initial commit

README.md

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+---
+tags:
+    - flair
+    - token-classification
+    - sequence-tagger-model
+language: en
+datasets:
+    - mwo_ner
+widget:
+    - text: "replace seal on pump"
+---
+
+## MWO NER Test
+
+A flair-based NER model for MWOs. There are three classes: `Item`, `Activity`, and `Observation`.

dev.tsv

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+repair B-Activity B-Activity
+oil O O
+leak B-Observation B-Observation
+at O O
+compressor B-Item B-Item
+thermostat B-Item I-Item
+
+rear O O
+drive B-Item B-Item
+box I-Item I-Item
+creating B-Observation B-Observation
+oil O O
+item_id O O
+
+replace B-Activity B-Activity
+dies B-Item B-Item
+in O O
+wrench B-Item B-Item
+
+oil O O
+leak O B-Observation
+under O O
+oil O O
+cooler B-Item B-Item
+
+replace B-Activity B-Activity
+planun O B-Item
+seal B-Item I-Item
+
+noise B-Observation B-Observation
+in O O
+compressor B-Item B-Item
+item_id O O
+
+fitting B-Item O
+loose B-Observation B-Observation
+on O O
+grease B-Item B-Item
+tank I-Item I-Item
+item_id O O
+
+oil O O
+reserve B-Item B-Item
+system B-Item I-Item
+not B-Observation B-Observation
+working I-Observation I-Observation
+
+alternator B-Item B-Item
+not B-Observation B-Observation
+charging. I-Observation I-Observation
+
+damaged B-Observation B-Observation
+hydraulic B-Item B-Item
+hoses I-Item I-Item
+
+mast B-Item B-Item
+walkway B-Item B-Item
+mounting B-Item B-Item
+brackets I-Item I-Item
+cracked B-Observation B-Observation
+
+inverter B-Item B-Item
+not B-Observation B-Observation
+working. I-Observation I-Observation
+
+replace B-Activity B-Activity
+f O O
+gearbox B-Item B-Item
+input O I-Item
+and O O
+output O B-Item
+seals B-Item I-Item
+
+repair B-Activity B-Activity
+and O O
+adjust B-Activity B-Activity
+pipe B-Item B-Item
+guide B-Item I-Item
+
+repair B-Activity B-Activity
+to O O
+lack O O
+retract B-Item B-Item
+sensor B-Item I-Item
+
+mast B-Item B-Item
+will B-Observation B-Observation
+not I-Observation I-Observation
+lower I-Observation I-Observation
+
+alternator B-Item B-Item
+not B-Observation B-Observation
+exciting I-Observation I-Observation
+
+replace B-Activity B-Activity
+holding B-Item B-Item
+valve I-Item I-Item
+on O O
+na O O
+
+check B-Activity B-Activity
+tracks B-Item B-Item
+
+refit B-Activity B-Activity
+manufacturer30 B-Item O
+to O O
+machine B-Item B-Item
+
+repair B-Activity B-Activity
+& O O
+replace B-Activity B-Activity
+breakout B-Item B-Item
+tongs I-Item I-Item
+& O O
+dies B-Item B-Item
+
+hydraulic B-Item B-Item
+button I-Item I-Item
+not B-Observation B-Observation
+working I-Observation I-Observation
+
+check B-Activity B-Activity
+vibration O O
+
+damaged B-Observation B-Observation
+
+mast B-Item B-Item
+will B-Observation B-Observation
+not I-Observation I-Observation
+raise I-Observation I-Observation
+
+repair B-Activity B-Activity
+and O O
+return B-Activity B-Activity
+d90 O O
+track B-Item B-Item
+ass. I-Item O
+
+repaired B-Activity B-Activity
+hydraulic B-Item B-Item
+pipe I-Item I-Item
+on O O
+feed B-Item B-Item
+circuit I-Item I-Item
+
+repair B-Activity B-Activity
+broken B-Observation B-Observation
+tool B-Item B-Item
+wrench B-Item I-Item
+stop B-Item O
+
+replace B-Activity B-Activity
+expansion B-Item B-Item
+joint I-Item I-Item
+gasket O B-Item
+
+front O O
+l O O
+\ O O
+h O O
+side O O
+jack B-Item B-Item
+proxy I-Item I-Item
+u B-Observation B-Observation
+\ I-Observation I-Observation
+s I-Observation I-Observation
+
+ajust B-Activity O
+track B-Item B-Item
+
+inverter B-Item B-Item
+not B-Observation B-Observation
+working I-Observation I-Observation
+
+leak B-Observation B-Observation
+in O O
+fuel O B-Item
+system. B-Item I-Item
+
+hydraulic B-Item B-Item
+control I-Item I-Item
+light I-Item I-Item
+not B-Observation B-Observation
+staying I-Observation I-Observation
+on I-Observation I-Observation
+
+check B-Activity B-Activity
+vibration O O
+in O O
+machine B-Item B-Item
+
+repairs B-Activity B-Activity
+to O O
+bracket B-Item B-Item
+head B-Item I-Item
+up I-Item B-Item
+switch I-Item I-Item
+
+repalce O B-Activity
+cylinder B-Item B-Item
+head I-Item I-Item
+
+oil O O
+pressure B-Item B-Item
+gauge I-Item I-Item
+faulty B-Observation B-Observation
+
+mindrill O O
+straighten B-Activity B-Activity
+/ O O
+refurb B-Activity B-Activity
+x2 O O
+d40 O O
+rods B-Item B-Item
+
+repair B-Activity B-Activity
+oil O O
+leaks B-Observation B-Observation
+- O O
+front O O
+jacks B-Item B-Item
+
+replace B-Activity B-Activity
+fuel O O
+return B-Item B-Item
+hose. I-Item I-Item
+
+changeout B-Activity B-Activity
+l/h O O
+fan B-Item B-Item
+adaptor B-Item I-Item
+
+damaged B-Observation B-Observation
+hyd B-Item B-Item
+hose I-Item I-Item
+break B-Item B-Item
+out I-Item I-Item
+fork B-Item I-Item
+
+mindrill O O
+separate B-Activity B-Item
+stabilizer B-Item I-Item
+and O O
+return B-Activity B-Activity
+
+refit B-Activity B-Activity
+lh O O
+track B-Item B-Item
+
+oil O O
+leak B-Observation B-Observation
+under O O
+acc. O B-Item
+pumps O I-Item
+
+changeout B-Activity B-Activity
+lh O O
+final B-Item B-Item
+drive I-Item I-Item
+oil O O
+bad B-Observation O
+sos O O
+
+changeout B-Activity B-Activity
+propel B-Item B-Item
+controller I-Item I-Item
+item_id O O
+
+replace B-Activity B-Activity
+grouser B-Item B-Item
+bolts I-Item I-Item
+& O O
+nuts O B-Item
+
+repaired B-Activity B-Activity
+oil O O
+leak B-Observation B-Observation
+on O O
+slap B-Item B-Item
+wrench I-Item I-Item
+
+repair B-Activity B-Activity
+top O O
+of O O
+carousel B-Item B-Item
+spider B-Item B-Item
+item_id O O
+
+replace B-Activity B-Activity
+grouser B-Item B-Item
+bolts I-Item I-Item
+in O O
+spare O O
+track B-Item B-Item
+
+mindrill O B-Item
+rod B-Item I-Item
+changeout B-Activity B-Activity
+service B-Activity O
+
+ajust B-Activity O
+mast B-Item B-Item
+chains I-Item B-Item
+defect B-Observation B-Observation
+from O O
+operator O O
+
+changeout B-Activity B-Activity
+offcab O O
+side O O
+track B-Item B-Item
+adjuster I-Item I-Item
+
+check B-Activity B-Activity
+tracks B-Item B-Item
+hastings O B-Item
+item_id O O
+
+hydraulic B-Item B-Item
+control I-Item I-Item
+button I-Item I-Item
+wo B-Observation B-Observation
+n't I-Observation I-Observation
+switch I-Observation I-Observation
+of I-Observation O
+
+no5 O O
+cyl O B-Item
+head O I-Item
+gasket O B-Item
+leaking B-Observation B-Observation
+warranty O O
+
+no4 O O
+hose B-Item B-Item
+leaking B-Observation B-Observation
+top O O
+of O O
+separator B-Item B-Item
+
+repair B-Activity B-Activity
+to O O
+radio B-Item B-Item
+power B-Item B-Item
+supply I-Item I-Item
+
+repair B-Activity B-Activity
+/ O O
+replace B-Activity B-Activity
+broken B-Observation B-Observation
+fitting B-Item B-Item
+
+repairing B-Activity B-Activity
+air B-Item B-Item
+blower I-Item I-Item
+on O O
+window B-Item B-Item
+
+changeout B-Activity B-Activity
+hydraulic B-Item B-Item
+pump I-Item I-Item
