training epochs started 2022-08-15-23-11-42-290077
Evaluate data in 0.18 seconds!
Evaluate data in 0.14 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.21978, pre=0.162722, rec=0.338462
Evaluation on dev at Epoch 1/100. Step:171/17100: 
SpanFPreRecMetric: f=0.21978, pre=0.162722, rec=0.338462

Evaluate data in 0.18 seconds!
Evaluate data in 0.15 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.522675, pre=0.522273, rec=0.523077
Evaluation on dev at Epoch 2/100. Step:342/17100: 
SpanFPreRecMetric: f=0.522675, pre=0.522273, rec=0.523077

Evaluate data in 0.2 seconds!
Evaluate data in 0.19 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.598266, pre=0.564033, rec=0.636923
Evaluation on dev at Epoch 3/100. Step:513/17100: 
SpanFPreRecMetric: f=0.598266, pre=0.564033, rec=0.636923

Evaluate data in 0.18 seconds!
Evaluate data in 0.14 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.570101, pre=0.574103, rec=0.566154
Evaluation on dev at Epoch 4/100. Step:684/17100: 
SpanFPreRecMetric: f=0.570101, pre=0.574103, rec=0.566154

Evaluate data in 0.18 seconds!
Evaluate data in 0.14 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.626907, pre=0.570707, rec=0.695385
Evaluation on dev at Epoch 5/100. Step:855/17100: 
SpanFPreRecMetric: f=0.626907, pre=0.570707, rec=0.695385

Evaluate data in 0.18 seconds!
Evaluate data in 0.15 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.725341, pre=0.715569, rec=0.735385
Evaluation on dev at Epoch 6/100. Step:1026/17100: 
SpanFPreRecMetric: f=0.725341, pre=0.715569, rec=0.735385

Evaluate data in 0.17 seconds!
Evaluate data in 0.14 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.715042, pre=0.702823, rec=0.727692
Evaluation on dev at Epoch 7/100. Step:1197/17100: 
SpanFPreRecMetric: f=0.715042, pre=0.702823, rec=0.727692

Evaluate data in 0.18 seconds!
Evaluate data in 0.14 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.77053, pre=0.76876, rec=0.772308
Evaluation on dev at Epoch 8/100. Step:1368/17100: 
SpanFPreRecMetric: f=0.77053, pre=0.76876, rec=0.772308

Evaluate data in 0.18 seconds!
Evaluate data in 0.14 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.745399, pre=0.743119, rec=0.747692
Evaluation on dev at Epoch 9/100. Step:1539/17100: 
SpanFPreRecMetric: f=0.745399, pre=0.743119, rec=0.747692

Evaluate data in 0.18 seconds!
Evaluate data in 0.14 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.752537, pre=0.763867, rec=0.741538
Evaluation on dev at Epoch 10/100. Step:1710/17100: 
SpanFPreRecMetric: f=0.752537, pre=0.763867, rec=0.741538

Evaluate data in 0.18 seconds!
Evaluate data in 0.15 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.745427, pre=0.738671, rec=0.752308
Evaluation on dev at Epoch 11/100. Step:1881/17100: 
SpanFPreRecMetric: f=0.745427, pre=0.738671, rec=0.752308

Evaluate data in 0.18 seconds!
Evaluate data in 0.18 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.7053, pre=0.652288, rec=0.767692
Evaluation on dev at Epoch 12/100. Step:2052/17100: 
SpanFPreRecMetric: f=0.7053, pre=0.652288, rec=0.767692

Evaluate data in 0.18 seconds!
Evaluate data in 0.14 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.730328, pre=0.725341, rec=0.735385
Evaluation on dev at Epoch 13/100. Step:2223/17100: 
SpanFPreRecMetric: f=0.730328, pre=0.725341, rec=0.735385

Evaluate data in 0.19 seconds!
Evaluate data in 0.15 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.781425, pre=0.814691, rec=0.750769
Evaluation on dev at Epoch 14/100. Step:2394/17100: 
SpanFPreRecMetric: f=0.781425, pre=0.814691, rec=0.750769

Evaluate data in 0.18 seconds!
Evaluate data in 0.14 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.769939, pre=0.767584, rec=0.772308
Evaluation on dev at Epoch 15/100. Step:2565/17100: 
SpanFPreRecMetric: f=0.769939, pre=0.767584, rec=0.772308

