample Prediction = 61758629
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 47019287
Sample Prediction = 47018287
Quantize Model Accuracy on Sample = 87.50%


Quantize Model Average Loss Value for Val Data is = 0.4775

self.trainer_params.reduce_bidirectional:SUM

PTQ: FLOAT_6_E4
direct quantization finish
Sample Label      = 61621928
Sample Prediction = 61119928
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 21825488
Sample Prediction = 21885448
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 31952735
Sample Prediction = 31552335
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 84550385
Sample Prediction = 84535085
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 83826507
Sample Prediction = 83826507
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 62211111
Sample Prediction = 62121111
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 95527460
Sample Prediction = 95527460
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 23631426
Sample Prediction = 23366426
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 22212378
Sample Prediction = 22212378
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 02264439
Sample Prediction = 02264439
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 10011621
Sample Prediction = 10006121
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 06128798
Sample Prediction = 01128798
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 41856283
Sample Prediction = 41856683
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 30123456
Sample Prediction = 30123456
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 46125079
Sample Prediction = 46120079
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 27661288
Sample Prediction = 27661288
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 47897303
Sample Prediction = 47873303
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 37699484
Sample Prediction = 37699884
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 23456123
Sample Prediction = 23451623
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 12356789
Sample Prediction = 82356789
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 68742970
Sample Prediction = 68742970
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 90123456
Sample Prediction = 90123456
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 34567890
Sample Prediction = 34567890
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 94362253
Sample Prediction = 94362253
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 71917140
Sample Prediction = 71727140
Quantize Model Accuracy on Sample = 75.00%


Quantize Model Average Loss Value for Val Data is = 0.6017

self.trainer_params.reduce_bidirectional:SUM

PTQ: FLOAT_7_E1
direct quantization finish
Sample Label      = 61952544
Sample Prediction = 61592544
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 16471942
Sample Prediction = 11411442
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 02914747
Sample Prediction = 07919747
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 35865763
Sample Prediction = 33866723
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 51758088
Sample Prediction = 51235888
Quantize Model Accuracy on Sample = 50.00%


Sample Label      = 49192179
Sample Prediction = 44117179
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 81535055
Sample Prediction = 81535053
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 06926271
Sample Prediction = 05972271
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 70669483
Sample Prediction = 70666983
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 78085711
Sample Prediction = 78007711
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 51854706
Sample Prediction = 51854705
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 08160734
Sample Prediction = 01167739
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 34111560
Sample Prediction = 31111560
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 70123450
Sample Prediction = 70123450
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 11588632
Sample Prediction = 11858632
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 59984106
Sample Prediction = 59944106
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 90123456
Sample Prediction = 90123456
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 93769245
Sample Prediction = 93396245
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 90481406
Sample Prediction = 90681406
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 96926212
Sample Prediction = 98622212
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 34569013
Sample Prediction = 34559013
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 86415565
Sample Prediction = 86441565
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 19011350
Sample Prediction = 19011150
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 34491407
Sample Prediction = 34441407
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 29571716
Sample Prediction = 59207716
Quantize Model Accuracy on Sample = 50.00%


Quantize Model Average Loss Value for Val Data is = 0.7570

self.trainer_params.reduce_bidirectional:SUM

PTQ: FLOAT_7_E2
direct quantization finish
Sample Label      = 61952544
Sample Prediction = 65922444
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 17065438
Sample Prediction = 17065422
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 86326766
Sample Prediction = 85626766
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 21587024
Sample Prediction = 01510044
Quantize Model Accuracy on Sample = 50.00%


Sample Label      = 63220892
Sample Prediction = 63220892
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 25576468
Sample Prediction = 25576408
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 86251484
Sample Prediction = 86211884
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 92679786
Sample Prediction = 92687786
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 04784989
Sample Prediction = 04784881
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 21667114
Sample Prediction = 21666144
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 57185190
Sample Prediction = 57153130
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 57669963
Sample Prediction = 57619963
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 12849937
Sample Prediction = 12899927
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 40104796
Sample Prediction = 40100796
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 90384481
Sample Prediction = 90384411
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 12359691
Sample Prediction = 12399691
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 47897303
Sample Prediction = 57899003
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 15009534
Sample Prediction = 15009334
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 14968453
Sample Prediction = 14468453
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 49509700
Sample Prediction = 49509700
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 27921065
Sample Prediction = 27920665
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 51081672
Sample Prediction = 51081672
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 90123478
Sample Prediction = 90123478
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 41530830
Sample Prediction = 41530830
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 38147520
Sample Prediction = 38147520
Quantize Model Accuracy on Sample = 100.00%