+- O O
+water B-Item O
+injecti I-Item O
+
+carousel B-Item B-Item
+pin B-Item I-Item
+not B-Observation B-Observation
+greasing I-Observation I-Observation
+? O O
+? O O
+? O O
+
+repair B-Activity B-Activity
+to O O
+handrails B-Item B-Item
+
+replace B-Activity B-Activity
+fuel O B-Item
+solenoid B-Item I-Item
+
+repairs B-Activity B-Activity
+to O O
+access B-Item B-Item
+stairs I-Item I-Item
+switch B-Item I-Item
+
+replace B-Activity B-Activity
+pipe O B-Item
+position O I-Item
+damaged B-Observation B-Observation
+cups B-Item B-Item
+
+oil O O
+leaks B-Observation B-Observation
+weekly O O
+inspection B-Activity B-Activity
+& O O
+misc O B-Item
+jobs O I-Item
+
+oil O O
+on B-Observation O
+gear B-Item B-Item
+box I-Item I-Item
+
+changeout B-Activity B-Activity
+leaking B-Observation B-Observation
+hose B-Item B-Item
+in O O
+dogbox B-Item B-Item
+na O O
+
+carousel B-Item B-Item
+not B-Observation B-Observation
+turning. I-Observation I-Observation
+
+refit B-Activity B-Activity
+missing B-Observation B-Observation
+split B-Item B-Item
+pins I-Item I-Item
+on O O
+cyl O B-Item
+mounts B-Item I-Item
+
+replace B-Activity B-Activity
+exhaust B-Item B-Item
+tube B-Item I-Item
+
+replace B-Activity B-Activity
+head O B-Item
+guide B-Item I-Item
+wear B-Item B-Item
+strips I-Item I-Item
+
+replace B-Activity B-Activity
+blown B-Observation B-Observation
+hose B-Item B-Item
+on O O
+mast B-Item B-Item
+na O O
+
+oil O O
+low B-Observation B-Observation
+in O O
+rotary B-Item B-Item
+head I-Item I-Item
+gearbox B-Item B-Item
+
+replace B-Activity B-Activity
+dies B-Item B-Item
+break B-Item B-Item
+out I-Item I-Item
+wrench I-Item B-Item
+
+oil O O
+pressure O O
+&air O O
+discharge B-Item B-Item
+gauges I-Item I-Item
+not O B-Observation
+d O I-Observation
+
+alternator B-Item B-Item
+pulley B-Item I-Item
+needs B-Observation B-Observation
+replacing. B-Activity B-Activity
+
+change B-Activity B-Activity
+out I-Activity I-Activity
+front O O
+pump B-Item B-Item
+drive I-Item I-Item
+gearbox B-Item B-Item
+
+oil O O
+leak B-Observation B-Observation
+under O O
+mast B-Item B-Item
+na O O
+
+front O O
+levelling B-Item B-Item
+jack I-Item I-Item
+light B-Item B-Item
+not B-Observation B-Observation
+coming I-Observation I-Observation
+on I-Observation I-Observation
+
+dangerous B-Observation B-Observation
+t/tronics O O
+( O O
+positioner B-Item O
+) O O
+
+replace B-Activity B-Activity
+pipe O B-Item
+position O I-Item
+swing B-Item B-Item
+cylinder B-Item I-Item
+
+fix B-Activity B-Activity
+air B-Item B-Item
+cond I-Item I-Item
+not B-Observation B-Observation
+working I-Observation I-Observation
+
+noisy O B-Observation
+ac B-Item O
+fan B-Item B-Item
+motor I-Item I-Item
+
+changeout B-Activity B-Activity
+l/h/f O O
+jack B-Item B-Item
+leg I-Item I-Item
+
+cab B-Item B-Item
+door I-Item I-Item
+to O O
+deck B-Item B-Item
+leaking O B-Observation
+dust O I-Observation
+badly O B-Observation
+
+fix B-Activity B-Activity
+item_id O O
+machine B-Item B-Item
+signage B-Item I-Item
+
+align B-Activity B-Activity
+lh O O
+chain B-Item B-Item
+guide B-Item I-Item
+
+danaged O B-Item
+rope B-Item I-Item
+cover B-Item B-Item
+lower O O
+left O O
+
+mindrill O B-Item
+rod B-Item I-Item
+changeout B-Activity B-Activity
+
+replace B-Activity B-Activity
+head O B-Item
+packing B-Item B-Item
+
+leak B-Observation B-Observation
+at O O
+head O B-Item
+motors B-Item I-Item
+
+replace B-Activity B-Activity
+pipe B-Item B-Item
+positioner I-Item I-Item
+cyl. O O
+accident O B-Activity
+da O O
+
+replace B-Activity B-Activity
+positioner B-Item B-Item
+arm I-Item I-Item
+ram B-Item B-Item
+
+alternator B-Item B-Item
+overcharging B-Observation B-Observation
+
+oil O O
+reserve B-Item O
+making B-Observation B-Observation
+oil O O
+
+check B-Activity B-Activity
+trip B-Item B-Item
+arm I-Item I-Item
+on O O
+sensor B-Item B-Item
+top O O
+of O O
+mast B-Item B-Item
+
+hydrauilc O O
+leak O B-Observation
+deck B-Item B-Item
+spanner I-Item B-Item
+hose B-Item I-Item
+
+oil O O
+samples B-Activity O
+
+replace B-Activity B-Activity
+blown B-Observation B-Observation
+hoses B-Item B-Item
+
+replace B-Activity B-Activity
+& O O
+relocate B-Activity B-Activity
+oil O O
+lube B-Item B-Item
+station I-Item I-Item
+
+fix B-Activity B-Activity
+broken/loss O B-Observation
+handrails B-Item B-Item
+
+changeout B-Activity B-Activity
+hydraulic B-Item B-Item
+pump I-Item I-Item
+- O O
+rotation O O
+
+replace B-Activity B-Activity
+positerner O B-Item
+arm O I-Item
+cylinder B-Item B-Item
+
+replace B-Activity B-Activity
+positioner B-Item B-Item
+arm I-Item I-Item
+cyl O B-Item
+
+repalce O B-Activity
+alt. O O
+belts O B-Item
+
+repairs B-Activity B-Activity
+to O O
+walkway B-Item B-Item
+
+mindrill O O
+supply B-Activity B-Activity
+drill B-Item B-Item
+rods I-Item I-Item
+
+carousel B-Item B-Item
+operation O O
+appears O B-Observation
+slow O O
+
+mast B-Item B-Item
+will B-Observation B-Observation
+not I-Observation I-Observation
+unlock I-Observation I-Observation
+
+mast B-Item B-Item
+walky O B-Item
+cracked B-Observation B-Observation
+
+repair B-Activity B-Activity
+air B-Item B-Item
+supply I-Item I-Item
+to O O
+thread O B-Item
+lube O I-Item
+
+repair B-Activity B-Activity
+and O O
+return B-Activity B-Activity
+d90 O O
+track B-Item B-Item
+
+replace B-Activity B-Activity
+head O B-Item
+guide B-Item B-Item
+cover B-Item I-Item
+bolts O O
+item_id O O
+
+mast B-Item B-Item
+walkway B-Item B-Item
+cracking B-Observation B-Observation
+
+fix B-Activity B-Activity
+bent B-Observation B-Observation
+jack B-Item B-Item
+cylinder I-Item I-Item
+pin B-Item B-Item
+
+repairs B-Activity B-Activity
+to O O
+two B-Item B-Item
+way I-Item I-Item
+radio I-Item B-Item
+
+replace B-Activity B-Activity
+/refurbish B-Activity O
+dril B-Item B-Item
+rods I-Item I-Item
+
+alternator B-Item B-Item
+not B-Observation B-Observation
+charging I-Observation I-Observation
+item_id O O
+
+replace B-Activity B-Activity
+plenum B-Item B-Item
+chamber B-Item I-Item
+
+replace B-Activity B-Activity
+5 O O
+cabin B-Item B-Item
+window B-Item B-Item
+
+changeout B-Activity B-Activity
+l/hfinaldrive O O
+& O O
+pto O B-Item
+oils O O
+sos O O
+
+front O O
+ladder B-Item B-Item
+bent B-Observation B-Observation
+
+replace B-Activity B-Activity
+holding B-Item B-Item
+fork I-Item I-Item
+
+repair B-Activity B-Activity
+broken B-Observation B-Observation
+strap B-Item B-Item
+on O O
+potable B-Item B-Item
+water I-Item I-Item
+
+refit B-Activity B-Activity
+pin B-Item B-Item
+deck B-Item B-Item
+spanner I-Item I-Item
+
+changeout B-Activity B-Activity
+pump B-Item B-Item
+drive I-Item I-Item
+input B-Item B-Item
+adaptor I-Item I-Item
+
+repair B-Activity B-Activity
+to O O
+chip B-Item B-Item
+deflector I-Item I-Item
+
+repair B-Activity B-Activity
+to O O
+mast B-Item B-Item
+cracking B-Observation B-Observation
+
+refit B-Activity B-Activity
+mast B-Item B-Item
+locking B-Item B-Item
+pin I-Item I-Item
+m O O
+
+repair B-Activity B-Activity
