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 six classes: `Item`, `Activity`, `Observation`, `Specifier`, `Consumable`, and `Cardinality`.

dev.tsv

@@ -0,0 +1,2309 @@
+repair B-Activity B-Activity
+oil B-Consumable B-Consumable
+leak B-Observation B-Observation
+at O O
+compressor O O
+thermostat O O
+
+rear O O
+drive O O
+box O O
+creating O O
+oil O O
+item_id O O
+
+replace B-Activity B-Activity
+dies B-Item B-Item
+in O O
+wrench O O
+
+oil B-Consumable B-Consumable
+leak O B-Observation
+under O O
+oil O O
+cooler O O
+
+replace B-Activity B-Activity
+planun O B-Item
+seal O B-Item
+
+noise O B-Observation
+in O O
+compressor O O
+item_id O O
+
+fitting B-Item B-Observation
+loose B-Observation B-Observation
+on O O
+grease O O
+tank O O
+item_id O O
+
+oil B-Consumable B-Consumable
+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 B-Specifier B-Item
+and O O
+output B-Specifier 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 O O
+sensor O B-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 O
+
+repair B-Activity B-Activity
+& O O
+replace B-Activity B-Activity
+breakout B-Item B-Item
+tongs I-Item B-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 B-Item
+
+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 B-Item
+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 O O
+circuit O O
+
+repair B-Activity B-Activity
+broken B-Observation B-Observation
+tool B-Item B-Item
+wrench B-Item B-Item
+stop B-Item O
+
+replace B-Activity B-Activity
+expansion B-Item B-Item
+joint I-Item I-Item
+gasket B-Consumable B-Item
+
+front O O
+l O O
+\ O O
+h O O
+side O O
+jack O O
+proxy O O
+u O O
+\ O O
+s O O
+
+ajust B-Activity O
+track B-Item O
+
+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 O
+system. O O
+
+hydraulic B-Item B-Item
+control I-Item I-Item
+light I-Item B-Item
+not B-Observation B-Observation
+staying I-Observation I-Observation
+on I-Observation I-Observation
+
+check B-Activity B-Activity
+vibration O B-Item
+in O O
+machine O O
+
+repairs B-Activity B-Activity
+to O O
+bracket O B-Item
+head O B-Item
+up O O
+switch O O
+
+repalce O B-Activity
+cylinder O B-Item
+head O B-Item
+
+oil B-Consumable B-Consumable
+pressure B-Item B-Item
+gauge I-Item I-Item
+faulty B-Observation B-Observation
+
+mindrill O O
+straighten O O
+/ O O
+refurb O B-Activity
+x2 O O
+d40 O O
+rods O O
+
+repair B-Activity B-Activity
+oil B-Consumable B-Consumable
+leaks B-Observation B-Observation
+- O O
+front O O
+jacks O O
+
+replace B-Activity B-Activity
+fuel O B-Item
+return B-Item I-Item
+hose. I-Item B-Item
+
+changeout B-Activity B-Activity
+l/h O O
+fan O O
+adaptor O O
+
+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 O O
+stabilizer O O
+and O O
+return O O
+
+refit B-Activity B-Activity
+lh O O
+track O O
+
+oil B-Consumable B-Consumable
+leak B-Observation B-Observation
+under O O
+acc. O O
+pumps O O
+
+changeout B-Activity B-Activity
+lh O O
+final O O
+drive O O
+oil O O
+bad O 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 B-Item
+& O O
+nuts O B-Item
+
+repaired B-Activity B-Activity
+oil B-Consumable B-Consumable
+leak B-Observation B-Observation
+on O O
+slap O O
+wrench O O
+
+repair B-Activity B-Activity
+top O O
+of O O
+carousel O O
+spider O O
+item_id O O
+
+replace B-Activity B-Activity
+grouser B-Item B-Item
+bolts I-Item B-Item
+in O O
+spare O O
+track O O
+
+mindrill O O
+rod O O
+changeout O O
+service O 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 O O
+adjuster O O
+
+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 B-Item
+wo B-Observation B-Observation
+n't I-Observation I-Observation
+switch I-Observation I-Observation
+of I-Observation O
+
+no5 B-Specifier O
+cyl O B-Item
+head O I-Item
+gasket O B-Item
+leaking O B-Observation
+warranty O O
+
+no4 B-Specifier O
+hose B-Item B-Item
+leaking B-Observation B-Observation
+top O O
+of O O
+separator O O
+
+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 O O
+
+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 B-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-Consumable
+solenoid B-Item B-Item
+
+repairs B-Activity B-Activity
+to O O
+access B-Item B-Item
+stairs I-Item I-Item
+switch B-Item B-Item
+
+replace B-Activity B-Activity
+pipe O B-Item
+position O I-Item
+damaged O B-Observation
+cups O B-Item
+
+oil B-Consumable B-Consumable
+leaks B-Observation B-Observation
+weekly O O
+inspection B-Activity O
+& O O
+misc O O
+jobs O O
+
+oil B-Consumable B-Consumable
+on B-Observation O
+gear B-Item O
+box I-Item O
+
+changeout B-Activity B-Activity
+leaking B-Observation B-Observation
+hose B-Item B-Item
+in O O
+dogbox O O
+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 O
+mounts O O
+
+replace B-Activity B-Activity
+exhaust B-Item B-Item
+tube B-Item B-Item
+
+replace B-Activity B-Activity
+head O B-Item
+guide B-Item B-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 O O
+na O O
+
+oil B-Consumable B-Consumable
+low B-Observation B-Observation
+in O O
+rotary O O
+head O O
+gearbox O O
+
+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 B-Consumable B-Consumable
+pressure O O
+&air O O
+discharge O O
+gauges O O
+not O O
+d O O
+
+alternator B-Item B-Item
+pulley B-Item B-Item
+needs B-Observation B-Observation
+replacing. B-Activity I-Observation
+
+change B-Activity B-Activity
+out I-Activity I-Activity
+front O O
+pump O O
+drive O O
+gearbox O O
+
+oil B-Consumable B-Consumable
+leak B-Observation B-Observation
+under O O
+mast O O
+na O O
+
+front O O
+levelling O O
+jack O O
+light O O
+not O B-Observation
+coming O I-Observation
+on O I-Observation
+
+dangerous B-Observation O
+t/tronics O O
+( O O
+positioner O O
+) O O
+
+replace B-Activity B-Activity
+pipe O B-Item
+position O I-Item
+swing O B-Item
+cylinder O 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 O
+motor I-Item O
+
+changeout B-Activity B-Activity
+l/h/f O O
+jack O O
+leg O O
+
+cab B-Item B-Item
+door I-Item I-Item
+to O O
+deck O B-Item
+leaking O B-Observation
+dust O I-Observation
+badly O O
+
+fix B-Activity B-Activity
+item_id O O
+machine B-Item O
+signage B-Item O
+
+align B-Activity B-Activity
+lh O O
+chain O O
+guide O O
+
+danaged O O
+rope O O
+cover O O
+lower O O
+left O O
+
+mindrill O O
+rod O O
+changeout O O
+
+replace B-Activity B-Activity
+head O B-Item
+packing B-Item B-Item
+
+leak B-Observation B-Observation
+at O O
+head O O
+motors O O
+
