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=========================TRAIN AT EPOCH=1=========================
STEP: 0 LOSS=2.47619485855 time: 0.051241644223531085
STEP: 100 LOSS=0.61194381856 time: 0.2432360092798869
STEP: 200 LOSS=0.38963340141 time: 0.42918662627538046
STEP: 300 LOSS=0.28796157627 time: 0.6211962978045146
STEP: 400 LOSS=0.23317083002 time: 0.8093102137247722
=========================DEV AT EPOCH=1===========================
============Eval Recognizer by Conlleval:============
PRE=67.12189 REC=76.79571 F1=71.63367
Best MODEL UPDATE FROM -inf to 71.63367413530563
Best Valid F1: EPOCH_NUM=1 F1_MAX=71.63367413530563
Best MODEL SAVED in ../checkpoints/2022-05-21 22_02_08/best_recognizer.pt
=========================TEST AT EPOCH=1==========================
============Eval Recognizer by Conlleval:============
PRE=65.09756 REC=75.67338 F1=69.98820
=========================TRAIN AT EPOCH=2=========================
STEP: 0 LOSS=0.02615798265 time: 0.0354900598526001
STEP: 100 LOSS=0.04824170809 time: 0.22677579720815022
STEP: 200 LOSS=0.04455496887 time: 0.4166021982828776
STEP: 300 LOSS=0.0427381026 time: 0.610071329275767
STEP: 400 LOSS=0.04209308596 time: 0.8020594596862793
=========================DEV AT EPOCH=2===========================
============Eval Recognizer by Conlleval:============
PRE=68.15328 REC=73.41418 F1=70.68598
Best Valid F1: EPOCH_NUM=1 F1_MAX=71.63367413530563
Best MODEL SAVED in ../checkpoints/2022-05-21 22_02_08/best_recognizer.pt
=========================TEST AT EPOCH=2==========================
============Eval Recognizer by Conlleval:============
PRE=67.44066 REC=74.11398 F1=70.62002
=========================TRAIN AT EPOCH=3=========================
STEP: 0 LOSS=0.02585237846 time: 0.03427682320276896
STEP: 100 LOSS=0.02989413393 time: 0.22677446603775026
STEP: 200 LOSS=0.02706071169 time: 0.41609930992126465
STEP: 300 LOSS=0.02633669655 time: 0.6058531602223715
STEP: 400 LOSS=0.02696006612 time: 0.7968822797139485
=========================DEV AT EPOCH=3===========================
============Eval Recognizer by Conlleval:============
PRE=69.14938 REC=77.72854 F1=73.18841
Best MODEL UPDATE FROM 71.63367413530563 to 73.18840579710144
Best Valid F1: EPOCH_NUM=3 F1_MAX=73.18840579710144
Best MODEL SAVED in ../checkpoints/2022-05-21 22_02_08/best_recognizer.pt
=========================TEST AT EPOCH=3==========================
============Eval Recognizer by Conlleval:============
PRE=68.68938 REC=78.31018 F1=73.18495
=========================TRAIN AT EPOCH=4=========================
STEP: 0 LOSS=0.00371691515 time: 0.03300612767537435
STEP: 100 LOSS=0.02012459502 time: 0.22274587551752725
STEP: 200 LOSS=0.01873534614 time: 0.4130683104197184
STEP: 300 LOSS=0.01804120355 time: 0.6071039756139119
STEP: 400 LOSS=0.01861718406 time: 0.7990962624549866
=========================DEV AT EPOCH=4===========================
============Eval Recognizer by Conlleval:============
PRE=70.11420 REC=75.88619 F1=72.88610
Best Valid F1: EPOCH_NUM=3 F1_MAX=73.18840579710144
Best MODEL SAVED in ../checkpoints/2022-05-21 22_02_08/best_recognizer.pt
=========================TEST AT EPOCH=4==========================
============Eval Recognizer by Conlleval:============
PRE=70.41160 REC=77.11936 F1=73.61299
=========================TRAIN AT EPOCH=5=========================
STEP: 0 LOSS=0.00257548387 time: 0.03018555243810018
STEP: 100 LOSS=0.01650035558 time: 0.21840983231862385
STEP: 200 LOSS=0.01493306535 time: 0.4072717865308126
STEP: 300 LOSS=0.0147687235 time: 0.6034731944402059
STEP: 400 LOSS=0.01445978833 time: 0.7946957945823669
=========================DEV AT EPOCH=5===========================
============Eval Recognizer by Conlleval:============
PRE=72.44146 REC=77.91511 F1=75.07865
Best MODEL UPDATE FROM 73.18840579710144 to 75.07865168539325
Best Valid F1: EPOCH_NUM=5 F1_MAX=75.07865168539325
Best MODEL SAVED in ../checkpoints/2022-05-21 22_02_08/best_recognizer.pt
=========================TEST AT EPOCH=5==========================
============Eval Recognizer by Conlleval:============
PRE=72.46453 REC=78.19677 F1=75.22160