training epochs started 2022-08-13-16-13-53-445818
Evaluate data in 1.24 seconds!
Evaluate data in 1.21 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.635976, pre=0.713193, rec=0.573846
Evaluation on dev at Epoch 1/100. Step:171/17100: 
SpanFPreRecMetric: f=0.635976, pre=0.713193, rec=0.573846

Evaluate data in 1.32 seconds!
Evaluate data in 1.21 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.774246, pre=0.823224, rec=0.730769
Evaluation on dev at Epoch 2/100. Step:342/17100: 
SpanFPreRecMetric: f=0.774246, pre=0.823224, rec=0.730769

Evaluate data in 1.25 seconds!
Evaluate data in 1.21 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.850965, pre=0.854264, rec=0.847692
Evaluation on dev at Epoch 3/100. Step:513/17100: 
SpanFPreRecMetric: f=0.850965, pre=0.854264, rec=0.847692

Evaluate data in 1.25 seconds!
Evaluate data in 1.22 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.859621, pre=0.881877, rec=0.838462
Evaluation on dev at Epoch 4/100. Step:684/17100: 
SpanFPreRecMetric: f=0.859621, pre=0.881877, rec=0.838462

Evaluate data in 1.26 seconds!
Evaluate data in 1.22 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.856925, pre=0.847892, rec=0.866154
Evaluation on dev at Epoch 5/100. Step:855/17100: 
SpanFPreRecMetric: f=0.856925, pre=0.847892, rec=0.866154

Evaluate data in 1.26 seconds!
Evaluate data in 1.27 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.798766, pre=0.800618, rec=0.796923
Evaluation on dev at Epoch 6/100. Step:1026/17100: 
SpanFPreRecMetric: f=0.798766, pre=0.800618, rec=0.796923

Evaluate data in 1.26 seconds!
Evaluate data in 1.22 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.861827, pre=0.874802, rec=0.849231
Evaluation on dev at Epoch 7/100. Step:1197/17100: 
SpanFPreRecMetric: f=0.861827, pre=0.874802, rec=0.849231

Evaluate data in 1.26 seconds!
Evaluate data in 1.22 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.865787, pre=0.873239, rec=0.858462
Evaluation on dev at Epoch 8/100. Step:1368/17100: 
SpanFPreRecMetric: f=0.865787, pre=0.873239, rec=0.858462

Evaluate data in 1.26 seconds!
Evaluate data in 1.23 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.819723, pre=0.820988, rec=0.818462
Evaluation on dev at Epoch 9/100. Step:1539/17100: 
SpanFPreRecMetric: f=0.819723, pre=0.820988, rec=0.818462

Evaluate data in 1.26 seconds!
Evaluate data in 1.23 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.837283, pre=0.86039, rec=0.815385
Evaluation on dev at Epoch 10/100. Step:1710/17100: 
SpanFPreRecMetric: f=0.837283, pre=0.86039, rec=0.815385

Evaluate data in 1.27 seconds!
Evaluate data in 1.26 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.842022, pre=0.86526, rec=0.82
Evaluation on dev at Epoch 11/100. Step:1881/17100: 
SpanFPreRecMetric: f=0.842022, pre=0.86526, rec=0.82

Evaluate data in 1.27 seconds!
Evaluate data in 1.23 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.804598, pre=0.801527, rec=0.807692
Evaluation on dev at Epoch 12/100. Step:2052/17100: 
SpanFPreRecMetric: f=0.804598, pre=0.801527, rec=0.807692

Evaluate data in 1.27 seconds!
Evaluate data in 1.25 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.836782, pre=0.833588, rec=0.84
Evaluation on dev at Epoch 13/100. Step:2223/17100: 
SpanFPreRecMetric: f=0.836782, pre=0.833588, rec=0.84

Evaluate data in 1.28 seconds!
Evaluate data in 1.3 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.83153, pre=0.835404, rec=0.827692
Evaluation on dev at Epoch 14/100. Step:2394/17100: 
SpanFPreRecMetric: f=0.83153, pre=0.835404, rec=0.827692

Evaluate data in 1.29 seconds!
Evaluate data in 1.26 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.829889, pre=0.858553, rec=0.803077
Evaluation on dev at Epoch 15/100. Step:2565/17100: 
SpanFPreRecMetric: f=0.829889, pre=0.858553, rec=0.803077