+replace B-Activity B-Activity
+pipe B-Item B-Item
+positioner I-Item B-Item
+cyl. O O
+accident O O
+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 B-Consumable
+reserve B-Item B-Item
+making B-Observation B-Observation
+oil B-Consumable B-Consumable
+
+check B-Activity B-Activity
+trip B-Item B-Item
+arm I-Item I-Item
+on O O
+sensor O O
+top O O
+of O O
+mast O O
+
+hydrauilc O O
+leak O B-Observation
+deck B-Item B-Item
+spanner I-Item B-Item
+hose B-Item B-Item
+
+oil B-Consumable B-Consumable
+samples B-Activity B-Item
+
+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 B-Consumable B-Consumable
+lube B-Item B-Item
+station I-Item I-Item
+
+fix B-Activity B-Activity
+broken/loss O B-Observation
+handrails O 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 O 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 O
+
+repairs B-Activity B-Activity
+to O O
+walkway B-Item B-Item
+
+mindrill O O
+supply O O
+drill O O
+rods O O
+
+carousel B-Item B-Item
+operation O B-Item
+appears O B-Observation
+slow O I-Observation
+
+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 O B-Observation
+
+repair B-Activity B-Activity
+air B-Item B-Item
+supply I-Item I-Item
+to O O
+thread B-Consumable B-Item
+lube I-Consumable 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 B-Item
+bolts O B-Item
+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 B-Item
+pin B-Item B-Item
+
+repairs B-Activity B-Activity
+to O O
+two B-Item O
+way I-Item O
+radio I-Item O
+
+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 O
+window B-Item O
+
+changeout B-Activity B-Activity
+l/hfinaldrive O O
+& O O
+pto O O
+oils O O
+sos O O
+
+front O O
+ladder O O
+bent O O
+
+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 O O
+water O O
+
+refit B-Activity B-Activity
+pin B-Item B-Item
+deck B-Item B-Item
+spanner I-Item B-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 B-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 B-Consumable B-Consumable
+leak B-Observation B-Observation
+on O O
+turbo O O
+oil O O
+feed O O
+line O O
+
+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 B-Observation
+
+oil B-Consumable B-Consumable
+leaks B-Observation B-Observation
+upper O O
+& O O
+middle O O
+stacker O O
+
+repair B-Activity B-Activity
+broken B-Observation B-Observation
+mast B-Item B-Item
+lock B-Item B-Item
+pin I-Item B-Item
+item_id O O
+
+oil B-Consumable B-Consumable
+pressure O B-Item
+guage O I-Item
+does O B-Observation
+n't O I-Observation
+work O I-Observation
+
+repair B-Activity B-Activity
+to O O
+planemrepair O O
+to O O
+planem O O
+
+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 O O
+
+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 B-Item
+wiring B-Item B-Item
+
+check B-Activity B-Activity
+transmission B-Consumable B-Item
+oil I-Consumable B-Consumable
+
+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 B-Item
+r/h O O
+& O O
+main O O
+fuel O O
+tank O O
+
+oil B-Consumable B-Consumable
+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 B-Observation
+of O I-Observation
+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 O
+rod O O
+changeout O O
+on O O
+site O O
+na O O
+
+hose B-Item B-Item
+inspection B-Activity B-Item
+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 B-Consumable B-Consumable
+leak B-Observation B-Observation
+tor O O
+of O O
+hyd O O
+tank O O
+
+change B-Activity B-Activity
+out I-Activity I-Activity
+fuel O B-Item
+transfer B-Item I-Item
+pump I-Item B-Item
+
+replace B-Activity B-Activity
+blown B-Observation B-Observation
+hoses. B-Item B-Item
+
+fitting B-Item B-Observation
+loose B-Observation B-Observation
+on O O
+siwvel O O
+
+fitting B-Item B-Activity
+on O O
+rotation O O
+pump O O
+leaking O O
+
+replace B-Activity B-Activity
+fuel O B-Item
+tank B-Item I-Item
+sender B-Item B-Item
+
+no8 B-Specifier O
+head B-Item O
+coolant B-Consumable B-Consumable
+leak B-Observation B-Observation
+
+repair B-Activity B-Activity
+broken B-Observation B-Observation
+pull B-Item B-Item
+down I-Item I-Item
+chains I-Item B-Item
+item_id O O
+
+inverter B-Item B-Item
+damaged B-Observation B-Observation
+240v B-Specifier O
+circuit B-Item O
+
+repair B-Activity B-Activity
+to O O
+auto B-Specifier B-Item
+fire B-Item B-Item
+supression I-Item I-Item
+
+replace B-Activity B-Activity
+pipe B-Item B-Item
+positioner I-Item I-Item
+cup B-Item B-Item
+bolts B-Item B-Item
+
+damaged B-Observation B-Observation
+l/h O O
+track O O
+link O O
+
+repaired B-Activity B-Activity
+leak B-Observation B-Observation
+on O O
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+
+check B-Activity B-Activity
+vibration O B-Item
+and O O
+item O O
+on O O
+deck. O O
+
+replace B-Activity B-Activity
+failed B-Observation B-Observation
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+driveline O O
+on O O
+item_id O O
+
+replace B-Activity B-Activity
+blown B-Observation B-Observation
+hyd B-Item B-Item
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+on O O
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+spanner O O
+
+replace B-Activity B-Activity
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+locking B-Item B-Item
+cylinder I-Item I-Item
+
+replace B-Activity B-Activity
+positioner B-Item B-Item
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+limit B-Item B-Item
+sw I-Item O
+lever B-Item O
+
+replace B-Activity B-Activity
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+
+replace B-Activity B-Activity
+guage B-Item B-Item
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+
+change B-Activity B-Activity
+out I-Activity I-Activity
+flat B-Observation B-Item
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+tyre B-Item B-Item
+pos O O
+3 O O
+
+hose B-Item B-Item
+catching B-Observation B-Observation
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+
+mast B-Item B-Item
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+" O I-Observation
+t O I-Observation
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+
+inverter B-Item B-Item
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+
+hose B-Item B-Item
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+crane O O
+u/s O O
+
+replace B-Activity B-Activity
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+
+oil B-Consumable B-Consumable
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++ O O
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+compressor B-Item B-Item