Quantize Model Average Loss Value for Val Data is = 0.7616

self.trainer_params.reduce_bidirectional:SUM

PTQ: FLOAT_7_E3
direct quantization finish
Sample Label      = 18181850
Sample Prediction = 18881850
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 69137833
Sample Prediction = 69137833
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 10417964
Sample Prediction = 10417954
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 93214023
Sample Prediction = 93214023
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 51186524
Sample Prediction = 51886654
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 58609371
Sample Prediction = 58603391
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 17786593
Sample Prediction = 17786593
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 88468412
Sample Prediction = 88468812
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 99001884
Sample Prediction = 59001884
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 42728100
Sample Prediction = 42728100
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 18017207
Sample Prediction = 18017207
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 72200939
Sample Prediction = 72290939
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 34111560
Sample Prediction = 31111560
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 46104539
Sample Prediction = 46104339
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 40123456
Sample Prediction = 40123456
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 11295681
Sample Prediction = 11295681
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 12345690
Sample Prediction = 12345690
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 68856119
Sample Prediction = 68856119
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 78666643
Sample Prediction = 78666643
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 78901234
Sample Prediction = 78901234
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 49971190
Sample Prediction = 49979190
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 04852390
Sample Prediction = 04852290
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 89012345
Sample Prediction = 89012345
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 67810957
Sample Prediction = 67810957
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 01789688
Sample Prediction = 01789688
Quantize Model Accuracy on Sample = 100.00%


Quantize Model Average Loss Value for Val Data is = 0.4231

self.trainer_params.reduce_bidirectional:SUM

PTQ: FLOAT_7_E4
direct quantization finish
Sample Label      = 81051315
Sample Prediction = 81052115
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 08744796
Sample Prediction = 08747796
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 55873727
Sample Prediction = 55873727
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 36216113
Sample Prediction = 36211013
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 51186524
Sample Prediction = 51856654
Quantize Model Accuracy on Sample = 50.00%


Sample Label      = 28085914
Sample Prediction = 28083924
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 23121156
Sample Prediction = 23111156
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 88468412
Sample Prediction = 88468412
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 70433267
Sample Prediction = 70432667
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 82049962
Sample Prediction = 86044962
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 51854706
Sample Prediction = 51857705
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 90666367
Sample Prediction = 90666367
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 09686119
Sample Prediction = 09682619
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 46104539
Sample Prediction = 46104339
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 78901234
Sample Prediction = 78901234
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 23456789
Sample Prediction = 23456789
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 34789012
Sample Prediction = 34789012
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 68856119
Sample Prediction = 68856119
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 49889098
Sample Prediction = 49888098
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 14404901
Sample Prediction = 14409901
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 62389072
Sample Prediction = 62387072
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 47807069
Sample Prediction = 47807069
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 66827724
Sample Prediction = 66827224
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 00597172
Sample Prediction = 00577172
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 26841712
Sample Prediction = 26841712
Quantize Model Accuracy on Sample = 100.00%


Quantize Model Average Loss Value for Val Data is = 0.4205

self.trainer_params.reduce_bidirectional:SUM

PTQ: FLOAT_7_E5
direct quantization finish
Sample Label      = 15829204
Sample Prediction = 15829204
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 17065438
Sample Prediction = 17005432
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 83440883
Sample Prediction = 83448883
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 28372417
Sample Prediction = 28322417
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 94084529
Sample Prediction = 94004329
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 79533823
Sample Prediction = 79538823
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 87459251
Sample Prediction = 87459251
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 57844725
Sample Prediction = 57744725
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 52928468
Sample Prediction = 52932468
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 11011452
Sample Prediction = 11011452
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 22126887
Sample Prediction = 22166887
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 57669963
Sample Prediction = 57619963
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 89235594
Sample Prediction = 89235594
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 40104796
Sample Prediction = 40100796
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 60020123
Sample Prediction = 60011123
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 82131301
Sample Prediction = 82111301
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 97233920
Sample Prediction = 97233920
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 89235594
Sample Prediction = 89235594
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 94702340
Sample Prediction = 94703340
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 86102140
Sample Prediction = 86102140
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 64399097
Sample Prediction = 64396097
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 62209401
Sample Prediction = 62024401
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 80681791
Sample Prediction = 80611491
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 51869041
Sample Prediction = 51689041
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 84758532
Sample Prediction = 82758132
Quantize Model Accuracy on Sample = 75.00%