Evaluate data in 1.3 seconds!
Evaluate data in 1.31 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.85466, pre=0.878247, rec=0.832308
Evaluation on dev at Epoch 16/100. Step:2736/17100: 
SpanFPreRecMetric: f=0.85466, pre=0.878247, rec=0.832308

Evaluate data in 1.31 seconds!
Evaluate data in 1.26 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.856916, pre=0.886513, rec=0.829231
Evaluation on dev at Epoch 17/100. Step:2907/17100: 
SpanFPreRecMetric: f=0.856916, pre=0.886513, rec=0.829231

Evaluate data in 1.32 seconds!
Evaluate data in 1.31 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.827419, pre=0.869492, rec=0.789231
Evaluation on dev at Epoch 18/100. Step:3078/17100: 
SpanFPreRecMetric: f=0.827419, pre=0.869492, rec=0.789231

Evaluate data in 1.31 seconds!
Evaluate data in 1.36 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.839117, pre=0.860841, rec=0.818462
Evaluation on dev at Epoch 19/100. Step:3249/17100: 
SpanFPreRecMetric: f=0.839117, pre=0.860841, rec=0.818462

Evaluate data in 1.32 seconds!
Evaluate data in 1.32 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.811232, pre=0.822785, rec=0.8
Evaluation on dev at Epoch 20/100. Step:3420/17100: 
SpanFPreRecMetric: f=0.811232, pre=0.822785, rec=0.8

Evaluate data in 1.32 seconds!
Evaluate data in 1.31 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.819124, pre=0.849587, rec=0.790769
Evaluation on dev at Epoch 21/100. Step:3591/17100: 
SpanFPreRecMetric: f=0.819124, pre=0.849587, rec=0.790769

Evaluate data in 1.3 seconds!
Evaluate data in 1.29 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.818182, pre=0.849338, rec=0.789231
Evaluation on dev at Epoch 22/100. Step:3762/17100: 
SpanFPreRecMetric: f=0.818182, pre=0.849338, rec=0.789231

Evaluate data in 1.32 seconds!
Evaluate data in 1.32 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.829618, pre=0.859736, rec=0.801538
Evaluation on dev at Epoch 23/100. Step:3933/17100: 
SpanFPreRecMetric: f=0.829618, pre=0.859736, rec=0.801538

Evaluate data in 1.38 seconds!
Evaluate data in 1.28 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.840283, pre=0.859903, rec=0.821538
Evaluation on dev at Epoch 24/100. Step:4104/17100: 
SpanFPreRecMetric: f=0.840283, pre=0.859903, rec=0.821538

Evaluate data in 1.32 seconds!
Evaluate data in 1.28 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.856269, pre=0.851064, rec=0.861538
Evaluation on dev at Epoch 25/100. Step:4275/17100: 
SpanFPreRecMetric: f=0.856269, pre=0.851064, rec=0.861538

Evaluate data in 1.32 seconds!
Evaluate data in 1.28 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.83871, pre=0.881356, rec=0.8
Evaluation on dev at Epoch 26/100. Step:4446/17100: 
SpanFPreRecMetric: f=0.83871, pre=0.881356, rec=0.8

Evaluate data in 1.33 seconds!
Evaluate data in 1.28 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.844229, pre=0.887946, rec=0.804615
Evaluation on dev at Epoch 27/100. Step:4617/17100: 
SpanFPreRecMetric: f=0.844229, pre=0.887946, rec=0.804615

Evaluate data in 1.32 seconds!
Evaluate data in 1.32 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.84345, pre=0.877076, rec=0.812308
Evaluation on dev at Epoch 28/100. Step:4788/17100: 
SpanFPreRecMetric: f=0.84345, pre=0.877076, rec=0.812308

Evaluate data in 1.46 seconds!
Evaluate data in 1.28 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.850119, pre=0.87725, rec=0.824615
Evaluation on dev at Epoch 29/100. Step:4959/17100: 
SpanFPreRecMetric: f=0.850119, pre=0.87725, rec=0.824615

Evaluate data in 1.33 seconds!
Evaluate data in 1.33 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.842869, pre=0.884941, rec=0.804615
Evaluation on dev at Epoch 30/100. Step:5130/17100: 
SpanFPreRecMetric: f=0.842869, pre=0.884941, rec=0.804615