+filter B-Item B-Item
+
+change B-Activity B-Activity
+out I-Activity I-Activity
+fuel O B-Item
+filter B-Item I-Item
+
+hose B-Item B-Item
+leaking B-Observation B-Observation
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+cluster O O
+in O O
+front O O
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+mast O O
+
+front O O
+levelling O O
+cyl O O
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+u/s O O
+
+replace B-Activity B-Activity
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+roller I-Item O
+rhs. O O
+
+repair B-Activity B-Activity
+oil B-Consumable B-Consumable
+leaks B-Observation B-Observation
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+accessory O O
+pumps O O
+
+replace B-Activity B-Activity
+/ O O
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+x1 O O
+
+replace B-Activity B-Activity
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+tighten B-Activity B-Activity
+grouser B-Item B-Item
+bolts I-Item B-Item
+item_id O O
+
+repair B-Activity B-Activity
+broken B-Observation B-Observation
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+
+repair B-Activity B-Activity
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+
+dash B-Item B-Item
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+
+carousel B-Item B-Item
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+mount B-Item I-Item
+bolts I-Item B-Item
+loose B-Observation B-Observation
+
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+to O O
+gate O O
+
+replace B-Activity B-Activity
+holding B-Item B-Item
+valve I-Item I-Item
+ass. B-Item B-Item
+
+replace B-Activity B-Activity
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+
+replace B-Activity B-Activity
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+
+repairs B-Activity B-Activity
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+injection I-Item I-Item
+
+oil B-Consumable B-Consumable
+soaked B-Observation B-Observation
+insulation B-Item B-Item
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+
+all O O
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+replace B-Activity B-Activity
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+valve I-Item I-Item
+
+changeout B-Activity B-Activity
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+
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+
+mast B-Item B-Item
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+
+repair B-Activity B-Activity
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+
+alternator B-Item B-Item
+output O O
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+
+repaired B-Activity B-Activity
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+changeout B-Activity B-Activity
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+
+hose B-Item B-Item
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+
+repair B-Activity B-Activity
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+
+changeout B-Activity B-Activity
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+
+replace B-Activity B-Activity
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+
+cab B-Item B-Item
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+
+repaired B-Activity B-Activity
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+repl B-Activity B-Activity
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+repair B-Activity B-Activity
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+inverter B-Item B-Item
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+
+repaired B-Activity B-Activity
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+
+replace B-Activity B-Activity
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+fitting B-Item B-Item
+
+front O O
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+refit B-Activity B-Activity
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+to O O
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+
+replace B-Activity B-Activity
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+
+repair B-Activity B-Activity
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+
+repair B-Activity B-Activity
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+
+hydraulic B-Item B-Item
+fault B-Observation I-Item
+
+changeout B-Activity B-Activity
+manufacturer6 O O
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+stroker B-Item O
+to O O
+manufacturer10 O O
+
+replace B-Activity B-Activity
+full O B-Specifier
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+steels O I-Item
+
+hydraulic B-Item O
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+slow O O
+
+repaired B-Activity B-Activity
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+
+hydraulic B-Item B-Item
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+
+replace B-Activity B-Activity
+head O B-Item
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+
+cab B-Item B-Item
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+
+changeout B-Activity B-Activity
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+assem. O O
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+
+replace B-Activity B-Activity
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+
+changeout B-Activity B-Activity
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+
+replace B-Activity B-Activity
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+
+alarm B-Item B-Item
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+
+repair B-Activity B-Activity
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+
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+
+oil B-Consumable B-Consumable
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+refit B-Activity B-Activity
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+
+change B-Activity B-Activity
+out I-Activity I-Activity
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+
+repair B-Activity B-Activity
+/ O O
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+
+replace B-Activity B-Activity
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+
+replace B-Activity B-Activity
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+
+repair B-Activity B-Activity
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+
+alternator B-Item B-Item
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+
+oil B-Consumable B-Consumable
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+
+repair B-Activity B-Activity
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+
+replace B-Activity B-Activity