+broken B-Observation B-Observation
+jack B-Item B-Item
+pad I-Item I-Item
+eyelet B-Item B-Item
+
+fix B-Activity B-Activity
+air B-Item B-Item
+conditioner I-Item I-Item
+
+carousel B-Item B-Item
+not B-Observation B-Observation
+working I-Observation I-Observation
+
+replace B-Activity B-Activity
+positioner B-Item B-Item
+arm I-Item I-Item
+cups B-Item B-Item
+
+repair B-Activity B-Activity
+oil O O
+leak B-Observation B-Observation
+on O O
+turbo B-Item B-Item
+oil O O
+feed B-Item B-Item
+line I-Item I-Item
+
+repair B-Activity B-Activity
+& O O
+replace B-Activity B-Activity
+alternator B-Item B-Item
+& O O
+adjuster B-Item B-Item
+
+replace B-Activity B-Activity
+pipe B-Item B-Item
+positioner I-Item I-Item
+cups B-Item B-Item
+completed O O
+
+oil O O
+leaks B-Observation B-Observation
+upper O O
+& O O
+middle O B-Item
+stacker B-Item I-Item
+
+repair B-Activity B-Activity
+broken B-Observation B-Observation
+mast B-Item B-Item
+lock B-Item B-Item
+pin I-Item I-Item
+item_id O O
+
+oil O O
+pressure O B-Item
+guage B-Item I-Item
+does B-Observation B-Observation
+n't I-Observation I-Observation
+work I-Observation I-Observation
+
+repair B-Activity B-Activity
+to O O
+planemrepair O B-Item
+to O O
+planem O B-Item
+
+mast B-Item B-Item
+warning B-Item B-Item
+light I-Item I-Item
+not B-Observation B-Observation
+working I-Observation I-Observation
+
+hose B-Item B-Item
+leaking B-Observation B-Observation
+before O O
+water O O
+[ O O
+pump B-Item B-Item
+
+replace B-Activity B-Activity
+holding B-Item B-Item
+wrench I-Item I-Item
+control I-Item B-Item
+switch I-Item I-Item
+
+repair B-Activity B-Activity
+broken B-Observation B-Observation
+line B-Item B-Item
+
+repaired B-Activity B-Activity
+step B-Item B-Item
+motor I-Item I-Item
+wiring B-Item B-Item
+
+check B-Activity B-Activity
+transmission O O
+oil O O
+
+replace B-Activity B-Activity
+expansion B-Item B-Item
+connector B-Item I-Item
+
+leak B-Observation B-Observation
+jumper B-Item B-Item
+hose I-Item I-Item
+r/h O O
+& O O
+main O O
+fuel B-Item B-Item
+tank I-Item I-Item
+
+oil O O
+leak B-Observation B-Observation
+travelling B-Item B-Item
+hoses I-Item I-Item
+
+replace B-Activity B-Activity
+& O O
+adjust B-Activity B-Activity
+out O O
+of O O
+wack B-Observation B-Item
+head B-Item I-Item
+slides I-Item B-Item
+
+replace B-Activity B-Activity
+pipe B-Item B-Item
+positioner I-Item B-Item
+switch I-Item I-Item
+
+mindrill O B-Item
+rod B-Item I-Item
+changeout B-Activity B-Activity
+on O O
+site O O
+na O O
+
+hose B-Item B-Item
+inspection B-Activity B-Activity
+and O O
+replace B-Activity B-Activity
+as O O
+required O O
+
+cab B-Item B-Item
+door I-Item I-Item
+wont B-Observation B-Observation
+shut. I-Observation I-Observation
+
+oil O O
+leak B-Observation B-Observation
+tor O O
+of O O
+hyd B-Item B-Item
+tank I-Item I-Item
+
+change B-Activity B-Activity
+out I-Activity I-Activity
+fuel O B-Item
+transfer B-Item I-Item
+pump I-Item I-Item
+
+replace B-Activity B-Activity
+blown B-Observation B-Observation
+hoses. B-Item B-Item
+
+fitting B-Item B-Item
+loose B-Observation B-Observation
+on O O
+siwvel O B-Item
+
+fitting B-Item B-Observation
+on O O
+rotation B-Item B-Item
+pump I-Item I-Item
+leaking B-Observation B-Observation
+
+replace B-Activity B-Activity
+fuel O B-Item
+tank B-Item I-Item
+sender B-Item B-Item
+
+no8 O O
+head B-Item O
+coolant O O
+leak B-Observation B-Observation
+
+repair B-Activity B-Activity
+broken B-Observation B-Observation
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+replace B-Activity B-Activity
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++ O O
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+hydraulic B-Item O
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+hydraulic B-Item B-Item
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+cab B-Item B-Item
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+replace B-Activity B-Activity
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+

loss.tsv

@@ -0,0 +1,11 @@
+EPOCH	TIMESTAMP	BAD_EPOCHS	LEARNING_RATE	TRAIN_LOSS	DEV_LOSS	DEV_PRECISION	DEV_RECALL	DEV_F1	DEV_ACCURACY
+1	19:55:29	0	0.1000	1.4696371102793433	0.743816614151001	0.6222	0.7221	0.6684	0.5123
+2	19:55:32	0	0.1000	0.8478334267286939	0.5499727725982666	0.7296	0.7731	0.7507	0.6045
+3	19:55:36	1	0.1000	0.6902107530396198	0.5182793736457825	0.7835	0.7135	0.7469	0.5989
+4	19:55:39	0	0.1000	0.5809657203216332	0.4407889246940613	0.7758	0.7952	0.7854	0.6512
+5	19:55:43	0	0.1000	0.5325261943681346	0.40568605065345764	0.7866	0.8154	0.8008	0.6704
+6	19:55:47	1	0.1000	0.4919573935324958	0.410269558429718	0.8115	0.7865	0.7988	0.665
+7	19:55:50	0	0.1000	0.4494401136804438	0.4015345871448517	0.8242	0.7846	0.8039	0.6727
+8	19:55:54	1	0.1000	0.4329062727047895	0.41782504320144653	0.716	0.8192	0.7641	0.6196
+9	19:55:57	2	0.1000	0.4035324242994097	0.40029552578926086	0.7568	0.826	0.7899	0.6532
+10	19:56:00	0	0.1000	0.39083805783230574	0.37994131445884705	0.8117	0.8038	0.8077	0.678

pytorch_model.bin

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+oid sha256:db558c5f84a2117399c73d9faf8a27d99c30fdd86af693c8f5d0f7ef505e512b
+size 394150947

test.tsv

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+alarm B-Item B-Item
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+bottem O B-Item
+of O O
+mast B-Item B-Item
+
+sump B-Item B-Activity
+reservetnk B-Item O
+leaking B-Observation B-Observation
+
+positioner B-Item B-Item
+arm I-Item I-Item
+worn B-Observation B-Observation
+
+vibration B-Observation O
+in O O
+drive B-Item B-Item
+train I-Item I-Item
+
+weld B-Activity B-Activity
+keeper B-Item B-Item
+plate I-Item I-Item
+on O O
+to O O
+hold O O
+in O O
+
+crack B-Item B-Observation
+in O O
+frame B-Item B-Item
+at O O
+rh O O
+jack B-Item B-Item
+tube B-Item I-Item
+
+miscelaneous O B-Observation
+leaks B-Observation B-Observation
+@ O O
+front O O
+pumps B-Item B-Item
+? O O
+? O O
+
+relieve B-Activity B-Activity
+dirt B-Observation B-Item
+build I-Observation I-Item
+under O O
+crane B-Item B-Item
+controls B-Item I-Item
+
+main O O
+c/b B-Item O
+on O O
+generator B-Item B-Item
+tripping B-Observation B-Observation
+out. I-Observation I-Observation
+
+hand B-Item B-Item
+rails I-Item I-Item
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+removing O B-Observation
+
+connect B-Activity B-Activity
+flood B-Item B-Item
+bar I-Item I-Item
+on O O
+top O O
+window B-Item B-Item
+
+potable B-Item B-Item
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+
+scv O O
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+
+thread B-Item B-Item
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+
+leaks B-Observation B-Observation
+near O O
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+
+camera B-Item B-Item
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+item_id O O
+
+reweld B-Activity B-Activity
+sub B-Item B-Item
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+head I-Item I-Item
+