Evaluate data in 0.18 seconds!
Evaluate data in 0.14 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.808188, pre=0.796712, rec=0.82
Evaluation on dev at Epoch 16/100. Step:2736/17100: 
SpanFPreRecMetric: f=0.808188, pre=0.796712, rec=0.82

Evaluate data in 0.18 seconds!
Evaluate data in 0.15 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.768293, pre=0.761329, rec=0.775385
Evaluation on dev at Epoch 17/100. Step:2907/17100: 
SpanFPreRecMetric: f=0.768293, pre=0.761329, rec=0.775385

Evaluate data in 0.18 seconds!
Evaluate data in 0.15 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.826122, pre=0.88, rec=0.778462
Evaluation on dev at Epoch 18/100. Step:3078/17100: 
SpanFPreRecMetric: f=0.826122, pre=0.88, rec=0.778462

Evaluate data in 0.18 seconds!
Evaluate data in 0.19 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.758511, pre=0.781403, rec=0.736923
Evaluation on dev at Epoch 19/100. Step:3249/17100: 
SpanFPreRecMetric: f=0.758511, pre=0.781403, rec=0.736923

Evaluate data in 0.18 seconds!
Evaluate data in 0.14 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.80937, pre=0.852041, rec=0.770769
Evaluation on dev at Epoch 20/100. Step:3420/17100: 
SpanFPreRecMetric: f=0.80937, pre=0.852041, rec=0.770769

Evaluate data in 0.18 seconds!
Evaluate data in 0.18 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.766929, pre=0.785484, rec=0.749231
Evaluation on dev at Epoch 21/100. Step:3591/17100: 
SpanFPreRecMetric: f=0.766929, pre=0.785484, rec=0.749231

Evaluate data in 0.18 seconds!
Evaluate data in 0.18 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.795312, pre=0.807937, rec=0.783077
Evaluation on dev at Epoch 22/100. Step:3762/17100: 
SpanFPreRecMetric: f=0.795312, pre=0.807937, rec=0.783077

Evaluate data in 0.18 seconds!
Evaluate data in 0.14 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.759576, pre=0.807626, rec=0.716923
Evaluation on dev at Epoch 23/100. Step:3933/17100: 
SpanFPreRecMetric: f=0.759576, pre=0.807626, rec=0.716923

Evaluate data in 0.18 seconds!
Evaluate data in 0.19 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.784666, pre=0.835069, rec=0.74
Evaluation on dev at Epoch 24/100. Step:4104/17100: 
SpanFPreRecMetric: f=0.784666, pre=0.835069, rec=0.74

Evaluate data in 0.18 seconds!
Evaluate data in 0.15 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.806349, pre=0.832787, rec=0.781538
Evaluation on dev at Epoch 25/100. Step:4275/17100: 
SpanFPreRecMetric: f=0.806349, pre=0.832787, rec=0.781538

Evaluate data in 0.18 seconds!
Evaluate data in 0.19 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.75425, pre=0.757764, rec=0.750769
Evaluation on dev at Epoch 26/100. Step:4446/17100: 
SpanFPreRecMetric: f=0.75425, pre=0.757764, rec=0.750769

Evaluate data in 0.18 seconds!
Evaluate data in 0.14 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.825345, pre=0.874355, rec=0.781538
Evaluation on dev at Epoch 27/100. Step:4617/17100: 
SpanFPreRecMetric: f=0.825345, pre=0.874355, rec=0.781538

Evaluate data in 0.18 seconds!
Evaluate data in 0.17 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.82504, pre=0.862416, rec=0.790769
Evaluation on dev at Epoch 28/100. Step:4788/17100: 
SpanFPreRecMetric: f=0.82504, pre=0.862416, rec=0.790769

Evaluate data in 0.18 seconds!
Evaluate data in 0.18 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.791602, pre=0.800314, rec=0.783077
Evaluation on dev at Epoch 29/100. Step:4959/17100: 
SpanFPreRecMetric: f=0.791602, pre=0.800314, rec=0.783077

Evaluate data in 0.18 seconds!
Evaluate data in 0.14 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.773083, pre=0.786624, rec=0.76
Evaluation on dev at Epoch 30/100. Step:5130/17100: 
SpanFPreRecMetric: f=0.773083, pre=0.786624, rec=0.76