Evaluate data in 1.33 seconds!
Evaluate data in 1.33 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.83871, pre=0.881356, rec=0.8
Evaluation on dev at Epoch 31/100. Step:5301/17100: 
SpanFPreRecMetric: f=0.83871, pre=0.881356, rec=0.8

Evaluate data in 1.33 seconds!
Evaluate data in 1.29 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.858687, pre=0.862016, rec=0.855385
Evaluation on dev at Epoch 32/100. Step:5472/17100: 
SpanFPreRecMetric: f=0.858687, pre=0.862016, rec=0.855385

Evaluate data in 1.33 seconds!
Evaluate data in 1.29 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.84689, pre=0.879139, rec=0.816923
Evaluation on dev at Epoch 33/100. Step:5643/17100: 
SpanFPreRecMetric: f=0.84689, pre=0.879139, rec=0.816923

Evaluate data in 1.33 seconds!
Evaluate data in 1.33 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.845229, pre=0.882747, rec=0.810769
Evaluation on dev at Epoch 34/100. Step:5814/17100: 
SpanFPreRecMetric: f=0.845229, pre=0.882747, rec=0.810769

Evaluate data in 1.33 seconds!
Evaluate data in 1.33 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.856235, pre=0.885057, rec=0.829231
Evaluation on dev at Epoch 35/100. Step:5985/17100: 
SpanFPreRecMetric: f=0.856235, pre=0.885057, rec=0.829231

Evaluate data in 1.36 seconds!
Evaluate data in 1.34 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.854714, pre=0.858696, rec=0.850769
Evaluation on dev at Epoch 36/100. Step:6156/17100: 
SpanFPreRecMetric: f=0.854714, pre=0.858696, rec=0.850769

Evaluate data in 1.32 seconds!
Evaluate data in 1.32 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.864738, pre=0.879173, rec=0.850769
Evaluation on dev at Epoch 37/100. Step:6327/17100: 
SpanFPreRecMetric: f=0.864738, pre=0.879173, rec=0.850769

Evaluate data in 1.33 seconds!
Evaluate data in 1.32 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.846527, pre=0.891156, rec=0.806154
Evaluation on dev at Epoch 38/100. Step:6498/17100: 
SpanFPreRecMetric: f=0.846527, pre=0.891156, rec=0.806154

Evaluate data in 1.33 seconds!
Evaluate data in 1.29 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.8464, pre=0.881667, rec=0.813846
Evaluation on dev at Epoch 39/100. Step:6669/17100: 
SpanFPreRecMetric: f=0.8464, pre=0.881667, rec=0.813846

Evaluate data in 1.34 seconds!
Evaluate data in 1.34 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.832278, pre=0.856678, rec=0.809231
Evaluation on dev at Epoch 40/100. Step:6840/17100: 
SpanFPreRecMetric: f=0.832278, pre=0.856678, rec=0.809231

Evaluate data in 1.34 seconds!
Evaluate data in 1.3 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.85004, pre=0.887772, rec=0.815385
Evaluation on dev at Epoch 41/100. Step:7011/17100: 
SpanFPreRecMetric: f=0.85004, pre=0.887772, rec=0.815385

Evaluate data in 1.34 seconds!
Evaluate data in 1.3 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.870993, pre=0.885533, rec=0.856923
Evaluation on dev at Epoch 42/100. Step:7182/17100: 
SpanFPreRecMetric: f=0.870993, pre=0.885533, rec=0.856923

Evaluate data in 1.33 seconds!
Evaluate data in 1.29 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.837621, pre=0.877104, rec=0.801538
Evaluation on dev at Epoch 43/100. Step:7353/17100: 
SpanFPreRecMetric: f=0.837621, pre=0.877104, rec=0.801538

Evaluate data in 1.33 seconds!
Evaluate data in 1.29 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.853951, pre=0.887231, rec=0.823077
Evaluation on dev at Epoch 44/100. Step:7524/17100: 
SpanFPreRecMetric: f=0.853951, pre=0.887231, rec=0.823077

Evaluate data in 1.33 seconds!
Evaluate data in 1.29 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.845843, pre=0.889643, rec=0.806154
Evaluation on dev at Epoch 45/100. Step:7695/17100: 
SpanFPreRecMetric: f=0.845843, pre=0.889643, rec=0.806154