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+
+repair B-Activity B-Activity
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+
+replace B-Activity B-Activity
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+
+repair B-Activity B-Activity
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+
+replace B-Activity B-Activity
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+
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+replace B-Activity B-Activity
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+
+refit B-Activity B-Activity
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+cab B-Item B-Item
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+
+change B-Activity B-Activity
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+
+hose B-Item B-Item
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+cab B-Item B-Item
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+changeout B-Activity B-Activity
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+
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+replace B-Activity B-Activity
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+
+repair B-Activity B-Activity
+-complete B-Observation O
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+
+changeout B-Activity B-Activity
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+
+change B-Activity B-Activity
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+
+repair B-Activity B-Activity
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+
+oil B-Consumable B-Consumable
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+
+replace B-Activity B-Activity
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+
+oil B-Consumable B-Consumable
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+
+cab B-Item B-Item
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+
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+
+mast B-Item B-Item
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+
+repair B-Activity B-Activity
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+
+check B-Activity B-Activity
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+
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+
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+hose B-Item B-Item
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+cab B-Item B-Item
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+
+repair B-Activity B-Activity
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+
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+
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+
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+
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+
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+
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+
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+
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+repair B-Activity B-Activity
+/ O O
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+
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+
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+
+alarm B-Item B-Item
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+
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+
+replace B-Activity B-Activity
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+inverter B-Item B-Item
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+
+repair B-Activity B-Activity
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+pin I-Item I-Item
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+
+oil B-Consumable B-Consumable
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+
+check B-Activity B-Activity
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+way I-Item O
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+
+all O O
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+
+front O O
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+
+repair B-Activity B-Activity
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+
+repair B-Activity B-Activity
+broken B-Observation B-Observation
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+guard B-Item B-Item
+
+repair B-Activity B-Activity
+/ O O
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+
+alternator B-Item B-Item
+shaft B-Item I-Item
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+- O O
+warranty O O
+
+oil B-Consumable B-Consumable
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+repair B-Activity B-Activity
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+hose I-Item I-Item
+
+oil B-Consumable B-Consumable
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+low I-Observation O
+in O O
+rotary O O
+head O O
+
+hydrauilc O O
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+
+replace B-Activity B-Activity
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+hyd.s B-Item B-Item
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+
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+/ O O
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+pipe O O
+
+changeout B-Activity B-Activity
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+v O O
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+i O O
+
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+head I-Item I-Item
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+
+replace B-Activity B-Activity
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+bolt I-Item I-Item
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+
+replace B-Activity B-Activity
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+
+noise O B-Observation
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+repaint B-Activity B-Activity
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+repaired B-Activity B-Activity
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+repaired B-Activity B-Activity
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+cab B-Item B-Item
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+repair B-Activity B-Activity
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+front O O
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+repiar O B-Activity
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+mindrill O O
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+fix B-Activity B-Activity
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+inverter B-Item B-Item
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+replace B-Activity B-Activity