Evaluate data in 0.22 seconds!
Evaluate data in 0.14 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.800618, pre=0.804348, rec=0.796923
Evaluation on dev at Epoch 31/100. Step:5301/17100: 
SpanFPreRecMetric: f=0.800618, pre=0.804348, rec=0.796923

Evaluate data in 0.18 seconds!
Evaluate data in 0.15 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.787402, pre=0.806452, rec=0.769231
Evaluation on dev at Epoch 32/100. Step:5472/17100: 
SpanFPreRecMetric: f=0.787402, pre=0.806452, rec=0.769231

Evaluate data in 0.18 seconds!
Evaluate data in 0.14 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.785546, pre=0.802568, rec=0.769231
Evaluation on dev at Epoch 33/100. Step:5643/17100: 
SpanFPreRecMetric: f=0.785546, pre=0.802568, rec=0.769231

Evaluate data in 0.18 seconds!
Evaluate data in 0.14 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.790335, pre=0.800948, rec=0.78
Evaluation on dev at Epoch 34/100. Step:5814/17100: 
SpanFPreRecMetric: f=0.790335, pre=0.800948, rec=0.78

Evaluate data in 0.19 seconds!
Evaluate data in 0.14 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.818331, pre=0.874126, rec=0.769231
Evaluation on dev at Epoch 35/100. Step:5985/17100: 
SpanFPreRecMetric: f=0.818331, pre=0.874126, rec=0.769231

Evaluate data in 0.18 seconds!
Evaluate data in 0.15 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.835869, pre=0.871452, rec=0.803077
Evaluation on dev at Epoch 36/100. Step:6156/17100: 
SpanFPreRecMetric: f=0.835869, pre=0.871452, rec=0.803077

Evaluate data in 0.18 seconds!
Evaluate data in 0.14 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.81215, pre=0.845258, rec=0.781538
Evaluation on dev at Epoch 37/100. Step:6327/17100: 
SpanFPreRecMetric: f=0.81215, pre=0.845258, rec=0.781538

Evaluate data in 0.18 seconds!
Evaluate data in 0.18 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.794349, pre=0.810897, rec=0.778462
Evaluation on dev at Epoch 38/100. Step:6498/17100: 
SpanFPreRecMetric: f=0.794349, pre=0.810897, rec=0.778462

Evaluate data in 0.18 seconds!
Evaluate data in 0.14 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.792807, pre=0.806041, rec=0.78
Evaluation on dev at Epoch 39/100. Step:6669/17100: 
SpanFPreRecMetric: f=0.792807, pre=0.806041, rec=0.78

Evaluate data in 0.18 seconds!
Evaluate data in 0.14 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.800633, pre=0.824104, rec=0.778462
Evaluation on dev at Epoch 40/100. Step:6840/17100: 
SpanFPreRecMetric: f=0.800633, pre=0.824104, rec=0.778462

Evaluate data in 0.18 seconds!
Evaluate data in 0.18 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.779061, pre=0.779661, rec=0.778462
Evaluation on dev at Epoch 41/100. Step:7011/17100: 
SpanFPreRecMetric: f=0.779061, pre=0.779661, rec=0.778462

Evaluate data in 0.18 seconds!
Evaluate data in 0.14 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.791798, pre=0.812298, rec=0.772308
Evaluation on dev at Epoch 42/100. Step:7182/17100: 
SpanFPreRecMetric: f=0.791798, pre=0.812298, rec=0.772308

Evaluate data in 0.18 seconds!
Evaluate data in 0.14 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.801556, pre=0.811024, rec=0.792308
Evaluation on dev at Epoch 43/100. Step:7353/17100: 
SpanFPreRecMetric: f=0.801556, pre=0.811024, rec=0.792308

Evaluate data in 0.19 seconds!
Evaluate data in 0.14 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.838969, pre=0.880068, rec=0.801538
Evaluation on dev at Epoch 44/100. Step:7524/17100: 
SpanFPreRecMetric: f=0.838969, pre=0.880068, rec=0.801538

Evaluate data in 0.18 seconds!
Evaluate data in 0.18 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.846704, pre=0.875205, rec=0.82
Evaluation on dev at Epoch 45/100. Step:7695/17100: 
SpanFPreRecMetric: f=0.846704, pre=0.875205, rec=0.82