Evaluate data in 1.39 seconds!
Evaluate data in 1.34 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.843121, pre=0.883642, rec=0.806154
Evaluation on dev at Epoch 46/100. Step:7866/17100: 
SpanFPreRecMetric: f=0.843121, pre=0.883642, rec=0.806154

Evaluate data in 1.35 seconds!
Evaluate data in 1.3 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.846635, pre=0.861465, rec=0.832308
Evaluation on dev at Epoch 47/100. Step:8037/17100: 
SpanFPreRecMetric: f=0.846635, pre=0.861465, rec=0.832308

Evaluate data in 1.34 seconds!
Evaluate data in 1.3 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.832672, pre=0.859247, rec=0.807692
Evaluation on dev at Epoch 48/100. Step:8208/17100: 
SpanFPreRecMetric: f=0.832672, pre=0.859247, rec=0.807692

Evaluate data in 1.34 seconds!
Evaluate data in 1.31 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.833333, pre=0.860656, rec=0.807692
Evaluation on dev at Epoch 49/100. Step:8379/17100: 
SpanFPreRecMetric: f=0.833333, pre=0.860656, rec=0.807692

Evaluate data in 1.34 seconds!
Evaluate data in 1.31 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.845843, pre=0.889643, rec=0.806154
Evaluation on dev at Epoch 50/100. Step:8550/17100: 
SpanFPreRecMetric: f=0.845843, pre=0.889643, rec=0.806154

Evaluate data in 1.34 seconds!
Evaluate data in 1.29 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.841608, pre=0.862682, rec=0.821538
Evaluation on dev at Epoch 51/100. Step:8721/17100: 
SpanFPreRecMetric: f=0.841608, pre=0.862682, rec=0.821538

Evaluate data in 1.32 seconds!
Evaluate data in 1.32 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.846092, pre=0.888325, rec=0.807692
Evaluation on dev at Epoch 52/100. Step:8892/17100: 
SpanFPreRecMetric: f=0.846092, pre=0.888325, rec=0.807692

Evaluate data in 1.32 seconds!
Evaluate data in 1.31 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.842615, pre=0.886248, rec=0.803077
Evaluation on dev at Epoch 53/100. Step:9063/17100: 
SpanFPreRecMetric: f=0.842615, pre=0.886248, rec=0.803077

Evaluate data in 1.34 seconds!
Evaluate data in 1.31 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.861465, pre=0.892739, rec=0.832308
Evaluation on dev at Epoch 54/100. Step:9234/17100: 
SpanFPreRecMetric: f=0.861465, pre=0.892739, rec=0.832308

Evaluate data in 1.34 seconds!
Evaluate data in 1.33 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.854864, pre=0.887417, rec=0.824615
Evaluation on dev at Epoch 55/100. Step:9405/17100: 
SpanFPreRecMetric: f=0.854864, pre=0.887417, rec=0.824615

Evaluate data in 1.34 seconds!
Evaluate data in 1.31 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.855777, pre=0.887603, rec=0.826154
Evaluation on dev at Epoch 56/100. Step:9576/17100: 
SpanFPreRecMetric: f=0.855777, pre=0.887603, rec=0.826154

Evaluate data in 1.34 seconds!
Evaluate data in 1.35 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.854633, pre=0.888704, rec=0.823077
Evaluation on dev at Epoch 57/100. Step:9747/17100: 
SpanFPreRecMetric: f=0.854633, pre=0.888704, rec=0.823077

Evaluate data in 1.34 seconds!
Evaluate data in 1.35 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.840715, pre=0.849294, rec=0.832308
Evaluation on dev at Epoch 58/100. Step:9918/17100: 
SpanFPreRecMetric: f=0.840715, pre=0.849294, rec=0.832308

Evaluate data in 1.34 seconds!
Evaluate data in 1.31 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.855096, pre=0.886139, rec=0.826154
Evaluation on dev at Epoch 59/100. Step:10089/17100: 
SpanFPreRecMetric: f=0.855096, pre=0.886139, rec=0.826154

Evaluate data in 1.35 seconds!
Evaluate data in 1.34 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.853914, pre=0.898132, rec=0.813846
Evaluation on dev at Epoch 60/100. Step:10260/17100: 
SpanFPreRecMetric: f=0.853914, pre=0.898132, rec=0.813846

