Add application file

Bart-gen-arg

@@ -1 +1 @@
-Subproject commit 26debc5ccc7a55a0186cc440e4eb824f7eb66b0c
+Subproject commit 617b285fd86f1e7fb2ca5352c530f80f3f4608ae

aida_ontology_fj-w-3.csv

@@ -0,0 +1,593 @@
+event_type,template,arg1,arg2,arg3,arg4,arg5
+artifactexistence.artifactfailure.mechanicalfailure,what is the <arg1> mechanical artifact failed due to instrument in <trg>,evt152arg01mechanicalartifact,,,,
+artifactexistence.artifactfailure.mechanicalfailure,what is the <arg2> cause of  mechanical artifact failure in <trg>,,evt152arg02instrument,,,
+artifactexistence.artifactfailure.mechanicalfailure,where is the <arg3>  in <trg>,,,evt152arg03place,,
+artifactexistence.damagedestroy.unspecified,who is the <arg1> damaging something in <trg>,evt001arg01damagerdestroyer,,,,
+artifactexistence.damagedestroy.unspecified,what is the <arg2> being damaged in <trg>,,evt001arg02artifact,,,
+artifactexistence.damagedestroy.unspecified,what is the <arg3> being used to damage in <trg>,,,evt001arg03instrument,,
+artifactexistence.damagedestroy.unspecified,where is the <arg4> in <trg>,,,,evt001arg04place,
+artifactexistence.damagedestroy.damage,who is the <arg1> damaging something in <trg>,evt002arg01damager,,,,
+artifactexistence.damagedestroy.damage,what is the <arg2> being damaged in <trg>,,evt002arg02artifact,,,
+artifactexistence.damagedestroy.damage,what is the <arg3> being used to damage in <trg>,,,evt002arg03instrument,,
+artifactexistence.damagedestroy.damage,where is the <arg4> in <trg>,,,,evt002arg04place,
+artifactexistence.damagedestroy.destroy,who is the <arg1> damaging something in <trg>,evt003arg01destroyer,,,,
+artifactexistence.damagedestroy.destroy,what is the <arg2> being damaged in <trg>,,evt003arg02artifact,,,
+artifactexistence.damagedestroy.destroy,what is the <arg3> being used to damage in <trg>,,,evt003arg03instrument,,
+artifactexistence.damagedestroy.destroy,where is the <arg4> in <trg>,,,,evt003arg04place,
+artifactexistence.shortage.shortage,who is the <arg1> experiencing a shortage of something in <trg>,evt149arg01experiencer ,,,,
+artifactexistence.shortage.shortage,what is the <arg2> in shortage in <trg>,,evt149arg02supply ,,,
+artifactexistence.shortage.shortage,where is the <arg3> in <trg>,,,evt149arg03place ,,
+conflict.attack.unspecified,what is the <arg1> attacking target in <trg>,evt004arg01attacker,,,,
+conflict.attack.unspecified,what is the <arg2> being attacked in <trg>,,evt004arg02target,,,
+conflict.attack.unspecified,what is the <arg3> being used to attack something in <trg>,,,evt004arg03instrument,,
+conflict.attack.unspecified,where is the <arg4> in <trg>,,,,evt004arg04place,
+conflict.attack.airstrikemissilestrike,what is the <arg1> attacking target in <trg>,evt005arg01attacker,,,,
+conflict.attack.airstrikemissilestrike,what is the <arg2> being attacked in <trg>,,evt005arg02target,,,
+conflict.attack.airstrikemissilestrike,what is the <arg3> being used to attack something in <trg>,,,evt005arg03instrument,,
+conflict.attack.airstrikemissilestrike,where is the <arg4> in <trg>,,,,evt005arg04place,
+conflict.attack.biologicalchemicalpoisonattack,what is the <arg1> attacking target in <trg>,evt006arg01attacker,,,,
+conflict.attack.biologicalchemicalpoisonattack,what is the <arg2> being attacked in <trg>,,evt006arg02target,,,
+conflict.attack.biologicalchemicalpoisonattack,what is the <arg3> being used to attack something in <trg>,,,evt006arg03instrument,,
+conflict.attack.biologicalchemicalpoisonattack,where is the <arg4> in <trg>,,,,evt006arg04place,
+conflict.attack.bombing,what is the <arg1> attacking target in <trg>,evt007arg01attacker,,,,
+conflict.attack.bombing,what is the <arg2> being attacked in <trg>,,evt007arg02target,,,
+conflict.attack.bombing,what is the <arg3> being used to attack something in <trg>,,,evt007arg03instrument,,
+conflict.attack.bombing,where is the <arg4> in <trg>,,,,evt007arg04place,
+conflict.attack.firearmattack,what is the <arg1> attacking target in <trg>,evt008arg01attacker,,,,
+conflict.attack.firearmattack,what is the <arg2> being attacked in <trg>,,evt008arg02target,,,
+conflict.attack.firearmattack,what is the <arg3> being used to attack something in <trg>,,,evt008arg03instrument,,
+conflict.attack.firearmattack,where is the <arg4> in <trg>,,,,evt008arg04place,