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+
+replace B-Activity B-Activity
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+
+replace B-Activity B-Activity
+blown B-Observation B-Observation
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+
+repairs B-Activity B-Activity
+to O O
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+
+oil O B-Consumable
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+switch I-Item I-Item
+u/s B-Observation B-Observation
+.the O O
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+oil B-Consumable B-Consumable
+
+oil B-Consumable B-Consumable
+reserve B-Item B-Item
+system B-Item I-Item
+not B-Observation B-Observation
+working I-Observation I-Observation
+properly. O O
+

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	05:01:05	0	0.1000	1.5751898154080117	0.9883462190628052	0.4833	0.661	0.5583	0.4029
+2	05:01:11	0	0.1000	0.9212892941674568	0.6865214705467224	0.6463	0.6884	0.6667	0.5067
+3	05:01:16	0	0.1000	0.7452591259021724	0.614136278629303	0.8151	0.629	0.7101	0.5538
+4	05:01:22	0	0.1000	0.6402306041912924	0.5573540925979614	0.7149	0.7785	0.7454	0.6019
+5	05:01:27	0	0.1000	0.5661992964107031	0.4954551160335541	0.7316	0.8151	0.7711	0.6347
+6	05:01:33	1	0.1000	0.509796603508186	0.45735692977905273	0.7465	0.7934	0.7692	0.6307
+7	05:01:37	0	0.1000	0.4757033624391027	0.44222691655158997	0.7888	0.7888	0.7888	0.6562
+8	05:01:44	1	0.1000	0.4431915523688374	0.4376998245716095	0.7737	0.7648	0.7692	0.6303
+9	05:01:48	2	0.1000	0.41394752400235174	0.4502558410167694	0.7369	0.8185	0.7756	0.6385
+10	05:01:53	3	0.1000	0.400346524013382	0.4299003481864929	0.757	0.8071	0.7812	0.6468

pytorch_model.bin

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a336e9a2a09b51d0a21e448465d617988bcc5f3bdf2a2433d571e8e59cbe4a6f
+size 394168995

test.tsv

@@ -0,0 +1,2372 @@
+alarm B-Item B-Item
+on O O
+positioner O O
+arm O O
+not O B-Observation
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+fault B-Observation B-Observation
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+replace B-Activity B-Activity
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+support I-Item I-Item
+and O O
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+compressor B-Item B-Item
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+switch I-Item I-Item
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+increase B-Activity B-Activity
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+air O O
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+misssing O B-Observation
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+oil B-Consumable B-Consumable
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+replace B-Activity B-Activity
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+hose I-Item I-Item
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+reposition B-Activity B-Activity
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+replace B-Activity B-Activity
+gearbox B-Item B-Item
+breather B-Item I-Item
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+lube B-Consumable B-Item
+sys B-Item I-Item
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+
+mindrill O O
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+broken B-Observation B-Observation
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+item_id O O
+
+rotary B-Item B-Item
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+krown O O
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+rebuild B-Activity B-Activity
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+top O O
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+alternator B-Item B-Item
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+start B-Activity B-Activity
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+change B-Activity B-Activity
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+hose O O
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+light B-Item B-Item
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+holding B-Item B-Item
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+order B-Activity B-Activity
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+holding B-Item B-Item
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+leaking B-Observation B-Observation
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+adjust B-Activity B-Activity
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+
+check B-Activity B-Activity
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+engine B-Item B-Item
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+head B-Item B-Item
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+repair B-Activity B-Activity
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+replace B-Activity B-Activity
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+replace B-Activity B-Activity
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+servo B-Item B-Item
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+broken B-Observation B-Observation
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+pipe B-Item B-Item
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+put B-Activity B-Activity
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+repalce B-Activity B-Activity
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+l/h O O
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+
+need O B-Activity
+fitting O B-Item
+& O O
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+replace B-Activity B-Activity
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+deck B-Item B-Item
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+
+both O O
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+'s O O
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+
+align B-Activity B-Activity
+under O O
+deck O O
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+
+changeout B-Activity B-Activity
+dcp B-Item B-Item
+extinguishers I-Item I-Item
+
+grease B-Item B-Item
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+stair B-Item B-Item
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+
+blowen B-Observation B-Item
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+
+wnty O O
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+rod O O
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+found O B-Activity
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+
+adjust B-Activity B-Activity