Evaluate data in 1.35 seconds!
Evaluate data in 1.31 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.844229, pre=0.887946, rec=0.804615
Evaluation on dev at Epoch 61/100. Step:10431/17100: 
SpanFPreRecMetric: f=0.844229, pre=0.887946, rec=0.804615

Evaluate data in 1.33 seconds!
Evaluate data in 1.29 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.85623, pre=0.890365, rec=0.824615
Evaluation on dev at Epoch 62/100. Step:10602/17100: 
SpanFPreRecMetric: f=0.85623, pre=0.890365, rec=0.824615

Evaluate data in 1.34 seconds!
Evaluate data in 1.3 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.847458, pre=0.891341, rec=0.807692
Evaluation on dev at Epoch 63/100. Step:10773/17100: 
SpanFPreRecMetric: f=0.847458, pre=0.891341, rec=0.807692

Evaluate data in 1.34 seconds!
Evaluate data in 1.34 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.845411, pre=0.886824, rec=0.807692
Evaluation on dev at Epoch 64/100. Step:10944/17100: 
SpanFPreRecMetric: f=0.845411, pre=0.886824, rec=0.807692

Evaluate data in 1.33 seconds!
Evaluate data in 1.3 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.855777, pre=0.887603, rec=0.826154
Evaluation on dev at Epoch 65/100. Step:11115/17100: 
SpanFPreRecMetric: f=0.855777, pre=0.887603, rec=0.826154

Evaluate data in 1.34 seconds!
Evaluate data in 1.3 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.856, pre=0.891667, rec=0.823077
Evaluation on dev at Epoch 66/100. Step:11286/17100: 
SpanFPreRecMetric: f=0.856, pre=0.891667, rec=0.823077

Evaluate data in 1.34 seconds!
Evaluate data in 1.31 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.846774, pre=0.889831, rec=0.807692
Evaluation on dev at Epoch 67/100. Step:11457/17100: 
SpanFPreRecMetric: f=0.846774, pre=0.889831, rec=0.807692

Evaluate data in 1.38 seconds!
Evaluate data in 1.34 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.864217, pre=0.898671, rec=0.832308
Evaluation on dev at Epoch 68/100. Step:11628/17100: 
SpanFPreRecMetric: f=0.864217, pre=0.898671, rec=0.832308

Evaluate data in 1.34 seconds!
Evaluate data in 1.35 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.844229, pre=0.887946, rec=0.804615
Evaluation on dev at Epoch 69/100. Step:11799/17100: 
SpanFPreRecMetric: f=0.844229, pre=0.887946, rec=0.804615

Evaluate data in 1.35 seconds!
Evaluate data in 1.31 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.844911, pre=0.889456, rec=0.804615
Evaluation on dev at Epoch 70/100. Step:11970/17100: 
SpanFPreRecMetric: f=0.844911, pre=0.889456, rec=0.804615

Evaluate data in 1.34 seconds!
Evaluate data in 1.35 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.842697, pre=0.880872, rec=0.807692
Evaluation on dev at Epoch 71/100. Step:12141/17100: 
SpanFPreRecMetric: f=0.842697, pre=0.880872, rec=0.807692

Evaluate data in 1.34 seconds!
Evaluate data in 1.31 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.844911, pre=0.889456, rec=0.804615
Evaluation on dev at Epoch 72/100. Step:12312/17100: 
SpanFPreRecMetric: f=0.844911, pre=0.889456, rec=0.804615

Evaluate data in 1.35 seconds!
Evaluate data in 1.34 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.865079, pre=0.893443, rec=0.838462
Evaluation on dev at Epoch 73/100. Step:12483/17100: 
SpanFPreRecMetric: f=0.865079, pre=0.893443, rec=0.838462

Evaluate data in 1.35 seconds!
Evaluate data in 1.35 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.851852, pre=0.893581, rec=0.813846
Evaluation on dev at Epoch 74/100. Step:12654/17100: 
SpanFPreRecMetric: f=0.851852, pre=0.893581, rec=0.813846