+conflict.attack.hanging,what is the <arg1> attacking target in <trg>,evt009arg01attacker,,,,
+conflict.attack.hanging,what is the <arg2> being attacked in <trg>,,evt009arg02target,,,
+conflict.attack.hanging,what is the <arg3> being used to attack something in <trg>,,,evt009arg03instrument,,
+conflict.attack.hanging,where is the <arg4> in <trg>,,,,evt009arg04place,
+conflict.attack.invade,what is the <arg1> attacking target in <trg>,evt010arg01attacker,,,,
+conflict.attack.invade,what is the <arg2> being attacked in <trg>,,evt010arg02target,,,
+conflict.attack.invade,what is the <arg3> being used to attack something in <trg>,,,evt010arg03instrument,,
+conflict.attack.invade,where is the <arg4> in <trg>,,,,evt010arg04place,
+conflict.attack.selfdirectedbattle,what is the <arg1> attacking target in <trg>,evt011arg01attacker,,,,
+conflict.attack.selfdirectedbattle,what is the <arg2> being attacked in <trg>,,evt011arg02target,,,
+conflict.attack.selfdirectedbattle,what is the <arg3> being used to attack something in <trg>,,,evt011arg03instrument,,
+conflict.attack.selfdirectedbattle,where is the <arg4> in <trg>,,,,evt011arg04place,
+conflict.attack.setfire,what is the <arg1> attacking target in <trg>,evt012arg01attacker,,,,
+conflict.attack.setfire,what is the <arg2> being attacked in <trg>,,evt012arg02target,,,
+conflict.attack.setfire,what is the <arg3> being used to attack something in <trg>,,,evt012arg03instrument,,
+conflict.attack.setfire,where is the <arg4> in <trg>,,,,evt012arg04place,
+conflict.attack.stabbing,what is the <arg1> attacking target in <trg>,evt013arg01attacker,,,,
+conflict.attack.stabbing,what is the <arg2> being attacked in <trg>,,evt013arg02target,,,
+conflict.attack.stabbing,what is the <arg3> being used to attack something in <trg>,,,evt013arg03instrument,,
+conflict.attack.stabbing,where is the <arg4> in <trg>,,,,evt013arg04place,
+conflict.attack.stealrobhijack,what is the <arg1> attacking target in <trg>,evt014arg01attacker,,,,
+conflict.attack.stealrobhijack,what is the <arg2> being attacked in <trg>,,evt014arg02target,,,
+conflict.attack.stealrobhijack,what is the <arg3> being used to attack something in <trg>,,,evt014arg03instrument,,
+conflict.attack.stealrobhijack,where is the <arg4> in <trg>,,,,evt014arg04place,
+conflict.attack.stealrobhijack,what is the <arg5>  target artifact of attacker in <trg>,,,,,evt014arg05artifact
+conflict.attack.strangling,what is the <arg1> attacking target in <trg>,evt015arg01attacker,,,,
+conflict.attack.strangling,what is the <arg2> being attacked in <trg>,,evt015arg02target,,,
+conflict.attack.strangling,what is the <arg3> being used to attack something in <trg>,,,evt015arg03instrument,,
+conflict.attack.strangling,where is the <arg4> in <trg>,,,,evt015arg04place,
+conflict.coup.coup,what is the <arg1> being deposed by somebody at place in <trg>,evt151arg01deposedentity ,,,,
+conflict.coup.coup,who is the <arg2> deposingentity  in <trg>,,evt151arg02deposingentity ,,,
+conflict.coup.coup,where is the <arg3> in <trg>,,,evt151arg03place ,,
+conflict.demonstrate.unspecified,who is the <arg1> in a demonstration in <trg>,evt016arg01demonstrator,,,,
+conflict.demonstrate.unspecified,where is the <arg2> in <trg>,,evt016arg02place,,,
+conflict.demonstrate.marchprotestpoliticalgathering,who is the <arg1> in a demonstration in <trg>,evt017arg01demonstrator,,,,
+conflict.demonstrate.marchprotestpoliticalgathering,where is the <arg2> in <trg>,,evt017arg02place,,,
+conflict.yield.unspecified,what is the <arg1> yielder yielding to recipient in <trg>,evt018arg01yielder,,,,
+conflict.yield.unspecified,what is the <arg2> being yielded in <trg>,,evt018arg02recipient,,,
+conflict.yield.unspecified,where is the <arg3> in <trg>,,,evt018arg03place,,
+conflict.yield.retreat,who is the <arg1> retreater retreating from original place to target place in <trg>,evt019arg01retreater,,,,
+conflict.yield.retreat,where is the original <arg2> place in <trg>,,evt019arg02origin,,,
+conflict.yield.retreat,where is the target <arg3> place in <trg>,,,evt019arg03destination,,
+conflict.yield.surrender,who is the <arg1> surrenderring to recipient at place in <trg>,evt020arg01surrenderer,,,,
+conflict.yield.surrender,who is the <arg2> being surrenderred to at place in <trg>,,evt020arg02recipient,,,