+bent B-Observation B-Observation
+rod B-Item B-Item
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+] O O
+
+krown O O
+labour B-Activity B-Activity
+x1 O O
+na O O
+8/07 O O
+
+retension B-Activity B-Activity
+feed B-Item B-Item
+ropes I-Item I-Item
+
+two B-Item B-Item
+way I-Item I-Item
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+tranismit O I-Observation
+
+monitor B-Activity B-Activity
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+
+leaking B-Observation B-Observation
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+
+pipe B-Item B-Item
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+audible B-Item B-Item
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+
+order B-Activity B-Activity
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+fan B-Item B-Item
+hub B-Item B-Item
+
+operators O O
+complain B-Activity B-Activity
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+turn I-Observation I-Observation
+properly O I-Observation
+
+weld B-Activity B-Activity
+repair B-Activity B-Activity
+rod B-Item B-Item
+support I-Item I-Item
+
+leica B-Item B-Item
+screen I-Item I-Item
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+
+wash B-Activity B-Item
+down I-Activity I-Item
+hose O I-Item
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+pressure I-Observation O
+? O O
+? O O
+
+pipe B-Item B-Item
+loader I-Item I-Item
+creeping B-Observation B-Observation
+out I-Observation I-Observation
+on I-Observation O
+vertical I-Observation O
+
+warr O O
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+& O O
+air B-Item B-Item
+pipe I-Item I-Item
+suport B-Item O
+damage B-Observation B-Observation
+
+heater B-Item B-Item
+not B-Observation B-Observation
+working. I-Observation I-Observation
+
+rear O O
+air B-Item B-Item
+blower I-Item I-Item
+to O O
+short O O
+
+hyd B-Item B-Item
+tank I-Item I-Item
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+leaking B-Observation B-Observation
+
+replace B-Activity B-Activity
+head B-Item B-Item
+guide I-Item B-Item
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+
+locking B-Item B-Item
+pin I-Item I-Item
+indicator B-Item B-Item
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+staying B-Observation B-Observation
+on I-Observation I-Observation
+
+changeout B-Activity B-Activity
+rotary B-Item B-Item
+head I-Item I-Item
+wear B-Item B-Item
+slides I-Item I-Item
+
+replace B-Activity B-Activity
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+carrier B-Item B-Item
+rollers I-Item I-Item
+
+replace B-Activity B-Activity
+mast B-Item B-Item
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+
+retension B-Activity B-Item
+head B-Item I-Item
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+na O O
+
+machine B-Item B-Item
+setup B-Activity B-Activity
+in O O
+sap O B-Item
+
+adjust B-Activity B-Activity
+electronic B-Item B-Item
+level I-Item I-Item
+system I-Item I-Item
+item_id O O
+
+tong B-Item B-Item
+wont B-Observation B-Observation
+retract I-Observation I-Observation
+
+zacs O O
+fabricate B-Activity B-Activity
+& O O
+supply B-Activity B-Activity
+parts B-Item B-Item
+bin B-Item I-Item
+signs B-Item B-Item
+
+scv O O
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+x2 O O
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+
+check B-Activity B-Activity
+mast B-Item B-Item
+light B-Item B-Item
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+working I-Observation I-Observation
+
+feed B-Item B-Item
+rope I-Item I-Item
+off B-Observation O
+upper O O
+sheave B-Item B-Item
+
+monitor B-Activity B-Activity
+engine B-Item B-Item
+oil O O
+level O O
+na O O
+
+repairs B-Activity B-Activity
+to I-Activity O
+tyrbo B-Item B-Item
+timer I-Item I-Item
+
+suction B-Item B-Item
+line I-Item I-Item
+on O O
+radiator B-Item B-Item
+cracked B-Observation B-Observation
+
+oil O O
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+water B-Item O
+inj I-Item O
+flow B-Item B-Item
+divider I-Item I-Item
+
+remove B-Activity B-Activity
+rods B-Item B-Item
+from O O
+machine B-Item B-Item
+
+seal B-Item B-Item
+cracks B-Observation B-Observation
+in I-Observation O
+glass B-Item B-Item
+rubber I-Item B-Item
+strips I-Item I-Item
+
+replace B-Activity B-Activity
+grease B-Item B-Item
+nipple I-Item I-Item
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+
+off O O
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+reverce O O
+
+wash B-Item B-Item
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+hose I-Item I-Item
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+nozzle B-Item B-Item
+
+acc O O
+: O O
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+chip B-Item B-Item
+deflector I-Item I-Item
+
+manufacturer24 O O
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+
+manufacturer24 O O
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+
+positioner B-Item B-Item
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+clamping I-Observation I-Observation
+properly O O
+
+check B-Activity B-Activity
+tramming B-Observation B-Item
+fault I-Observation B-Observation
+
+rear O O
+lights B-Item B-Item
+not B-Observation B-Observation
+working I-Observation I-Observation
+
+gearbox B-Item B-Item
+temp B-Item B-Item
+gauge I-Item I-Item
+not B-Observation B-Observation
+working I-Observation I-Observation
+
+repairs B-Activity B-Activity
+to I-Activity O
+sign B-Item B-Item
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+
+lights B-Item B-Item
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+tank I-Item I-Item
+dim B-Observation O
+
+repalce B-Activity B-Activity
+air B-Item B-Item
+filters I-Item I-Item
+item_id O O
+
+rotary B-Item B-Item
+head I-Item I-Item
+speed B-Item B-Item
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+working. I-Observation I-Observation
+
+repair B-Activity B-Activity
+air B-Item B-Item
+window I-Item I-Item
+cleaner I-Item B-Item
+
+pipe B-Item B-Item
+positioner I-Item I-Item
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+working I-Observation I-Observation
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+
+rotation O O
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+& O O
+low B-Observation B-Observation
+stallout O O
+pressure O O
+
+wiper B-Item B-Item
+blade I-Item I-Item
+misssing B-Observation B-Observation
+
+feed B-Item B-Item
+control B-Item B-Item
+lever I-Item I-Item
+intermittent B-Observation B-Observation
+
+repairs B-Activity B-Activity
+to I-Activity O
+posationer O B-Item
+arm O I-Item
+
+chip B-Item B-Item
+deflector I-Item I-Item
+needs B-Observation B-Observation
+changing O O
+
+miscelaneous O O
+leaks B-Observation B-Observation
+
+mast B-Item B-Item
+lights B-Item B-Item
+u/s B-Observation B-Observation
+
+water B-Item B-Item
+injuction I-Item I-Item
+pipe I-Item I-Item
+leaking B-Observation B-Observation
+
+check B-Activity B-Activity
+oil O O
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+gearbox B-Item B-Item
+na O O
+
+receiver B-Item B-Item
+pressure B-Item B-Item
+gauge I-Item I-Item