Evaluate data in 1.35 seconds!
Evaluate data in 1.35 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.854167, pre=0.891304, rec=0.82
Evaluation on dev at Epoch 75/100. Step:12825/17100: 
SpanFPreRecMetric: f=0.854167, pre=0.891304, rec=0.82

Evaluate data in 1.34 seconds!
Evaluate data in 1.3 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.848193, pre=0.887395, rec=0.812308
Evaluation on dev at Epoch 76/100. Step:12996/17100: 
SpanFPreRecMetric: f=0.848193, pre=0.887395, rec=0.812308

Evaluate data in 1.34 seconds!
Evaluate data in 1.34 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.851167, pre=0.892074, rec=0.813846
Evaluation on dev at Epoch 77/100. Step:13167/17100: 
SpanFPreRecMetric: f=0.851167, pre=0.892074, rec=0.813846

Evaluate data in 1.34 seconds!
Evaluate data in 1.34 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.854852, pre=0.892797, rec=0.82
Evaluation on dev at Epoch 78/100. Step:13338/17100: 
SpanFPreRecMetric: f=0.854852, pre=0.892797, rec=0.82

Evaluate data in 1.35 seconds!
Evaluate data in 1.35 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.842444, pre=0.882155, rec=0.806154
Evaluation on dev at Epoch 79/100. Step:13509/17100: 
SpanFPreRecMetric: f=0.842444, pre=0.882155, rec=0.806154

Evaluate data in 1.34 seconds!
Evaluate data in 1.31 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.850242, pre=0.891892, rec=0.812308
Evaluation on dev at Epoch 80/100. Step:13680/17100: 
SpanFPreRecMetric: f=0.850242, pre=0.891892, rec=0.812308

Evaluate data in 1.34 seconds!
Evaluate data in 1.31 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.851852, pre=0.893581, rec=0.813846
Evaluation on dev at Epoch 81/100. Step:13851/17100: 
SpanFPreRecMetric: f=0.851852, pre=0.893581, rec=0.813846

Evaluate data in 1.34 seconds!
Evaluate data in 1.35 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.850482, pre=0.890572, rec=0.813846
Evaluation on dev at Epoch 82/100. Step:14022/17100: 
SpanFPreRecMetric: f=0.850482, pre=0.890572, rec=0.813846

Evaluate data in 1.34 seconds!
Evaluate data in 1.34 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.851852, pre=0.893581, rec=0.813846
Evaluation on dev at Epoch 83/100. Step:14193/17100: 
SpanFPreRecMetric: f=0.851852, pre=0.893581, rec=0.813846

Evaluate data in 1.34 seconds!
Evaluate data in 1.39 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.8528, pre=0.888333, rec=0.82
Evaluation on dev at Epoch 84/100. Step:14364/17100: 
SpanFPreRecMetric: f=0.8528, pre=0.888333, rec=0.82

Evaluate data in 1.34 seconds!
Evaluate data in 1.35 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.851852, pre=0.893581, rec=0.813846
Evaluation on dev at Epoch 85/100. Step:14535/17100: 
SpanFPreRecMetric: f=0.851852, pre=0.893581, rec=0.813846

Evaluate data in 1.34 seconds!
Evaluate data in 1.34 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.842022, pre=0.86526, rec=0.82
Evaluation on dev at Epoch 86/100. Step:14706/17100: 
SpanFPreRecMetric: f=0.842022, pre=0.86526, rec=0.82

Evaluate data in 1.34 seconds!
Evaluate data in 1.34 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.851613, pre=0.894915, rec=0.812308
Evaluation on dev at Epoch 87/100. Step:14877/17100: 
SpanFPreRecMetric: f=0.851613, pre=0.894915, rec=0.812308

Evaluate data in 1.34 seconds!
Evaluate data in 1.34 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.852538, pre=0.895093, rec=0.813846
Evaluation on dev at Epoch 88/100. Step:15048/17100: 
SpanFPreRecMetric: f=0.852538, pre=0.895093, rec=0.813846

Evaluate data in 1.39 seconds!
Evaluate data in 1.31 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.841017, pre=0.870066, rec=0.813846
Evaluation on dev at Epoch 89/100. Step:15219/17100: 
SpanFPreRecMetric: f=0.841017, pre=0.870066, rec=0.813846