Quantize Model Average Loss Value for Val Data is = 0.6011

self.trainer_params.reduce_bidirectional:SUM

PTQ: FLOAT_8_E1
direct quantization finish
Sample Label      = 17696054
Sample Prediction = 17666054
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 90980460
Sample Prediction = 97500460
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 83440883
Sample Prediction = 53448883
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 36216113
Sample Prediction = 36212613
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 69871167
Sample Prediction = 69871167
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 00496822
Sample Prediction = 00416822
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 96138125
Sample Prediction = 96511125
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 03165815
Sample Prediction = 83615815
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 87634006
Sample Prediction = 80434000
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 97534749
Sample Prediction = 97533749
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 91020211
Sample Prediction = 91210211
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 94246787
Sample Prediction = 94246787
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 90114708
Sample Prediction = 90614708
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 34567890
Sample Prediction = 36567890
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 46173872
Sample Prediction = 46173872
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 88634699
Sample Prediction = 88664699
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 12345690
Sample Prediction = 12335690
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 50802788
Sample Prediction = 50882088
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 76829431
Sample Prediction = 76229431
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 23567890
Sample Prediction = 25567890
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 34569013
Sample Prediction = 34569013
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 93785647
Sample Prediction = 93785647
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 40387582
Sample Prediction = 40387882
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 78901235
Sample Prediction = 75901235
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 61409937
Sample Prediction = 66509937
Quantize Model Accuracy on Sample = 75.00%


Quantize Model Average Loss Value for Val Data is = 0.5946

self.trainer_params.reduce_bidirectional:SUM

PTQ: FLOAT_8_E2
direct quantization finish
Sample Label      = 85665781
Sample Prediction = 85655781
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 45988376
Sample Prediction = 45888376
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 79611248
Sample Prediction = 79611248
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 77787983
Sample Prediction = 77788983
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 15030314
Sample Prediction = 15003114
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 98710571
Sample Prediction = 98012071
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 54404397
Sample Prediction = 54403347
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 37077964
Sample Prediction = 37779069
Quantize Model Accuracy on Sample = 50.00%


Sample Label      = 70669483
Sample Prediction = 70662983
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 04108908
Sample Prediction = 04108408
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 97507488
Sample Prediction = 77507488
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 72860830
Sample Prediction = 72868330
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 21545586
Sample Prediction = 21545586
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 34567890
Sample Prediction = 36667890
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 56789012
Sample Prediction = 56789012
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 48852971
Sample Prediction = 48822971
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 34567890
Sample Prediction = 34567890
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 12345678
Sample Prediction = 12345678
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 84007243
Sample Prediction = 84007243
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 16011877
Sample Prediction = 11018877
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 15124924
Sample Prediction = 15124914
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 20917339
Sample Prediction = 20917339
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 38003415
Sample Prediction = 38035415
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 12345678
Sample Prediction = 12345678
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 29571716
Sample Prediction = 89797716
Quantize Model Accuracy on Sample = 50.00%


Quantize Model Average Loss Value for Val Data is = 0.6521

self.trainer_params.reduce_bidirectional:SUM

PTQ: FLOAT_8_E3
direct quantization finish
Sample Label      = 28268577
Sample Prediction = 28200877
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 19214292
Sample Prediction = 19242292
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 05781446
Sample Prediction = 05788446
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 79241452
Sample Prediction = 79244652
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 83826507
Sample Prediction = 83826507
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 64894863
Sample Prediction = 64848963
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 04975168
Sample Prediction = 04975568
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 40492901
Sample Prediction = 40452901
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 46123364
Sample Prediction = 46123364
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 01882835
Sample Prediction = 01382835
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 41377495
Sample Prediction = 41377495
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 07839346
Sample Prediction = 09839540
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 56789012
Sample Prediction = 56789012
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 94354815
Sample Prediction = 94354815
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 46125079
Sample Prediction = 46120079
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 02564300
Sample Prediction = 02554300
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 94219392
Sample Prediction = 99219392
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 45678901
Sample Prediction = 45678901
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 12692235
Sample Prediction = 12692355
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 60450318
Sample Prediction = 60450318
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 88714048
Sample Prediction = 88714048
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 23456780
Sample Prediction = 23456780
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 62313273
Sample Prediction = 62333273
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 78878460
Sample Prediction = 78887460
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 63998277
Sample Prediction = 63988277
Quantize Model Accuracy on Sample = 87.50%