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+compressor B-Item B-Item
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+head B-Item B-Item
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+k O O
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+adj B-Activity B-Activity
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+
+relocate B-Activity B-Activity
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+
+handrail B-Item B-Item
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+remove B-Activity B-Activity
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+

training.log

@@ -0,0 +1,237 @@
+2023-04-06 05:00:57,477 ----------------------------------------------------------------------------------------------------
+2023-04-06 05:00:57,477 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=23, bias=True)
+  (loss_function): ViterbiLoss()
+  (crf): CRF()
+)"
+2023-04-06 05:00:57,479 ----------------------------------------------------------------------------------------------------
+2023-04-06 05:00:57,480 Corpus: "Corpus: 3200 train + 401 dev + 401 test sentences"
+2023-04-06 05:00:57,480 ----------------------------------------------------------------------------------------------------
+2023-04-06 05:00:57,480 Parameters:
+2023-04-06 05:00:57,480  - learning_rate: "0.100000"
+2023-04-06 05:00:57,481  - mini_batch_size: "32"
+2023-04-06 05:00:57,481  - patience: "3"
+2023-04-06 05:00:57,481  - anneal_factor: "0.5"
+2023-04-06 05:00:57,481  - max_epochs: "10"
+2023-04-06 05:00:57,482  - shuffle: "True"
+2023-04-06 05:00:57,482  - train_with_dev: "False"
+2023-04-06 05:00:57,482  - batch_growth_annealing: "False"
+2023-04-06 05:00:57,483 ----------------------------------------------------------------------------------------------------
+2023-04-06 05:00:57,483 Model training base path: "db/kgc_models/flair-spec-cons/trained_model"
+2023-04-06 05:00:57,483 ----------------------------------------------------------------------------------------------------
+2023-04-06 05:00:57,483 Device: cuda:0
+2023-04-06 05:00:57,484 ----------------------------------------------------------------------------------------------------
+2023-04-06 05:00:57,484 Embeddings storage mode: gpu
+2023-04-06 05:00:57,484 ----------------------------------------------------------------------------------------------------
+2023-04-06 05:00:58,191 epoch 1 - iter 10/100 - loss 2.54841670 - samples/sec: 453.70 - lr: 0.100000
+2023-04-06 05:00:58,981 epoch 1 - iter 20/100 - loss 2.33677462 - samples/sec: 406.16 - lr: 0.100000
+2023-04-06 05:00:59,670 epoch 1 - iter 30/100 - loss 2.15419054 - samples/sec: 464.94 - lr: 0.100000
+2023-04-06 05:01:00,342 epoch 1 - iter 40/100 - loss 1.98991539 - samples/sec: 477.32 - lr: 0.100000
+2023-04-06 05:01:01,018 epoch 1 - iter 50/100 - loss 1.89150122 - samples/sec: 474.61 - lr: 0.100000
+2023-04-06 05:01:01,710 epoch 1 - iter 60/100 - loss 1.80637456 - samples/sec: 463.46 - lr: 0.100000
+2023-04-06 05:01:02,411 epoch 1 - iter 70/100 - loss 1.74580158 - samples/sec: 457.25 - lr: 0.100000
+2023-04-06 05:01:03,155 epoch 1 - iter 80/100 - loss 1.67068108 - samples/sec: 430.69 - lr: 0.100000
+2023-04-06 05:01:03,906 epoch 1 - iter 90/100 - loss 1.61186574 - samples/sec: 427.18 - lr: 0.100000
+2023-04-06 05:01:04,621 epoch 1 - iter 100/100 - loss 1.57518982 - samples/sec: 448.53 - lr: 0.100000
+2023-04-06 05:01:04,621 ----------------------------------------------------------------------------------------------------
+2023-04-06 05:01:04,622 EPOCH 1 done: loss 1.5752 - lr 0.100000
+2023-04-06 05:01:05,978 Evaluating as a multi-label problem: False
+2023-04-06 05:01:05,992 DEV : loss 0.9883462190628052 - f1-score (micro avg)  0.5583
+2023-04-06 05:01:05,998 BAD EPOCHS (no improvement): 0
+2023-04-06 05:01:06,000 saving best model
+2023-04-06 05:01:07,645 ----------------------------------------------------------------------------------------------------
+2023-04-06 05:01:07,958 epoch 2 - iter 10/100 - loss 1.07820137 - samples/sec: 1030.85 - lr: 0.100000
+2023-04-06 05:01:08,263 epoch 2 - iter 20/100 - loss 1.04921650 - samples/sec: 1053.15 - lr: 0.100000
+2023-04-06 05:01:08,548 epoch 2 - iter 30/100 - loss 1.01492418 - samples/sec: 1130.08 - lr: 0.100000
+2023-04-06 05:01:08,880 epoch 2 - iter 40/100 - loss 1.01476922 - samples/sec: 969.31 - lr: 0.100000
+2023-04-06 05:01:09,162 epoch 2 - iter 50/100 - loss 0.98812696 - samples/sec: 1137.46 - lr: 0.100000
+2023-04-06 05:01:09,492 epoch 2 - iter 60/100 - loss 0.96852050 - samples/sec: 974.46 - lr: 0.100000
+2023-04-06 05:01:09,771 epoch 2 - iter 70/100 - loss 0.96147093 - samples/sec: 1155.02 - lr: 0.100000
+2023-04-06 05:01:10,078 epoch 2 - iter 80/100 - loss 0.94764571 - samples/sec: 1046.79 - lr: 0.100000
+2023-04-06 05:01:10,380 epoch 2 - iter 90/100 - loss 0.93687541 - samples/sec: 1063.94 - lr: 0.100000
+2023-04-06 05:01:10,680 epoch 2 - iter 100/100 - loss 0.92128929 - samples/sec: 1074.48 - lr: 0.100000
+2023-04-06 05:01:10,681 ----------------------------------------------------------------------------------------------------
+2023-04-06 05:01:10,682 EPOCH 2 done: loss 0.9213 - lr 0.100000
+2023-04-06 05:01:11,480 Evaluating as a multi-label problem: False
+2023-04-06 05:01:11,493 DEV : loss 0.6865214705467224 - f1-score (micro avg)  0.6667
+2023-04-06 05:01:11,501 BAD EPOCHS (no improvement): 0
+2023-04-06 05:01:11,502 saving best model
+2023-04-06 05:01:13,122 ----------------------------------------------------------------------------------------------------
+2023-04-06 05:01:13,415 epoch 3 - iter 10/100 - loss 0.80292226 - samples/sec: 1098.71 - lr: 0.100000
+2023-04-06 05:01:13,703 epoch 3 - iter 20/100 - loss 0.80121644 - samples/sec: 1116.92 - lr: 0.100000
+2023-04-06 05:01:14,000 epoch 3 - iter 30/100 - loss 0.78842391 - samples/sec: 1082.53 - lr: 0.100000
+2023-04-06 05:01:14,300 epoch 3 - iter 40/100 - loss 0.78760832 - samples/sec: 1073.66 - lr: 0.100000
+2023-04-06 05:01:14,624 epoch 3 - iter 50/100 - loss 0.78730520 - samples/sec: 991.17 - lr: 0.100000
+2023-04-06 05:01:14,931 epoch 3 - iter 60/100 - loss 0.77427673 - samples/sec: 1049.45 - lr: 0.100000
+2023-04-06 05:01:15,236 epoch 3 - iter 70/100 - loss 0.76768125 - samples/sec: 1054.20 - lr: 0.100000
+2023-04-06 05:01:15,519 epoch 3 - iter 80/100 - loss 0.75606934 - samples/sec: 1138.62 - lr: 0.100000
+2023-04-06 05:01:15,821 epoch 3 - iter 90/100 - loss 0.75874242 - samples/sec: 1064.79 - lr: 0.100000