+wrong B-Observation B-Observation
+type I-Observation O
+
+check B-Activity B-Activity
+out I-Activity I-Activity
+vibration B-Observation O
+in O O
+machine B-Item B-Item
+
+replace B-Activity B-Activity
+blown B-Observation B-Observation
+carosell B-Item B-Item
+hose B-Item I-Item
+
+chain B-Item B-Item
+gard I-Item I-Item
+fell B-Observation B-Observation
+out I-Observation I-Observation
+
+claem O B-Item
+and O O
+sanitised B-Activity B-Observation
+a/c B-Item O
+units I-Item B-Item
+
+adjust B-Activity B-Activity
+rear O O
+door B-Item B-Item
+
+leaking B-Observation B-Observation
+ram B-Item B-Item
+on O O
+tool B-Item B-Item
+wrench I-Item I-Item
+na O O
+
+misc O O
+jobs O O
+from O O
+operator O O
+prestart B-Activity B-Activity
+insp O O
+6/ O O
+
+repair B-Activity B-Activity
+steps B-Item B-Item
+accident B-Observation B-Observation
+damage I-Observation O
+
+change B-Activity B-Activity
+rh O O
+mast B-Item B-Item
+feed B-Item B-Item
+cylinder I-Item I-Item
+
+bent B-Observation B-Observation
+handrails B-Item B-Item
+
+c/o B-Activity B-Activity
+upper O O
+starter B-Item B-Item
+
+fire B-Item B-Item
+supression I-Item I-Item
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+repairs B-Activity B-Activity
+
+front O O
+emergency B-Item B-Item
+stairs I-Item I-Item
+hard B-Observation B-Observation
+to I-Observation I-Observation
+lower I-Observation I-Observation
+
+holding B-Item B-Item
+wrench I-Item I-Item
+requires O B-Observation
+replacing. B-Activity B-Activity
+
+inspect B-Activity B-Activity
+/ O O
+change B-Activity B-Activity
+deck B-Item B-Item
+fork I-Item I-Item
+
+oil O O
+coming B-Observation B-Observation
+out I-Observation I-Observation
+of O O
+breather B-Item B-Item
+item_id O O
+
+pre B-Activity B-Item
+service I-Activity I-Item
+set B-Activity B-Activity
+up I-Activity I-Activity
+na O O
+
+remove B-Activity B-Activity
+retaining B-Item O
+blocks I-Item B-Item
+fork B-Item I-Item
+cylinders I-Item B-Item
+
+replaced B-Activity B-Activity
+damaged B-Observation B-Observation
+seal B-Item B-Item
+
+scv O O
+labour B-Activity B-Activity
+x2 O O
+na O O
+16.07 O O
+
+agl O O
+replace B-Activity B-Activity
+broken B-Observation B-Observation
+roof B-Item B-Item
+viewing B-Item B-Item
+window I-Item I-Item
+
+seat B-Item B-Item
+arm B-Item I-Item
+rests I-Item B-Observation
+faulty B-Observation I-Observation
+
+replace B-Activity B-Activity
+breather B-Item B-Item
+on O O
+pump B-Item B-Item
+drive I-Item B-Item
+box I-Item I-Item
+
+thread B-Item B-Item
+lube O I-Item
+has O O
+low B-Observation B-Observation
+air O O
+pressure O O
+
+relocate B-Activity B-Activity
+lube B-Item B-Item
+pot I-Item I-Item
+overflow O O
+
+refit B-Activity B-Activity
+right O O
+hand O B-Item
+track B-Item I-Item
+
+lh O O
+fan B-Item B-Item
+pump B-Item B-Item
+adaptor B-Item I-Item
+seal O B-Item
+weeping B-Observation B-Observation
+
+scope B-Activity B-Activity
+slop O B-Observation
+in O O
+rod B-Item B-Item
+support I-Item I-Item
+
+wiring O O
+fault B-Observation B-Observation
+to O O
+alternator B-Item B-Item
+item_id O O
+
+repair B-Activity B-Activity
+all O O
+240v O O
+and O O
+24v O O
+work B-Item B-Item
+lights I-Item I-Item
+
+oil O O
+leak B-Observation B-Observation
+fron O O
+water B-Item B-Item
+pump I-Item I-Item
+
+tec O O
+50 O O
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+near O O
+cab B-Item B-Item
+item_id O O
+
+heat B-Activity B-Activity
+and O O
+break B-Activity B-Item
+stem B-Item I-Item
+
+hose B-Item B-Item
+fallen B-Observation B-Observation
+off I-Observation I-Observation
+washdown B-Item B-Item
+pump I-Item I-Item
+na O O
+
+limit B-Item B-Item
+switch I-Item I-Item
+has B-Observation O
+come O B-Observation
+away B-Observation I-Observation
+
+repair B-Activity B-Activity
+dust B-Item B-Item
+deflector I-Item I-Item
+chain B-Item B-Item
+na O O
+
+reamer B-Item B-Item
+& O O
+extension B-Item B-Activity
+thin O O
+changeout B-Activity B-Activity
+
+replace B-Activity B-Activity
+dust B-Item B-Item
+curtains I-Item I-Item
+
+deck B-Item B-Item
+fork I-Item I-Item
+leaking B-Observation B-Observation
+oil O O
+
+loose B-Observation B-Observation
+bolts O O
+on O O
+lighting B-Item B-Item
+bracket B-Item I-Item
+
+pipe B-Item B-Item
+in O O
+hole B-Item B-Item
+sensor B-Item I-Item
+not B-Observation B-Observation
+working I-Observation I-Observation
+
+broken B-Observation B-Observation
+hand B-Item B-Item
+rail I-Item I-Item
+on O O
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+deck I-Item I-Item
+item_id O O
+
+repair B-Activity B-Activity
+fitting B-Item B-Item
+on O O
+deck B-Item B-Item
+wrench B-Item B-Item
+na O O
+
+replace B-Activity B-Activity
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+pipe I-Item I-Item
+
+oil O O
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+on O O
+compressor B-Item B-Item
+
+repair B-Activity B-Activity
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+the O O
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+
+slow B-Observation B-Observation
+tramming O I-Observation
+lhs O O
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+
+replace B-Activity B-Activity
+chip B-Item B-Item
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+seal B-Item B-Item
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+
+check B-Activity B-Activity
+hyd O O
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+na O O
+
+pump B-Item B-Item
+drive I-Item I-Item
+box I-Item B-Item
+over- B-Observation B-Observation
+full I-Observation I-Observation
+
+rh O O
+propel B-Item B-Item
+pump I-Item I-Item
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+hose B-Item B-Item
+item_id O O
+
+move B-Activity B-Activity
+eng B-Item B-Item
+camera B-Item B-Item
+
+scv O O
+labour B-Activity B-Activity
+x2 O O
+na O O
+21/07/09 O O
+
+carousel B-Item B-Item
+lock B-Item B-Item
+pin I-Item I-Item
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+retracting I-Observation I-Observation
+
+check B-Activity B-Activity
+potable B-Item B-Item
+water I-Item I-Item
+system B-Item I-Item
+
+top B-Activity B-Activity
+up I-Activity I-Activity
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+
+wo B-Observation B-Observation
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+
+fit B-Activity B-Activity
+new O O
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+item_id O O
+
+over B-Observation B-Activity
+filled I-Observation B-Observation
+hydraulic B-Item B-Item
+tank I-Item I-Item
+item_id O O
+
+slapper B-Item B-Item
+blocks I-Item I-Item
+need O B-Observation
+building B-Activity O
+up I-Activity O
+
+strip B-Activity B-Item
+and O O
+overhaul B-Activity B-Activity
+shock B-Item B-Item
+sub I-Item I-Item
+
+weeping B-Observation B-Observation
+oring B-Item O
+on O O
+steel B-Item B-Item
+pipe I-Item I-Item
+
+fit B-Activity B-Activity
+up I-Activity I-Activity
+misssing B-Observation B-Item
+filter B-Item I-Item
+parts I-Item B-Item
+
+fit B-Activity B-Activity