Quantize Model Average Loss Value for Val Data is = 0.4079

self.trainer_params.reduce_bidirectional:SUM

PTQ: FLOAT_8_E4
direct quantization finish
Sample Label      = 09031642
Sample Prediction = 09021642
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 40821084
Sample Prediction = 40821284
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 79696374
Sample Prediction = 79636374
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 39611290
Sample Prediction = 39619290
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 00917878
Sample Prediction = 00912878
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 00467071
Sample Prediction = 00460071
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 17786593
Sample Prediction = 17786553
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 88468412
Sample Prediction = 88468812
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 07198755
Sample Prediction = 07198755
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 67639347
Sample Prediction = 67633997
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 39492515
Sample Prediction = 29435515
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 62981225
Sample Prediction = 62981825
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 83158274
Sample Prediction = 83158274
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 74274910
Sample Prediction = 74274910
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 15407601
Sample Prediction = 15406601
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 82172508
Sample Prediction = 82172508
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 97958626
Sample Prediction = 97958626
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 12345678
Sample Prediction = 12345678
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 72915132
Sample Prediction = 72911132
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 78921213
Sample Prediction = 78921213
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 09621010
Sample Prediction = 09622010
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 13012132
Sample Prediction = 13022132
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 69499623
Sample Prediction = 69496923
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 12347896
Sample Prediction = 12347896
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 38147520
Sample Prediction = 38147520
Quantize Model Accuracy on Sample = 100.00%


Quantize Model Average Loss Value for Val Data is = 0.3869

self.trainer_params.reduce_bidirectional:SUM

PTQ: FLOAT_8_E5
direct quantization finish
Sample Label      = 15829204
Sample Prediction = 15829204
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 63548339
Sample Prediction = 63345339
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 12671623
Sample Prediction = 12176623
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 28196409
Sample Prediction = 28196909
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 07529874
Sample Prediction = 77528774
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 00496822
Sample Prediction = 00416822
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 76689295
Sample Prediction = 76689295
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 33035592
Sample Prediction = 53035592
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 77638642
Sample Prediction = 77638642
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 53854520
Sample Prediction = 53354520
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 09754920
Sample Prediction = 09753960
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 91986642
Sample Prediction = 91896642
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 62111172
Sample Prediction = 12111172
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 00177959
Sample Prediction = 00177959
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 12345678
Sample Prediction = 12345678
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 07846493
Sample Prediction = 07896493
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 09688561
Sample Prediction = 09688561
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 43782443
Sample Prediction = 43782743
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 88301905
Sample Prediction = 88301905
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 50169329
Sample Prediction = 50169329
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 88714048
Sample Prediction = 88714048
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 28175573
Sample Prediction = 28155573
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 56789012
Sample Prediction = 56789012
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 93930010
Sample Prediction = 93933010
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 65628764
Sample Prediction = 65668764
Quantize Model Accuracy on Sample = 87.50%


Quantize Model Average Loss Value for Val Data is = 0.4203

self.trainer_params.reduce_bidirectional:SUM

PTQ: FLOAT_8_E6
direct quantization finish
Sample Label      = 29759264
Sample Prediction = 29535564
Quantize Model Accuracy on Sample = 50.00%


Sample Label      = 37671258
Sample Prediction = 37631558
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 54540836
Sample Prediction = 54453036
Quantize Model Accuracy on Sample = 50.00%


Sample Label      = 49918409
Sample Prediction = 43114409
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 93584240
Sample Prediction = 33584240
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 33513761
Sample Prediction = 33536761
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 46686686
Sample Prediction = 46686686
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 19530698
Sample Prediction = 19530698
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 10021660
Sample Prediction = 10001660
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 82049962
Sample Prediction = 86604462
Quantize Model Accuracy on Sample = 37.50%


Sample Label      = 38988682
Sample Prediction = 38938682
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 51781129
Sample Prediction = 51711129
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 28308789
Sample Prediction = 38308784
Quantize Model Accuracy on Sample = 75.00%


Sample Label      = 35424183
Sample Prediction = 35421183
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 38729658
Sample Prediction = 38726658
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 97437330
Sample Prediction = 97437330
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 19892355
Sample Prediction = 19892355
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 43733025
Sample Prediction = 43333025
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 12692235
Sample Prediction = 12692235
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 90123456
Sample Prediction = 90123456
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 34567890
Sample Prediction = 34567890
Quantize Model Accuracy on Sample = 100.00%


Sample Label      = 61250799
Sample Prediction = 61008799
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 49213305
Sample Prediction = 49213335
Quantize Model Accuracy on Sample = 87.50%


Sample Label      = 25594172
Sample Prediction = 25341172
Quantize Model Accuracy on Sample = 62.50%


Sample Label      = 26089435
Sample Prediction = 86008535
Quantize Model Accuracy on Sample = 50.00%


Quantize Model Average Loss Value for Val Data is = 0.6011

Job end at 2023-05-04 20:02:21