Evaluate data in 0.19 seconds!
Evaluate data in 0.14 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.786092, pre=0.77266, rec=0.8
Evaluation on dev at Epoch 46/100. Step:7866/17100: 
SpanFPreRecMetric: f=0.786092, pre=0.77266, rec=0.8

Evaluate data in 0.19 seconds!
Evaluate data in 0.14 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.821372, pre=0.852649, rec=0.792308
Evaluation on dev at Epoch 47/100. Step:8037/17100: 
SpanFPreRecMetric: f=0.821372, pre=0.852649, rec=0.792308

Evaluate data in 0.18 seconds!
Evaluate data in 0.19 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.810518, pre=0.81493, rec=0.806154
Evaluation on dev at Epoch 48/100. Step:8208/17100: 
SpanFPreRecMetric: f=0.810518, pre=0.81493, rec=0.806154

Evaluate data in 0.18 seconds!
Evaluate data in 0.14 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.795682, pre=0.797527, rec=0.793846
Evaluation on dev at Epoch 49/100. Step:8379/17100: 
SpanFPreRecMetric: f=0.795682, pre=0.797527, rec=0.793846

Evaluate data in 0.18 seconds!
Evaluate data in 0.18 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.799378, pre=0.808176, rec=0.790769
Evaluation on dev at Epoch 50/100. Step:8550/17100: 
SpanFPreRecMetric: f=0.799378, pre=0.808176, rec=0.790769

Evaluate data in 0.18 seconds!
Evaluate data in 0.14 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.800613, pre=0.798165, rec=0.803077
Evaluation on dev at Epoch 51/100. Step:8721/17100: 
SpanFPreRecMetric: f=0.800613, pre=0.798165, rec=0.803077

Evaluate data in 0.18 seconds!
Evaluate data in 0.18 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.811178, pre=0.796736, rec=0.826154
Evaluation on dev at Epoch 52/100. Step:8892/17100: 
SpanFPreRecMetric: f=0.811178, pre=0.796736, rec=0.826154

Evaluate data in 0.18 seconds!
Evaluate data in 0.14 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.855096, pre=0.886139, rec=0.826154
Evaluation on dev at Epoch 53/100. Step:9063/17100: 
SpanFPreRecMetric: f=0.855096, pre=0.886139, rec=0.826154

Evaluate data in 0.18 seconds!
Evaluate data in 0.14 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.800919, pre=0.797256, rec=0.804615
Evaluation on dev at Epoch 54/100. Step:9234/17100: 
SpanFPreRecMetric: f=0.800919, pre=0.797256, rec=0.804615

Evaluate data in 0.18 seconds!
Evaluate data in 0.18 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.809598, pre=0.814642, rec=0.804615
Evaluation on dev at Epoch 55/100. Step:9405/17100: 
SpanFPreRecMetric: f=0.809598, pre=0.814642, rec=0.804615

Evaluate data in 0.18 seconds!
Evaluate data in 0.18 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.809748, pre=0.827974, rec=0.792308
Evaluation on dev at Epoch 56/100. Step:9576/17100: 
SpanFPreRecMetric: f=0.809748, pre=0.827974, rec=0.792308

Evaluate data in 0.18 seconds!
Evaluate data in 0.14 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.819411, pre=0.848435, rec=0.792308
Evaluation on dev at Epoch 57/100. Step:9747/17100: 
SpanFPreRecMetric: f=0.819411, pre=0.848435, rec=0.792308

Evaluate data in 0.18 seconds!
Evaluate data in 0.14 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.831746, pre=0.859016, rec=0.806154
Evaluation on dev at Epoch 58/100. Step:9918/17100: 
SpanFPreRecMetric: f=0.831746, pre=0.859016, rec=0.806154

Evaluate data in 0.24 seconds!
Evaluate data in 0.15 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.813772, pre=0.828025, rec=0.8
Evaluation on dev at Epoch 59/100. Step:10089/17100: 
SpanFPreRecMetric: f=0.813772, pre=0.828025, rec=0.8