+stops B-Item B-Item
+to O O
+positioner B-Item B-Item
+arm I-Item I-Item
+
+changeout B-Activity B-Activity
+drill B-Item B-Item
+rods I-Item I-Item
+na O O
+
+check B-Activity B-Activity
+adjustment B-Activity O
+of O O
+chains B-Item B-Item
+
+broken B-Observation B-Observation
+latch B-Item B-Item
+alternator B-Item I-Item
+insp B-Activity B-Item
+door B-Item I-Item
+
+fabricate B-Activity B-Activity
+mast B-Item B-Item
+walkway B-Item B-Item
+gate I-Item I-Item
+
+loose B-Observation B-Observation
+shroud B-Item B-Item
+engine B-Item I-Item
+oil I-Item O
+filter I-Item B-Item
+housing B-Item I-Item
+
+aux O O
+gearbox B-Item B-Item
+making B-Observation B-Observation
+oil O O
+na O O
+
+get B-Activity B-Activity
+part O O
+no O O
+off O O
+pumps B-Item B-Item
+
+replaec O B-Activity
+hosev O O
+from O O
+metering B-Item B-Item
+pump I-Item I-Item
+
+l5 O O
+track B-Item B-Item
+roller I-Item I-Item
+to O O
+be O O
+replaced B-Activity O
+
+tidy B-Activity B-Activity
+up I-Activity I-Activity
+mast B-Item B-Item
+hosing B-Item B-Item
+catching B-Observation B-Observation
+
+change B-Activity B-Activity
+lh O O
+mast B-Item B-Item
+feed B-Item B-Item
+cylinder I-Item I-Item
+
+krown O O
+labour B-Activity B-Activity
+x1 O O
+na O O
+16/07 O O
+
+seal B-Item B-Item
+weeping B-Observation I-Item
+rotation B-Item B-Item
+hose I-Item I-Item
+
+warr O B-Item
+compressor B-Item I-Item
+input B-Item B-Item
+seal I-Item I-Item
+leaking B-Observation B-Observation
+
+replace B-Activity B-Activity
+seat B-Item B-Item
+arm B-Item I-Item
+rests I-Item O
+

training.log

@@ -0,0 +1,235 @@
+2022-11-29 19:55:19,593 ----------------------------------------------------------------------------------------------------
+2022-11-29 19:55:19,594 Model: "SequenceTagger(
+  (embeddings): StackedEmbeddings(
+    (list_embedding_0): FlairEmbeddings(
+      (lm): LanguageModel(
+        (drop): Dropout(p=0.25, inplace=False)
+        (encoder): Embedding(275, 100)
+        (rnn): LSTM(100, 2048)
+        (decoder): Linear(in_features=2048, out_features=275, bias=True)
+      )
+    )
+    (list_embedding_1): FlairEmbeddings(
+      (lm): LanguageModel(
+        (drop): Dropout(p=0.25, inplace=False)
+        (encoder): Embedding(275, 100)
+        (rnn): LSTM(100, 2048)
+        (decoder): Linear(in_features=2048, out_features=275, bias=True)
+      )
+    )
+  )
+  (word_dropout): WordDropout(p=0.05)
+  (locked_dropout): LockedDropout(p=0.5)
+  (embedding2nn): Linear(in_features=4096, out_features=4096, bias=True)
+  (rnn): LSTM(4096, 256, batch_first=True, bidirectional=True)
+  (linear): Linear(in_features=512, out_features=15, bias=True)
+  (loss_function): ViterbiLoss()
+  (crf): CRF()
+)"
+2022-11-29 19:55:19,595 ----------------------------------------------------------------------------------------------------
+2022-11-29 19:55:19,597 Corpus: "Corpus: 3200 train + 401 dev + 401 test sentences"
+2022-11-29 19:55:19,597 ----------------------------------------------------------------------------------------------------
+2022-11-29 19:55:19,599 Parameters:
+2022-11-29 19:55:19,600  - learning_rate: "0.100000"
+2022-11-29 19:55:19,601  - mini_batch_size: "32"
+2022-11-29 19:55:19,602  - patience: "3"
+2022-11-29 19:55:19,603  - anneal_factor: "0.5"
+2022-11-29 19:55:19,604  - max_epochs: "10"
+2022-11-29 19:55:19,605  - shuffle: "True"
+2022-11-29 19:55:19,606  - train_with_dev: "False"
+2022-11-29 19:55:19,607  - batch_growth_annealing: "False"
+2022-11-29 19:55:19,609 ----------------------------------------------------------------------------------------------------
+2022-11-29 19:55:19,610 Model training base path: "models\ner_models\flair"
+2022-11-29 19:55:19,611 ----------------------------------------------------------------------------------------------------
+2022-11-29 19:55:19,612 Device: cuda:0
+2022-11-29 19:55:19,613 ----------------------------------------------------------------------------------------------------
+2022-11-29 19:55:19,615 Embeddings storage mode: gpu
+2022-11-29 19:55:19,616 ----------------------------------------------------------------------------------------------------
+2022-11-29 19:55:20,794 epoch 1 - iter 10/100 - loss 2.51444360 - samples/sec: 271.88 - lr: 0.100000
+2022-11-29 19:55:21,564 epoch 1 - iter 20/100 - loss 2.26125464 - samples/sec: 416.67 - lr: 0.100000
+2022-11-29 19:55:22,363 epoch 1 - iter 30/100 - loss 2.07498067 - samples/sec: 401.50 - lr: 0.100000
+2022-11-29 19:55:23,306 epoch 1 - iter 40/100 - loss 1.93443117 - samples/sec: 340.06 - lr: 0.100000
+2022-11-29 19:55:24,072 epoch 1 - iter 50/100 - loss 1.83384382 - samples/sec: 418.85 - lr: 0.100000
+2022-11-29 19:55:24,832 epoch 1 - iter 60/100 - loss 1.74987443 - samples/sec: 422.16 - lr: 0.100000
+2022-11-29 19:55:25,602 epoch 1 - iter 70/100 - loss 1.65976205 - samples/sec: 417.21 - lr: 0.100000
+2022-11-29 19:55:26,397 epoch 1 - iter 80/100 - loss 1.58696204 - samples/sec: 403.53 - lr: 0.100000
+2022-11-29 19:55:27,195 epoch 1 - iter 90/100 - loss 1.52321554 - samples/sec: 402.52 - lr: 0.100000
+2022-11-29 19:55:27,983 epoch 1 - iter 100/100 - loss 1.46963711 - samples/sec: 407.12 - lr: 0.100000
+2022-11-29 19:55:27,984 ----------------------------------------------------------------------------------------------------
+2022-11-29 19:55:27,985 EPOCH 1 done: loss 1.4696 - lr 0.100000
+2022-11-29 19:55:29,146 Evaluating as a multi-label problem: False
+2022-11-29 19:55:29,162 DEV : loss 0.743816614151001 - f1-score (micro avg)  0.6684
+2022-11-29 19:55:29,170 BAD EPOCHS (no improvement): 0
+2022-11-29 19:55:29,172 saving best model
+2022-11-29 19:55:29,960 ----------------------------------------------------------------------------------------------------
+2022-11-29 19:55:30,227 epoch 2 - iter 10/100 - loss 0.93122098 - samples/sec: 1212.12 - lr: 0.100000
+2022-11-29 19:55:30,472 epoch 2 - iter 20/100 - loss 0.93700673 - samples/sec: 1311.46 - lr: 0.100000
+2022-11-29 19:55:30,716 epoch 2 - iter 30/100 - loss 0.92589947 - samples/sec: 1322.31 - lr: 0.100000
+2022-11-29 19:55:30,964 epoch 2 - iter 40/100 - loss 0.91140916 - samples/sec: 1300.83 - lr: 0.100000
+2022-11-29 19:55:31,218 epoch 2 - iter 50/100 - loss 0.90092413 - samples/sec: 1269.84 - lr: 0.100000
+2022-11-29 19:55:31,469 epoch 2 - iter 60/100 - loss 0.88857491 - samples/sec: 1295.53 - lr: 0.100000
+2022-11-29 19:55:31,718 epoch 2 - iter 70/100 - loss 0.88186254 - samples/sec: 1300.81 - lr: 0.100000
+2022-11-29 19:55:31,978 epoch 2 - iter 80/100 - loss 0.86919368 - samples/sec: 1240.31 - lr: 0.100000
+2022-11-29 19:55:32,230 epoch 2 - iter 90/100 - loss 0.86008132 - samples/sec: 1274.91 - lr: 0.100000
+2022-11-29 19:55:32,469 epoch 2 - iter 100/100 - loss 0.84783343 - samples/sec: 1355.94 - lr: 0.100000
+2022-11-29 19:55:32,471 ----------------------------------------------------------------------------------------------------
+2022-11-29 19:55:32,472 EPOCH 2 done: loss 0.8478 - lr 0.100000
+2022-11-29 19:55:32,906 Evaluating as a multi-label problem: False