+conflict.yield.surrender,where is the <arg3> in <trg>,,,evt020arg03place,,
+contact.collaborate.unspecified,who is the <arg1> communicating with participant at place in <trg>,evt021arg01participant,,,,
+contact.collaborate.unspecified,who is the <arg2> communicating with participant at place in <trg>,,evt021arg02participant,,,
+contact.collaborate.unspecified,where is the <arg3> in <trg>,,,evt021arg03place,,
+contact.collaborate.correspondence,who is the <arg1> communicating remotely with participant at place in <trg>,evt022arg01participant,,,,
+contact.collaborate.correspondence,who is the <arg2> communicating remotely with participant at place in <trg>,,evt022arg02participant,,,
+contact.collaborate.correspondence,where is the <arg3> in <trg>,,,evt022arg03place,,
+contact.collaborate.meet,who is the <arg1> met face-to-face with participant at place in <trg>,evt023arg01participant,,,,
+contact.collaborate.meet,who is the <arg2> met face-to-face with participant at place in <trg>,,evt023arg02participant,,,
+contact.collaborate.meet,where is the <arg3> in <trg>,,,evt023arg03place,,
+contact.commandorder.unspecified,who is the <arg1> communicating with participant at place in <trg>,evt024arg01communicator,,,,
+contact.commandorder.unspecified,who is the <arg2> communicating with participant at place in <trg>,,evt024arg02recipient,,,
+contact.commandorder.unspecified,where is the <arg3> in <trg>,,,evt024arg03place,,
+contact.commandorder.unspecified,what is the <arg4> topic in <trg>,,,,evt024arg04topic,
+contact.commandorder.broadcast,who is the <arg1> communicating with participant at place in <trg>,evt025arg01communicator,,,,
+contact.commandorder.broadcast,who is the <arg2> communicating with participant at place in <trg>,,evt025arg02recipient,,,
+contact.commandorder.broadcast,where is the <arg3> in <trg>,,,evt025arg03place,,
+contact.commandorder.broadcast,what is the <arg4> topic in <trg>,,,,evt025arg04topic,
+contact.commandorder.correspondence,who is the <arg1> communicating remotely with participant at place in <trg>,evt026arg01communicator,,,,
+contact.commandorder.correspondence,who is the <arg2> communicating remotely with participant at place in <trg>,,evt026arg02recipient,,,
+contact.commandorder.correspondence,where is the <arg3> in <trg>,,,evt026arg03place,,
+contact.commandorder.correspondence,what is the <arg4> topic in <trg>,,,,evt026arg04topic,
+contact.commandorder.meet,who is the <arg1> met face-to-face with participant at place in <trg>,evt027arg01communicator,,,,
+contact.commandorder.meet,who is the <arg2> met face-to-face with participant at place in <trg>,,evt027arg02recipient,,,
+contact.commandorder.meet,where is the <arg3> in <trg>,,,evt027arg03place,,
+contact.commandorder.meet,what is the <arg4> topic in <trg>,,,,evt027arg04topic,
+contact.commitmentpromiseexpressintent.unspecified,who is the <arg1> communicating with participant at place in <trg>,evt028arg01communicator,,,,
+contact.commitmentpromiseexpressintent.unspecified,who is the <arg2> communicating with participant at place in <trg>,,evt028arg02recipient,,,
+contact.commitmentpromiseexpressintent.unspecified,where is the <arg3> in <trg>,,,evt028arg03place,,
+contact.commitmentpromiseexpressintent.unspecified,what is the <arg4> topic in <trg>,,,,evt028arg04topic,
+contact.commitmentpromiseexpressintent.broadcast,who is the <arg1> communicating with participant at place in <trg>,evt029arg01communicator,,,,
+contact.commitmentpromiseexpressintent.broadcast,who is the <arg2> communicating with participant at place in <trg>,,evt029arg02recipient,,,
+contact.commitmentpromiseexpressintent.broadcast,where is the <arg3> in <trg>,,,evt029arg03place,,
+contact.commitmentpromiseexpressintent.broadcast,what is the <arg4> topic in <trg>,,,,evt029arg04topic,
+contact.commitmentpromiseexpressintent.correspondence,who is the <arg1> communicating remotely with participant at place in <trg>,evt030arg01communicator,,,,
+contact.commitmentpromiseexpressintent.correspondence,who is the <arg2> communicating remotely with participant at place in <trg>,,evt030arg02recipient,,,
+contact.commitmentpromiseexpressintent.correspondence,where is the <arg3> in <trg>,,,evt030arg03place,,