Evaluate data in 0.18 seconds!
Evaluate data in 0.14 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.809148, pre=0.830097, rec=0.789231
Evaluation on dev at Epoch 60/100. Step:10260/17100: 
SpanFPreRecMetric: f=0.809148, pre=0.830097, rec=0.789231

Evaluate data in 0.18 seconds!
Evaluate data in 0.15 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.804382, pre=0.818471, rec=0.790769
Evaluation on dev at Epoch 61/100. Step:10431/17100: 
SpanFPreRecMetric: f=0.804382, pre=0.818471, rec=0.790769

Evaluate data in 0.18 seconds!
Evaluate data in 0.18 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.848533, pre=0.875614, rec=0.823077
Evaluation on dev at Epoch 62/100. Step:10602/17100: 
SpanFPreRecMetric: f=0.848533, pre=0.875614, rec=0.823077

Evaluate data in 0.18 seconds!
Evaluate data in 0.14 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.829721, pre=0.834891, rec=0.824615
Evaluation on dev at Epoch 63/100. Step:10773/17100: 
SpanFPreRecMetric: f=0.829721, pre=0.834891, rec=0.824615

Evaluate data in 0.18 seconds!
Evaluate data in 0.14 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.790447, pre=0.791667, rec=0.789231
Evaluation on dev at Epoch 64/100. Step:10944/17100: 
SpanFPreRecMetric: f=0.790447, pre=0.791667, rec=0.789231

Evaluate data in 0.19 seconds!
Evaluate data in 0.14 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.795827, pre=0.771676, rec=0.821538
Evaluation on dev at Epoch 65/100. Step:11115/17100: 
SpanFPreRecMetric: f=0.795827, pre=0.771676, rec=0.821538

Evaluate data in 0.18 seconds!
Evaluate data in 0.15 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.830522, pre=0.868908, rec=0.795385
Evaluation on dev at Epoch 66/100. Step:11286/17100: 
SpanFPreRecMetric: f=0.830522, pre=0.868908, rec=0.795385

Evaluate data in 0.18 seconds!
Evaluate data in 0.14 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.810167, pre=0.837438, rec=0.784615
Evaluation on dev at Epoch 67/100. Step:11457/17100: 
SpanFPreRecMetric: f=0.810167, pre=0.837438, rec=0.784615

Evaluate data in 0.18 seconds!
Evaluate data in 0.14 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.83758, pre=0.867987, rec=0.809231
Evaluation on dev at Epoch 68/100. Step:11628/17100: 
SpanFPreRecMetric: f=0.83758, pre=0.867987, rec=0.809231

Evaluate data in 0.18 seconds!
Evaluate data in 0.14 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.844269, pre=0.868293, rec=0.821538
Evaluation on dev at Epoch 69/100. Step:11799/17100: 
SpanFPreRecMetric: f=0.844269, pre=0.868293, rec=0.821538

Evaluate data in 0.18 seconds!
Evaluate data in 0.19 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.830794, pre=0.867672, rec=0.796923
Evaluation on dev at Epoch 70/100. Step:11970/17100: 
SpanFPreRecMetric: f=0.830794, pre=0.867672, rec=0.796923

Evaluate data in 0.18 seconds!
Evaluate data in 0.14 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.860427, pre=0.922535, rec=0.806154
Evaluation on dev at Epoch 71/100. Step:12141/17100: 
SpanFPreRecMetric: f=0.860427, pre=0.922535, rec=0.806154

Evaluate data in 0.18 seconds!
Evaluate data in 0.14 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.822027, pre=0.854063, rec=0.792308
Evaluation on dev at Epoch 72/100. Step:12312/17100: 
SpanFPreRecMetric: f=0.822027, pre=0.854063, rec=0.792308

Evaluate data in 0.18 seconds!
Evaluate data in 0.14 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.845361, pre=0.87234, rec=0.82
Evaluation on dev at Epoch 73/100. Step:12483/17100: 
SpanFPreRecMetric: f=0.845361, pre=0.87234, rec=0.82

Evaluate data in 0.18 seconds!
Evaluate data in 0.19 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.828958, pre=0.85832, rec=0.801538
Evaluation on dev at Epoch 74/100. Step:12654/17100: 
SpanFPreRecMetric: f=0.828958, pre=0.85832, rec=0.801538