+2022-11-29 19:55:32,918 DEV : loss 0.5499727725982666 - f1-score (micro avg)  0.7507
+2022-11-29 19:55:32,925 BAD EPOCHS (no improvement): 0
+2022-11-29 19:55:32,927 saving best model
+2022-11-29 19:55:33,696 ----------------------------------------------------------------------------------------------------
+2022-11-29 19:55:33,939 epoch 3 - iter 10/100 - loss 0.74651710 - samples/sec: 1338.91 - lr: 0.100000
+2022-11-29 19:55:34,185 epoch 3 - iter 20/100 - loss 0.72825161 - samples/sec: 1311.48 - lr: 0.100000
+2022-11-29 19:55:34,437 epoch 3 - iter 30/100 - loss 0.72226545 - samples/sec: 1280.02 - lr: 0.100000
+2022-11-29 19:55:34,684 epoch 3 - iter 40/100 - loss 0.71087911 - samples/sec: 1311.47 - lr: 0.100000
+2022-11-29 19:55:34,928 epoch 3 - iter 50/100 - loss 0.71147087 - samples/sec: 1322.32 - lr: 0.100000
+2022-11-29 19:55:35,170 epoch 3 - iter 60/100 - loss 0.70753659 - samples/sec: 1338.93 - lr: 0.100000
+2022-11-29 19:55:35,418 epoch 3 - iter 70/100 - loss 0.70232310 - samples/sec: 1300.81 - lr: 0.100000
+2022-11-29 19:55:35,677 epoch 3 - iter 80/100 - loss 0.69187476 - samples/sec: 1245.14 - lr: 0.100000
+2022-11-29 19:55:35,927 epoch 3 - iter 90/100 - loss 0.69092892 - samples/sec: 1290.33 - lr: 0.100000
+2022-11-29 19:55:36,165 epoch 3 - iter 100/100 - loss 0.69021075 - samples/sec: 1361.70 - lr: 0.100000
+2022-11-29 19:55:36,166 ----------------------------------------------------------------------------------------------------
+2022-11-29 19:55:36,167 EPOCH 3 done: loss 0.6902 - lr 0.100000
+2022-11-29 19:55:36,608 Evaluating as a multi-label problem: False
+2022-11-29 19:55:36,619 DEV : loss 0.5182793736457825 - f1-score (micro avg)  0.7469
+2022-11-29 19:55:36,627 BAD EPOCHS (no improvement): 1
+2022-11-29 19:55:36,628 ----------------------------------------------------------------------------------------------------
+2022-11-29 19:55:36,877 epoch 4 - iter 10/100 - loss 0.55811226 - samples/sec: 1295.55 - lr: 0.100000
+2022-11-29 19:55:37,123 epoch 4 - iter 20/100 - loss 0.59166121 - samples/sec: 1311.48 - lr: 0.100000
+2022-11-29 19:55:37,384 epoch 4 - iter 30/100 - loss 0.60031438 - samples/sec: 1230.64 - lr: 0.100000
+2022-11-29 19:55:37,652 epoch 4 - iter 40/100 - loss 0.60103191 - samples/sec: 1221.61 - lr: 0.100000
+2022-11-29 19:55:37,899 epoch 4 - iter 50/100 - loss 0.60056311 - samples/sec: 1311.47 - lr: 0.100000
+2022-11-29 19:55:38,157 epoch 4 - iter 60/100 - loss 0.59683237 - samples/sec: 1248.48 - lr: 0.100000
+2022-11-29 19:55:38,430 epoch 4 - iter 70/100 - loss 0.59160524 - samples/sec: 1180.76 - lr: 0.100000
+2022-11-29 19:55:38,714 epoch 4 - iter 80/100 - loss 0.58813251 - samples/sec: 1135.77 - lr: 0.100000
+2022-11-29 19:55:39,030 epoch 4 - iter 90/100 - loss 0.58326348 - samples/sec: 1018.25 - lr: 0.100000
+2022-11-29 19:55:39,318 epoch 4 - iter 100/100 - loss 0.58096572 - samples/sec: 1123.08 - lr: 0.100000
+2022-11-29 19:55:39,320 ----------------------------------------------------------------------------------------------------
+2022-11-29 19:55:39,321 EPOCH 4 done: loss 0.5810 - lr 0.100000
+2022-11-29 19:55:39,782 Evaluating as a multi-label problem: False
+2022-11-29 19:55:39,794 DEV : loss 0.4407889246940613 - f1-score (micro avg)  0.7854
+2022-11-29 19:55:39,802 BAD EPOCHS (no improvement): 0
+2022-11-29 19:55:39,804 saving best model
+2022-11-29 19:55:40,596 ----------------------------------------------------------------------------------------------------
+2022-11-29 19:55:40,878 epoch 5 - iter 10/100 - loss 0.56197289 - samples/sec: 1142.34 - lr: 0.100000
+2022-11-29 19:55:41,139 epoch 5 - iter 20/100 - loss 0.53811764 - samples/sec: 1240.30 - lr: 0.100000
+2022-11-29 19:55:41,397 epoch 5 - iter 30/100 - loss 0.54474518 - samples/sec: 1253.62 - lr: 0.100000
+2022-11-29 19:55:41,655 epoch 5 - iter 40/100 - loss 0.55153870 - samples/sec: 1252.74 - lr: 0.100000
+2022-11-29 19:55:41,904 epoch 5 - iter 50/100 - loss 0.55267311 - samples/sec: 1290.31 - lr: 0.100000
+2022-11-29 19:55:42,160 epoch 5 - iter 60/100 - loss 0.54321808 - samples/sec: 1259.84 - lr: 0.100000
+2022-11-29 19:55:42,420 epoch 5 - iter 70/100 - loss 0.53776303 - samples/sec: 1241.33 - lr: 0.100000
+2022-11-29 19:55:42,676 epoch 5 - iter 80/100 - loss 0.53917517 - samples/sec: 1259.84 - lr: 0.100000
+2022-11-29 19:55:42,930 epoch 5 - iter 90/100 - loss 0.54249645 - samples/sec: 1269.81 - lr: 0.100000
+2022-11-29 19:55:43,190 epoch 5 - iter 100/100 - loss 0.53252619 - samples/sec: 1244.40 - lr: 0.100000
+2022-11-29 19:55:43,192 ----------------------------------------------------------------------------------------------------
+2022-11-29 19:55:43,193 EPOCH 5 done: loss 0.5325 - lr 0.100000
+2022-11-29 19:55:43,645 Evaluating as a multi-label problem: False
+2022-11-29 19:55:43,657 DEV : loss 0.40568605065345764 - f1-score (micro avg)  0.8008
+2022-11-29 19:55:43,664 BAD EPOCHS (no improvement): 0
+2022-11-29 19:55:43,666 saving best model
+2022-11-29 19:55:44,450 ----------------------------------------------------------------------------------------------------
+2022-11-29 19:55:44,710 epoch 6 - iter 10/100 - loss 0.53370135 - samples/sec: 1240.31 - lr: 0.100000
+2022-11-29 19:55:44,971 epoch 6 - iter 20/100 - loss 0.52620640 - samples/sec: 1235.53 - lr: 0.100000
+2022-11-29 19:55:45,226 epoch 6 - iter 30/100 - loss 0.50857884 - samples/sec: 1269.84 - lr: 0.100000
+2022-11-29 19:55:45,475 epoch 6 - iter 40/100 - loss 0.51512304 - samples/sec: 1300.80 - lr: 0.100000
+2022-11-29 19:55:45,738 epoch 6 - iter 50/100 - loss 0.50988354 - samples/sec: 1222.70 - lr: 0.100000
+2022-11-29 19:55:46,009 epoch 6 - iter 60/100 - loss 0.50078065 - samples/sec: 1188.89 - lr: 0.100000
+2022-11-29 19:55:46,272 epoch 6 - iter 70/100 - loss 0.49147668 - samples/sec: 1235.51 - lr: 0.100000
+2022-11-29 19:55:46,526 epoch 6 - iter 80/100 - loss 0.49512972 - samples/sec: 1266.58 - lr: 0.100000
+2022-11-29 19:55:46,774 epoch 6 - iter 90/100 - loss 0.49726457 - samples/sec: 1295.55 - lr: 0.100000
+2022-11-29 19:55:47,041 epoch 6 - iter 100/100 - loss 0.49195739 - samples/sec: 1205.56 - lr: 0.100000
+2022-11-29 19:55:47,043 ----------------------------------------------------------------------------------------------------
+2022-11-29 19:55:47,044 EPOCH 6 done: loss 0.4920 - lr 0.100000
+2022-11-29 19:55:47,481 Evaluating as a multi-label problem: False
+2022-11-29 19:55:47,492 DEV : loss 0.410269558429718 - f1-score (micro avg)  0.7988
+2022-11-29 19:55:47,500 BAD EPOCHS (no improvement): 1
+2022-11-29 19:55:47,502 ----------------------------------------------------------------------------------------------------
+2022-11-29 19:55:47,750 epoch 7 - iter 10/100 - loss 0.46687846 - samples/sec: 1295.41 - lr: 0.100000
+2022-11-29 19:55:48,003 epoch 7 - iter 20/100 - loss 0.49256551 - samples/sec: 1285.09 - lr: 0.100000
+2022-11-29 19:55:48,257 epoch 7 - iter 30/100 - loss 0.48660147 - samples/sec: 1269.85 - lr: 0.100000
+2022-11-29 19:55:48,508 epoch 7 - iter 40/100 - loss 0.47807865 - samples/sec: 1285.07 - lr: 0.100000