+2023-04-06 05:01:16,109 epoch 3 - iter 100/100 - loss 0.74525913 - samples/sec: 1116.10 - lr: 0.100000
+2023-04-06 05:01:16,110 ----------------------------------------------------------------------------------------------------
+2023-04-06 05:01:16,110 EPOCH 3 done: loss 0.7453 - lr 0.100000
+2023-04-06 05:01:16,887 Evaluating as a multi-label problem: False
+2023-04-06 05:01:16,899 DEV : loss 0.614136278629303 - f1-score (micro avg)  0.7101
+2023-04-06 05:01:16,906 BAD EPOCHS (no improvement): 0
+2023-04-06 05:01:16,908 saving best model
+2023-04-06 05:01:18,556 ----------------------------------------------------------------------------------------------------
+2023-04-06 05:01:18,835 epoch 4 - iter 10/100 - loss 0.64661913 - samples/sec: 1153.86 - lr: 0.100000
+2023-04-06 05:01:19,137 epoch 4 - iter 20/100 - loss 0.62497328 - samples/sec: 1065.76 - lr: 0.100000
+2023-04-06 05:01:19,419 epoch 4 - iter 30/100 - loss 0.63771202 - samples/sec: 1143.26 - lr: 0.100000
+2023-04-06 05:01:19,759 epoch 4 - iter 40/100 - loss 0.64536114 - samples/sec: 944.68 - lr: 0.100000
+2023-04-06 05:01:20,029 epoch 4 - iter 50/100 - loss 0.65670237 - samples/sec: 1189.03 - lr: 0.100000
+2023-04-06 05:01:20,327 epoch 4 - iter 60/100 - loss 0.65096773 - samples/sec: 1079.77 - lr: 0.100000
+2023-04-06 05:01:20,611 epoch 4 - iter 70/100 - loss 0.64386307 - samples/sec: 1132.05 - lr: 0.100000
+2023-04-06 05:01:20,903 epoch 4 - iter 80/100 - loss 0.64342225 - samples/sec: 1102.42 - lr: 0.100000
+2023-04-06 05:01:21,199 epoch 4 - iter 90/100 - loss 0.64639085 - samples/sec: 1088.24 - lr: 0.100000
+2023-04-06 05:01:21,486 epoch 4 - iter 100/100 - loss 0.64023060 - samples/sec: 1119.16 - lr: 0.100000
+2023-04-06 05:01:21,487 ----------------------------------------------------------------------------------------------------
+2023-04-06 05:01:21,487 EPOCH 4 done: loss 0.6402 - lr 0.100000
+2023-04-06 05:01:22,479 Evaluating as a multi-label problem: False
+2023-04-06 05:01:22,490 DEV : loss 0.5573540925979614 - f1-score (micro avg)  0.7454
+2023-04-06 05:01:22,497 BAD EPOCHS (no improvement): 0
+2023-04-06 05:01:22,498 saving best model
+2023-04-06 05:01:24,161 ----------------------------------------------------------------------------------------------------
+2023-04-06 05:01:24,456 epoch 5 - iter 10/100 - loss 0.61543932 - samples/sec: 1093.46 - lr: 0.100000
+2023-04-06 05:01:24,754 epoch 5 - iter 20/100 - loss 0.58400124 - samples/sec: 1079.67 - lr: 0.100000
+2023-04-06 05:01:25,064 epoch 5 - iter 30/100 - loss 0.56852493 - samples/sec: 1038.59 - lr: 0.100000
+2023-04-06 05:01:25,358 epoch 5 - iter 40/100 - loss 0.57995167 - samples/sec: 1094.36 - lr: 0.100000
+2023-04-06 05:01:25,683 epoch 5 - iter 50/100 - loss 0.57421334 - samples/sec: 987.87 - lr: 0.100000
+2023-04-06 05:01:25,987 epoch 5 - iter 60/100 - loss 0.56522019 - samples/sec: 1059.99 - lr: 0.100000
+2023-04-06 05:01:26,284 epoch 5 - iter 70/100 - loss 0.56915244 - samples/sec: 1082.58 - lr: 0.100000
+2023-04-06 05:01:26,587 epoch 5 - iter 80/100 - loss 0.56741243 - samples/sec: 1060.07 - lr: 0.100000
+2023-04-06 05:01:26,873 epoch 5 - iter 90/100 - loss 0.56403810 - samples/sec: 1122.34 - lr: 0.100000
+2023-04-06 05:01:27,162 epoch 5 - iter 100/100 - loss 0.56619930 - samples/sec: 1116.38 - lr: 0.100000
+2023-04-06 05:01:27,163 ----------------------------------------------------------------------------------------------------
+2023-04-06 05:01:27,163 EPOCH 5 done: loss 0.5662 - lr 0.100000
+2023-04-06 05:01:27,972 Evaluating as a multi-label problem: False
+2023-04-06 05:01:27,984 DEV : loss 0.4954551160335541 - f1-score (micro avg)  0.7711
+2023-04-06 05:01:27,992 BAD EPOCHS (no improvement): 0
+2023-04-06 05:01:27,994 saving best model
+2023-04-06 05:01:29,618 ----------------------------------------------------------------------------------------------------
+2023-04-06 05:01:29,920 epoch 6 - iter 10/100 - loss 0.51276362 - samples/sec: 1067.10 - lr: 0.100000
+2023-04-06 05:01:30,220 epoch 6 - iter 20/100 - loss 0.51676351 - samples/sec: 1074.30 - lr: 0.100000
+2023-04-06 05:01:30,528 epoch 6 - iter 30/100 - loss 0.51920724 - samples/sec: 1043.78 - lr: 0.100000
+2023-04-06 05:01:30,844 epoch 6 - iter 40/100 - loss 0.53617170 - samples/sec: 1016.64 - lr: 0.100000
+2023-04-06 05:01:31,157 epoch 6 - iter 50/100 - loss 0.52303169 - samples/sec: 1029.79 - lr: 0.100000
+2023-04-06 05:01:31,472 epoch 6 - iter 60/100 - loss 0.52088512 - samples/sec: 1019.45 - lr: 0.100000
+2023-04-06 05:01:31,875 epoch 6 - iter 70/100 - loss 0.51524863 - samples/sec: 797.62 - lr: 0.100000
+2023-04-06 05:01:32,197 epoch 6 - iter 80/100 - loss 0.52052504 - samples/sec: 999.15 - lr: 0.100000
+2023-04-06 05:01:32,524 epoch 6 - iter 90/100 - loss 0.51383911 - samples/sec: 984.59 - lr: 0.100000
+2023-04-06 05:01:32,835 epoch 6 - iter 100/100 - loss 0.50979660 - samples/sec: 1039.46 - lr: 0.100000
+2023-04-06 05:01:32,836 ----------------------------------------------------------------------------------------------------
+2023-04-06 05:01:32,836 EPOCH 6 done: loss 0.5098 - lr 0.100000
+2023-04-06 05:01:33,785 Evaluating as a multi-label problem: False
+2023-04-06 05:01:33,799 DEV : loss 0.45735692977905273 - f1-score (micro avg)  0.7692
+2023-04-06 05:01:33,807 BAD EPOCHS (no improvement): 1
+2023-04-06 05:01:33,812 ----------------------------------------------------------------------------------------------------
+2023-04-06 05:01:34,146 epoch 7 - iter 10/100 - loss 0.48405916 - samples/sec: 964.88 - lr: 0.100000
+2023-04-06 05:01:34,473 epoch 7 - iter 20/100 - loss 0.46699604 - samples/sec: 986.48 - lr: 0.100000
+2023-04-06 05:01:34,807 epoch 7 - iter 30/100 - loss 0.47639370 - samples/sec: 961.54 - lr: 0.100000
+2023-04-06 05:01:35,134 epoch 7 - iter 40/100 - loss 0.48267184 - samples/sec: 983.20 - lr: 0.100000
+2023-04-06 05:01:35,468 epoch 7 - iter 50/100 - loss 0.47247635 - samples/sec: 962.07 - lr: 0.100000
+2023-04-06 05:01:35,772 epoch 7 - iter 60/100 - loss 0.47543941 - samples/sec: 1061.04 - lr: 0.100000
+2023-04-06 05:01:36,101 epoch 7 - iter 70/100 - loss 0.47814133 - samples/sec: 977.64 - lr: 0.100000
+2023-04-06 05:01:36,440 epoch 7 - iter 80/100 - loss 0.47698574 - samples/sec: 948.03 - lr: 0.100000
+2023-04-06 05:01:36,747 epoch 7 - iter 90/100 - loss 0.47987035 - samples/sec: 1047.95 - lr: 0.100000
+2023-04-06 05:01:37,066 epoch 7 - iter 100/100 - loss 0.47570336 - samples/sec: 1008.92 - lr: 0.100000