Evaluate data in 0.18 seconds!
Evaluate data in 0.18 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.816653, pre=0.851419, rec=0.784615
Evaluation on dev at Epoch 75/100. Step:12825/17100: 
SpanFPreRecMetric: f=0.816653, pre=0.851419, rec=0.784615

Evaluate data in 0.18 seconds!
Evaluate data in 0.14 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.841091, pre=0.879195, rec=0.806154
Evaluation on dev at Epoch 76/100. Step:12996/17100: 
SpanFPreRecMetric: f=0.841091, pre=0.879195, rec=0.806154

Evaluate data in 0.18 seconds!
Evaluate data in 0.18 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.779817, pre=0.775076, rec=0.784615
Evaluation on dev at Epoch 77/100. Step:13167/17100: 
SpanFPreRecMetric: f=0.779817, pre=0.775076, rec=0.784615

Evaluate data in 0.18 seconds!
Evaluate data in 0.14 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.799062, pre=0.812401, rec=0.786154
Evaluation on dev at Epoch 78/100. Step:13338/17100: 
SpanFPreRecMetric: f=0.799062, pre=0.812401, rec=0.786154

Evaluate data in 0.18 seconds!
Evaluate data in 0.14 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.803366, pre=0.799087, rec=0.807692
Evaluation on dev at Epoch 79/100. Step:13509/17100: 
SpanFPreRecMetric: f=0.803366, pre=0.799087, rec=0.807692

Evaluate data in 0.18 seconds!
Evaluate data in 0.18 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.791925, pre=0.799373, rec=0.784615
Evaluation on dev at Epoch 80/100. Step:13680/17100: 
SpanFPreRecMetric: f=0.791925, pre=0.799373, rec=0.784615

Evaluate data in 0.18 seconds!
Evaluate data in 0.14 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.808241, pre=0.833333, rec=0.784615
Evaluation on dev at Epoch 81/100. Step:13851/17100: 
SpanFPreRecMetric: f=0.808241, pre=0.833333, rec=0.784615

Evaluate data in 0.18 seconds!
Evaluate data in 0.18 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.79275, pre=0.812601, rec=0.773846
Evaluation on dev at Epoch 82/100. Step:14022/17100: 
SpanFPreRecMetric: f=0.79275, pre=0.812601, rec=0.773846

Evaluate data in 0.18 seconds!
Evaluate data in 0.14 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.79778, pre=0.823241, rec=0.773846
Evaluation on dev at Epoch 83/100. Step:14193/17100: 
SpanFPreRecMetric: f=0.79778, pre=0.823241, rec=0.773846

Evaluate data in 0.18 seconds!
Evaluate data in 0.14 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.808882, pre=0.834697, rec=0.784615
Evaluation on dev at Epoch 84/100. Step:14364/17100: 
SpanFPreRecMetric: f=0.808882, pre=0.834697, rec=0.784615

Evaluate data in 0.18 seconds!
Evaluate data in 0.14 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.798437, pre=0.811111, rec=0.786154
Evaluation on dev at Epoch 85/100. Step:14535/17100: 
SpanFPreRecMetric: f=0.798437, pre=0.811111, rec=0.786154

Evaluate data in 0.18 seconds!
Evaluate data in 0.15 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.808882, pre=0.834697, rec=0.784615
Evaluation on dev at Epoch 86/100. Step:14706/17100: 
SpanFPreRecMetric: f=0.808882, pre=0.834697, rec=0.784615

Evaluate data in 0.18 seconds!
Evaluate data in 0.18 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.856675, pre=0.915937, rec=0.804615
Evaluation on dev at Epoch 87/100. Step:14877/17100: 
SpanFPreRecMetric: f=0.856675, pre=0.915937, rec=0.804615

Evaluate data in 0.18 seconds!
Evaluate data in 0.15 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.859491, pre=0.922399, rec=0.804615
Evaluation on dev at Epoch 88/100. Step:15048/17100: 
SpanFPreRecMetric: f=0.859491, pre=0.922399, rec=0.804615

Evaluate data in 0.18 seconds!
Evaluate data in 0.19 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.856909, pre=0.914485, rec=0.806154
Evaluation on dev at Epoch 89/100. Step:15219/17100: 
SpanFPreRecMetric: f=0.856909, pre=0.914485, rec=0.806154