+2022-11-29 19:55:48,769 epoch 7 - iter 50/100 - loss 0.46595729 - samples/sec: 1259.41 - lr: 0.100000
+2022-11-29 19:55:49,026 epoch 7 - iter 60/100 - loss 0.46114198 - samples/sec: 1253.73 - lr: 0.100000
+2022-11-29 19:55:49,310 epoch 7 - iter 70/100 - loss 0.45048113 - samples/sec: 1132.92 - lr: 0.100000
+2022-11-29 19:55:49,584 epoch 7 - iter 80/100 - loss 0.45121334 - samples/sec: 1180.54 - lr: 0.100000
+2022-11-29 19:55:49,855 epoch 7 - iter 90/100 - loss 0.45056088 - samples/sec: 1189.15 - lr: 0.100000
+2022-11-29 19:55:50,116 epoch 7 - iter 100/100 - loss 0.44944011 - samples/sec: 1233.24 - lr: 0.100000
+2022-11-29 19:55:50,118 ----------------------------------------------------------------------------------------------------
+2022-11-29 19:55:50,119 EPOCH 7 done: loss 0.4494 - lr 0.100000
+2022-11-29 19:55:50,574 Evaluating as a multi-label problem: False
+2022-11-29 19:55:50,583 DEV : loss 0.4015345871448517 - f1-score (micro avg)  0.8039
+2022-11-29 19:55:50,591 BAD EPOCHS (no improvement): 0
+2022-11-29 19:55:50,593 saving best model
+2022-11-29 19:55:51,377 ----------------------------------------------------------------------------------------------------
+2022-11-29 19:55:51,633 epoch 8 - iter 10/100 - loss 0.39979676 - samples/sec: 1264.81 - lr: 0.100000
+2022-11-29 19:55:51,891 epoch 8 - iter 20/100 - loss 0.42294478 - samples/sec: 1255.60 - lr: 0.100000
+2022-11-29 19:55:52,147 epoch 8 - iter 30/100 - loss 0.43561446 - samples/sec: 1256.72 - lr: 0.100000
+2022-11-29 19:55:52,401 epoch 8 - iter 40/100 - loss 0.42958077 - samples/sec: 1269.11 - lr: 0.100000
+2022-11-29 19:55:52,651 epoch 8 - iter 50/100 - loss 0.43644458 - samples/sec: 1296.15 - lr: 0.100000
+2022-11-29 19:55:52,912 epoch 8 - iter 60/100 - loss 0.44022842 - samples/sec: 1235.50 - lr: 0.100000
+2022-11-29 19:55:53,174 epoch 8 - iter 70/100 - loss 0.43387762 - samples/sec: 1246.46 - lr: 0.100000
+2022-11-29 19:55:53,429 epoch 8 - iter 80/100 - loss 0.43344584 - samples/sec: 1264.25 - lr: 0.100000
+2022-11-29 19:55:53,695 epoch 8 - iter 90/100 - loss 0.43213231 - samples/sec: 1211.55 - lr: 0.100000
+2022-11-29 19:55:53,954 epoch 8 - iter 100/100 - loss 0.43290627 - samples/sec: 1245.12 - lr: 0.100000
+2022-11-29 19:55:53,956 ----------------------------------------------------------------------------------------------------
+2022-11-29 19:55:53,957 EPOCH 8 done: loss 0.4329 - lr 0.100000
+2022-11-29 19:55:54,408 Evaluating as a multi-label problem: False
+2022-11-29 19:55:54,418 DEV : loss 0.41782504320144653 - f1-score (micro avg)  0.7641
+2022-11-29 19:55:54,426 BAD EPOCHS (no improvement): 1
+2022-11-29 19:55:54,428 ----------------------------------------------------------------------------------------------------
+2022-11-29 19:55:54,679 epoch 9 - iter 10/100 - loss 0.38809048 - samples/sec: 1285.14 - lr: 0.100000
+2022-11-29 19:55:54,938 epoch 9 - iter 20/100 - loss 0.38429409 - samples/sec: 1256.56 - lr: 0.100000
+2022-11-29 19:55:55,189 epoch 9 - iter 30/100 - loss 0.39951865 - samples/sec: 1281.77 - lr: 0.100000
+2022-11-29 19:55:55,448 epoch 9 - iter 40/100 - loss 0.40274063 - samples/sec: 1245.02 - lr: 0.100000
+2022-11-29 19:55:55,706 epoch 9 - iter 50/100 - loss 0.40411498 - samples/sec: 1258.99 - lr: 0.100000
+2022-11-29 19:55:55,963 epoch 9 - iter 60/100 - loss 0.40716752 - samples/sec: 1254.85 - lr: 0.100000
+2022-11-29 19:55:56,215 epoch 9 - iter 70/100 - loss 0.40607803 - samples/sec: 1280.01 - lr: 0.100000
+2022-11-29 19:55:56,470 epoch 9 - iter 80/100 - loss 0.40395778 - samples/sec: 1261.20 - lr: 0.100000
+2022-11-29 19:55:56,746 epoch 9 - iter 90/100 - loss 0.40295678 - samples/sec: 1163.38 - lr: 0.100000
+2022-11-29 19:55:57,000 epoch 9 - iter 100/100 - loss 0.40353242 - samples/sec: 1270.32 - lr: 0.100000
+2022-11-29 19:55:57,002 ----------------------------------------------------------------------------------------------------
+2022-11-29 19:55:57,003 EPOCH 9 done: loss 0.4035 - lr 0.100000
+2022-11-29 19:55:57,447 Evaluating as a multi-label problem: False
+2022-11-29 19:55:57,459 DEV : loss 0.40029552578926086 - f1-score (micro avg)  0.7899
+2022-11-29 19:55:57,468 BAD EPOCHS (no improvement): 2
+2022-11-29 19:55:57,469 ----------------------------------------------------------------------------------------------------
+2022-11-29 19:55:57,739 epoch 10 - iter 10/100 - loss 0.38553391 - samples/sec: 1196.01 - lr: 0.100000
+2022-11-29 19:55:57,984 epoch 10 - iter 20/100 - loss 0.38512171 - samples/sec: 1322.31 - lr: 0.100000
+2022-11-29 19:55:58,230 epoch 10 - iter 30/100 - loss 0.37342493 - samples/sec: 1316.88 - lr: 0.100000
+2022-11-29 19:55:58,485 epoch 10 - iter 40/100 - loss 0.38000802 - samples/sec: 1264.83 - lr: 0.100000
+2022-11-29 19:55:58,728 epoch 10 - iter 50/100 - loss 0.38083797 - samples/sec: 1338.91 - lr: 0.100000
+2022-11-29 19:55:58,974 epoch 10 - iter 60/100 - loss 0.38513078 - samples/sec: 1316.08 - lr: 0.100000
+2022-11-29 19:55:59,220 epoch 10 - iter 70/100 - loss 0.38870147 - samples/sec: 1311.48 - lr: 0.100000
+2022-11-29 19:55:59,477 epoch 10 - iter 80/100 - loss 0.38746411 - samples/sec: 1264.54 - lr: 0.100000
+2022-11-29 19:55:59,724 epoch 10 - iter 90/100 - loss 0.39006729 - samples/sec: 1316.87 - lr: 0.100000
+2022-11-29 19:55:59,979 epoch 10 - iter 100/100 - loss 0.39083806 - samples/sec: 1264.82 - lr: 0.100000
+2022-11-29 19:55:59,981 ----------------------------------------------------------------------------------------------------
+2022-11-29 19:55:59,982 EPOCH 10 done: loss 0.3908 - lr 0.100000
+2022-11-29 19:56:00,610 Evaluating as a multi-label problem: False
+2022-11-29 19:56:00,621 DEV : loss 0.37994131445884705 - f1-score (micro avg)  0.8077
+2022-11-29 19:56:00,629 BAD EPOCHS (no improvement): 0
+2022-11-29 19:56:00,631 saving best model
+2022-11-29 19:56:02,157 ----------------------------------------------------------------------------------------------------
+2022-11-29 19:56:02,159 loading file models\ner_models\flair\best-model.pt
+2022-11-29 19:56:02,668 SequenceTagger predicts: Dictionary with 15 tags: O, S-Item, B-Item, E-Item, I-Item, S-Activity, B-Activity, E-Activity, I-Activity, S-Observation, B-Observation, E-Observation, I-Observation, <START>, <STOP>
+2022-11-29 19:56:04,074 Evaluating as a multi-label problem: False
+2022-11-29 19:56:04,084 0.7956	0.7771	0.7863	0.6533
+2022-11-29 19:56:04,086 
+Results:
+- F-score (micro) 0.7863
+- F-score (macro) 0.8002
+- Accuracy 0.6533
+
+By class:
+              precision    recall  f1-score   support
+
+        Item     0.7638    0.7555    0.7596       548
+ Observation     0.7725    0.7309    0.7512       223
+    Activity     0.9005    0.8796    0.8899       216
+
+   micro avg     0.7956    0.7771    0.7863       987
+   macro avg     0.8123    0.7887    0.8002       987
+weighted avg     0.7957    0.7771    0.7862       987
+
+2022-11-29 19:56:04,087 ----------------------------------------------------------------------------------------------------