+2023-04-06 05:01:37,067 ----------------------------------------------------------------------------------------------------
+2023-04-06 05:01:37,070 EPOCH 7 done: loss 0.4757 - lr 0.100000
+2023-04-06 05:01:37,941 Evaluating as a multi-label problem: False
+2023-04-06 05:01:37,952 DEV : loss 0.44222691655158997 - f1-score (micro avg)  0.7888
+2023-04-06 05:01:37,960 BAD EPOCHS (no improvement): 0
+2023-04-06 05:01:37,961 saving best model
+2023-04-06 05:01:40,394 ----------------------------------------------------------------------------------------------------
+2023-04-06 05:01:40,854 epoch 8 - iter 10/100 - loss 0.45383867 - samples/sec: 700.65 - lr: 0.100000
+2023-04-06 05:01:41,173 epoch 8 - iter 20/100 - loss 0.43853387 - samples/sec: 1008.63 - lr: 0.100000
+2023-04-06 05:01:41,480 epoch 8 - iter 30/100 - loss 0.44842076 - samples/sec: 1045.92 - lr: 0.100000
+2023-04-06 05:01:41,815 epoch 8 - iter 40/100 - loss 0.44778312 - samples/sec: 962.63 - lr: 0.100000
+2023-04-06 05:01:42,123 epoch 8 - iter 50/100 - loss 0.45261274 - samples/sec: 1044.30 - lr: 0.100000
+2023-04-06 05:01:42,467 epoch 8 - iter 60/100 - loss 0.45202269 - samples/sec: 932.97 - lr: 0.100000
+2023-04-06 05:01:42,766 epoch 8 - iter 70/100 - loss 0.44615702 - samples/sec: 1078.30 - lr: 0.100000
+2023-04-06 05:01:43,090 epoch 8 - iter 80/100 - loss 0.44471005 - samples/sec: 990.40 - lr: 0.100000
+2023-04-06 05:01:43,390 epoch 8 - iter 90/100 - loss 0.44290559 - samples/sec: 1074.92 - lr: 0.100000
+2023-04-06 05:01:43,716 epoch 8 - iter 100/100 - loss 0.44319155 - samples/sec: 984.69 - lr: 0.100000
+2023-04-06 05:01:43,717 ----------------------------------------------------------------------------------------------------
+2023-04-06 05:01:43,720 EPOCH 8 done: loss 0.4432 - lr 0.100000
+2023-04-06 05:01:44,604 Evaluating as a multi-label problem: False
+2023-04-06 05:01:44,615 DEV : loss 0.4376998245716095 - f1-score (micro avg)  0.7692
+2023-04-06 05:01:44,623 BAD EPOCHS (no improvement): 1
+2023-04-06 05:01:44,625 ----------------------------------------------------------------------------------------------------
+2023-04-06 05:01:44,962 epoch 9 - iter 10/100 - loss 0.38774550 - samples/sec: 954.84 - lr: 0.100000
+2023-04-06 05:01:45,286 epoch 9 - iter 20/100 - loss 0.41776223 - samples/sec: 991.11 - lr: 0.100000
+2023-04-06 05:01:45,599 epoch 9 - iter 30/100 - loss 0.42511250 - samples/sec: 1028.88 - lr: 0.100000
+2023-04-06 05:01:45,945 epoch 9 - iter 40/100 - loss 0.42112254 - samples/sec: 930.71 - lr: 0.100000
+2023-04-06 05:01:46,274 epoch 9 - iter 50/100 - loss 0.42444511 - samples/sec: 976.78 - lr: 0.100000
+2023-04-06 05:01:46,603 epoch 9 - iter 60/100 - loss 0.42389968 - samples/sec: 977.72 - lr: 0.100000
+2023-04-06 05:01:46,926 epoch 9 - iter 70/100 - loss 0.41802363 - samples/sec: 996.06 - lr: 0.100000
+2023-04-06 05:01:47,281 epoch 9 - iter 80/100 - loss 0.41442777 - samples/sec: 906.83 - lr: 0.100000
+2023-04-06 05:01:47,611 epoch 9 - iter 90/100 - loss 0.41460733 - samples/sec: 975.57 - lr: 0.100000
+2023-04-06 05:01:48,003 epoch 9 - iter 100/100 - loss 0.41394752 - samples/sec: 820.27 - lr: 0.100000
+2023-04-06 05:01:48,005 ----------------------------------------------------------------------------------------------------
+2023-04-06 05:01:48,011 EPOCH 9 done: loss 0.4139 - lr 0.100000
+2023-04-06 05:01:48,916 Evaluating as a multi-label problem: False
+2023-04-06 05:01:48,928 DEV : loss 0.4502558410167694 - f1-score (micro avg)  0.7756
+2023-04-06 05:01:48,936 BAD EPOCHS (no improvement): 2
+2023-04-06 05:01:48,940 ----------------------------------------------------------------------------------------------------
+2023-04-06 05:01:49,272 epoch 10 - iter 10/100 - loss 0.37656011 - samples/sec: 980.38 - lr: 0.100000
+2023-04-06 05:01:49,616 epoch 10 - iter 20/100 - loss 0.39638115 - samples/sec: 936.73 - lr: 0.100000
+2023-04-06 05:01:49,952 epoch 10 - iter 30/100 - loss 0.39364339 - samples/sec: 956.19 - lr: 0.100000
+2023-04-06 05:01:50,279 epoch 10 - iter 40/100 - loss 0.39287102 - samples/sec: 984.94 - lr: 0.100000
+2023-04-06 05:01:50,603 epoch 10 - iter 50/100 - loss 0.39715304 - samples/sec: 992.09 - lr: 0.100000
+2023-04-06 05:01:50,938 epoch 10 - iter 60/100 - loss 0.38995911 - samples/sec: 961.94 - lr: 0.100000
+2023-04-06 05:01:51,244 epoch 10 - iter 70/100 - loss 0.39104831 - samples/sec: 1050.41 - lr: 0.100000
+2023-04-06 05:01:51,569 epoch 10 - iter 80/100 - loss 0.39384103 - samples/sec: 988.09 - lr: 0.100000
+2023-04-06 05:01:51,891 epoch 10 - iter 90/100 - loss 0.39865212 - samples/sec: 1000.92 - lr: 0.100000
+2023-04-06 05:01:52,221 epoch 10 - iter 100/100 - loss 0.40034652 - samples/sec: 975.07 - lr: 0.100000
+2023-04-06 05:01:52,222 ----------------------------------------------------------------------------------------------------
+2023-04-06 05:01:52,222 EPOCH 10 done: loss 0.4003 - lr 0.100000
+2023-04-06 05:01:53,082 Evaluating as a multi-label problem: False
+2023-04-06 05:01:53,094 DEV : loss 0.4299003481864929 - f1-score (micro avg)  0.7812
+2023-04-06 05:01:53,102 BAD EPOCHS (no improvement): 3
+2023-04-06 05:01:58,853 ----------------------------------------------------------------------------------------------------
+2023-04-06 05:01:58,855 loading file db/kgc_models/flair-spec-cons/trained_model/best-model.pt
+2023-04-06 05:02:08,102 SequenceTagger predicts: Dictionary with 23 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, S-Consumable, B-Consumable, E-Consumable, I-Consumable, S-Specifier, B-Specifier, E-Specifier, I-Specifier, <START>, <STOP>
+2023-04-06 05:02:09,735 Evaluating as a multi-label problem: False
+2023-04-06 05:02:09,746 0.7132	0.7412	0.7269	0.5798
+2023-04-06 05:02:09,747 
+Results:
+- F-score (micro) 0.7269
+- F-score (macro) 0.75
+- Accuracy 0.5798
+
+By class:
+              precision    recall  f1-score   support
+
+        Item     0.6489    0.7064    0.6764       361
+    Activity     0.8324    0.8556    0.8438       180
+ Observation     0.7108    0.6860    0.6982       172
+  Consumable     0.7907    0.7727    0.7816        44
+   Specifier     0.7500    0.7500    0.7500         8
+
+   micro avg     0.7132    0.7412    0.7269       765
+   macro avg     0.7466    0.7541    0.7500       765
+weighted avg     0.7152    0.7412    0.7275       765
+
+2023-04-06 05:02:09,747 ----------------------------------------------------------------------------------------------------