Evaluate data in 0.19 seconds!
Evaluate data in 0.15 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.841091, pre=0.879195, rec=0.806154
Evaluation on dev at Epoch 90/100. Step:15390/17100: 
SpanFPreRecMetric: f=0.841091, pre=0.879195, rec=0.806154

Evaluate data in 0.18 seconds!
Evaluate data in 0.14 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.840417, pre=0.877722, rec=0.806154
Evaluation on dev at Epoch 91/100. Step:15561/17100: 
SpanFPreRecMetric: f=0.840417, pre=0.877722, rec=0.806154

Evaluate data in 0.18 seconds!
Evaluate data in 0.18 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.841091, pre=0.879195, rec=0.806154
Evaluation on dev at Epoch 92/100. Step:15732/17100: 
SpanFPreRecMetric: f=0.841091, pre=0.879195, rec=0.806154

Evaluate data in 0.18 seconds!
Evaluate data in 0.14 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.853878, pre=0.909565, rec=0.804615
Evaluation on dev at Epoch 93/100. Step:15903/17100: 
SpanFPreRecMetric: f=0.853878, pre=0.909565, rec=0.804615

Evaluate data in 0.18 seconds!
Evaluate data in 0.18 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.853878, pre=0.909565, rec=0.804615
Evaluation on dev at Epoch 94/100. Step:16074/17100: 
SpanFPreRecMetric: f=0.853878, pre=0.909565, rec=0.804615

Evaluate data in 0.18 seconds!
Evaluate data in 0.14 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.854575, pre=0.91115, rec=0.804615
Evaluation on dev at Epoch 95/100. Step:16245/17100: 
SpanFPreRecMetric: f=0.854575, pre=0.91115, rec=0.804615

Evaluate data in 0.18 seconds!
Evaluate data in 0.19 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.840836, pre=0.880471, rec=0.804615
Evaluation on dev at Epoch 96/100. Step:16416/17100: 
SpanFPreRecMetric: f=0.840836, pre=0.880471, rec=0.804615

Evaluate data in 0.18 seconds!
Evaluate data in 0.15 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.856675, pre=0.915937, rec=0.804615
Evaluation on dev at Epoch 97/100. Step:16587/17100: 
SpanFPreRecMetric: f=0.856675, pre=0.915937, rec=0.804615

Evaluate data in 0.18 seconds!
Evaluate data in 0.15 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.840836, pre=0.880471, rec=0.804615
Evaluation on dev at Epoch 98/100. Step:16758/17100: 
SpanFPreRecMetric: f=0.840836, pre=0.880471, rec=0.804615

Evaluate data in 0.18 seconds!
Evaluate data in 0.18 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.840836, pre=0.880471, rec=0.804615
Evaluation on dev at Epoch 99/100. Step:16929/17100: 
SpanFPreRecMetric: f=0.840836, pre=0.880471, rec=0.804615

Evaluate data in 0.18 seconds!
Evaluate data in 0.19 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.840836, pre=0.880471, rec=0.804615
Evaluation on dev at Epoch 100/100. Step:17100/17100: 
SpanFPreRecMetric: f=0.840836, pre=0.880471, rec=0.804615

Best test performance(may not correspond to the best dev performance):{'SpanFPreRecMetric': {'f': 0.860427, 'pre': 0.922535, 'rec': 0.806154}} achieved at Epoch:71.
Best test performance(correspond to the best dev performance):{'SpanFPreRecMetric': {'f': 0.860427, 'pre': 0.922535, 'rec': 0.806154}} achieved at Epoch:71.

In Epoch:71/Step:12141, got best dev performance:
SpanFPreRecMetric: f=0.860427, pre=0.922535, rec=0.806154
Evaluate data in 0.21 seconds!
[tester] 
SpanFPreRecMetric: f-component=0.816176, pre-component=0.792857, rec-component=0.840909, f-state=0.900662, pre-state=1.0, rec-state=0.819277, f-parameter=0.95114, pre-parameter=0.986486, rec-parameter=0.918239, f-action=0.481481, pre-action=0.629032, rec-action=0.39, f-issue=0.906404, pre-issue=0.901961, rec-issue=0.910891, f-function=0.899329, pre-function=0.905405, rec-function=0.893333, f=0.840836, pre=0.880471, rec=0.804615