Evaluate data in 1.35 seconds!
Evaluate data in 1.3 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.854852, pre=0.892797, rec=0.82
Evaluation on dev at Epoch 90/100. Step:15390/17100: 
SpanFPreRecMetric: f=0.854852, pre=0.892797, rec=0.82

Evaluate data in 1.38 seconds!
Evaluate data in 1.28 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.844691, pre=0.870915, rec=0.82
Evaluation on dev at Epoch 91/100. Step:15561/17100: 
SpanFPreRecMetric: f=0.844691, pre=0.870915, rec=0.82

Evaluate data in 1.34 seconds!
Evaluate data in 1.35 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.852538, pre=0.895093, rec=0.813846
Evaluation on dev at Epoch 92/100. Step:15732/17100: 
SpanFPreRecMetric: f=0.852538, pre=0.895093, rec=0.813846

Evaluate data in 1.34 seconds!
Evaluate data in 1.31 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.852538, pre=0.895093, rec=0.813846
Evaluation on dev at Epoch 93/100. Step:15903/17100: 
SpanFPreRecMetric: f=0.852538, pre=0.895093, rec=0.813846

Evaluate data in 1.34 seconds!
Evaluate data in 1.3 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.851852, pre=0.893581, rec=0.813846
Evaluation on dev at Epoch 94/100. Step:16074/17100: 
SpanFPreRecMetric: f=0.851852, pre=0.893581, rec=0.813846

Evaluate data in 1.36 seconds!
Evaluate data in 1.32 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.851852, pre=0.893581, rec=0.813846
Evaluation on dev at Epoch 95/100. Step:16245/17100: 
SpanFPreRecMetric: f=0.851852, pre=0.893581, rec=0.813846

Evaluate data in 1.34 seconds!
Evaluate data in 1.3 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.841017, pre=0.870066, rec=0.813846
Evaluation on dev at Epoch 96/100. Step:16416/17100: 
SpanFPreRecMetric: f=0.841017, pre=0.870066, rec=0.813846

Evaluate data in 1.34 seconds!
Evaluate data in 1.33 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.850482, pre=0.890572, rec=0.813846
Evaluation on dev at Epoch 97/100. Step:16587/17100: 
SpanFPreRecMetric: f=0.850482, pre=0.890572, rec=0.813846

Evaluate data in 1.33 seconds!
Evaluate data in 1.28 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.851167, pre=0.892074, rec=0.813846
Evaluation on dev at Epoch 98/100. Step:16758/17100: 
SpanFPreRecMetric: f=0.851167, pre=0.892074, rec=0.813846

Evaluate data in 1.35 seconds!
Evaluate data in 1.31 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.852538, pre=0.895093, rec=0.813846
Evaluation on dev at Epoch 99/100. Step:16929/17100: 
SpanFPreRecMetric: f=0.852538, pre=0.895093, rec=0.813846

Evaluate data in 1.37 seconds!
Evaluate data in 1.29 seconds!
EvaluateCallback evaluation on data-test:
SpanFPreRecMetric: f=0.852538, pre=0.895093, rec=0.813846
Evaluation on dev at Epoch 100/100. Step:17100/17100: 
SpanFPreRecMetric: f=0.852538, pre=0.895093, rec=0.813846

Best test performance(may not correspond to the best dev performance):{'SpanFPreRecMetric': {'f': 0.870993, 'pre': 0.885533, 'rec': 0.856923}} achieved at Epoch:42.
Best test performance(correspond to the best dev performance):{'SpanFPreRecMetric': {'f': 0.870993, 'pre': 0.885533, 'rec': 0.856923}} achieved at Epoch:42.
Reloaded the best model.

In Epoch:42/Step:7182, got best dev performance:
SpanFPreRecMetric: f=0.870993, pre=0.885533, rec=0.856923
Evaluate data in 1.77 seconds!
[tester] 
SpanFPreRecMetric: f-action=0.763636, pre-action=0.969231, rec-action=0.63, f-function=0.930556, pre-function=0.971014, rec-function=0.893333, f-parameter=0.938111, pre-parameter=0.972973, rec-parameter=0.90566, f-component=0.787234, pre-component=0.74, rec-component=0.840909, f-issue=0.924528, pre-issue=0.882883, rec-issue=0.970297, f-state=0.87574, pre-state=0.860465, rec-state=0.891566, f=0.870993, pre=0.885533, rec=0.856923