+contact.commitmentpromiseexpressintent.correspondence,what is the <arg4> topic in <trg>,,,,evt030arg04topic,
+contact.commitmentpromiseexpressintent.meet,who is the <arg1> met face-to-face with participant at place in <trg>,evt031arg01communicator,,,,
+contact.commitmentpromiseexpressintent.meet,who is the <arg2> met face-to-face with participant at place in <trg>,,evt031arg02recipient,,,
+contact.commitmentpromiseexpressintent.meet,where is the <arg3> in <trg>,,,evt031arg03place,,
+contact.commitmentpromiseexpressintent.meet,what is the <arg4> topic in <trg>,,,,evt031arg04topic,
+contact.discussion.unspecified,who is the <arg1> communicating with participant at place in <trg>,evt032arg01participant,,,,
+contact.discussion.unspecified,who is the <arg2> communicating with participant at place in <trg>,,evt032arg02participant,,,
+contact.discussion.unspecified,where is the <arg3> in <trg>,,,evt032arg03place,,
+contact.discussion.correspondence,who is the <arg1> communicating remotely with participant at place in <trg>,evt033arg01participant,,,,
+contact.discussion.correspondence,who is the <arg2> communicating remotely with participant at place in <trg>,,evt033arg02participant,,,
+contact.discussion.correspondence,where is the <arg3> in <trg>,,,evt033arg03place,,
+contact.discussion.meet,who is the <arg1> met face-to-face with participant at place in <trg>,evt034arg01participant,,,,
+contact.discussion.meet,who is the <arg2> met face-to-face with participant at place in <trg>,,evt034arg02participant,,,
+contact.discussion.meet,where is the <arg3> in <trg>,,,evt034arg03place,,
+contact.funeralvigil.unspecified,who is the <arg1> communicating with participant during a funeral or vigil at place in <trg>,evt035arg01participant,,,,
+contact.funeralvigil.unspecified,who is the <arg2> communicating with participant during a funeral or vigil at place in <trg>,,evt035arg02participant,,,
+contact.funeralvigil.unspecified,what is the <arg3> in <trg>,,,evt035arg03deceased,,
+contact.funeralvigil.unspecified,where is the <arg4> in <trg>,,,,evt035arg04place,
+contact.funeralvigil.meet,who is the <arg1> met face-to-face with participant during a funeral or vigil at place in <trg>,evt036arg01participant,,,,
+contact.funeralvigil.meet,who is the <arg2> met face-to-face with participant during a funeral or vigil at place in <trg>,,evt036arg02participant,,,
+contact.funeralvigil.meet,what is the <arg3> in <trg>,,,evt036arg03deceased,,
+contact.funeralvigil.meet,where is the <arg4> in <trg>,,,,evt036arg04place,
+contact.mediastatement.unspecified,who is the <arg1> communicating with participant at place in <trg>,evt037arg01communicator,,,,
+contact.mediastatement.unspecified,who is the <arg2> communicating with participant at place in <trg>,,evt037arg02recipient,,,
+contact.mediastatement.unspecified,where is the <arg3> in <trg>,,,evt037arg03place,,
+contact.mediastatement.broadcast,who is the <arg1> communicated to at place (one-way communication) in <trg>,evt038arg01communicator,,,,
+contact.mediastatement.broadcast,who is the <arg2> communicated to at place (one-way communication) in <trg>,,evt038arg02recipient,,,
+contact.mediastatement.broadcast,where is the <arg3> in <trg>,,,evt038arg03place,,
+contact.negotiate.unspecified,who is the <arg1> communicating with participant at place in <trg>,evt039arg01participant,,,,
+contact.negotiate.unspecified,who is the <arg2> communicating with participant at place in <trg>,,evt039arg02participant,,,
+contact.negotiate.unspecified,where is the <arg3> in <trg>,,,evt039arg03place,,
+contact.negotiate.unspecified,what is the <arg4> topic in <trg>,,,,evt039arg04topic,
+contact.negotiate.correspondence,who is the <arg1> communicating remotely with participant at place in <trg>,evt040arg01participant,,,,
+contact.negotiate.correspondence,who is the <arg2> communicating remotely with participant at place in <trg>,,evt040arg02participant,,,
+contact.negotiate.correspondence,where is the <arg3> in <trg>,,,evt040arg03place,,
+contact.negotiate.correspondence,what is the <arg4> topic in <trg>,,,,evt040arg04topic,
+contact.negotiate.meet,who is the <arg1> met face-to-face with participant at place in <trg>,evt041arg01participant,,,,
+contact.negotiate.meet,who is the <arg2> met face-to-face with participant at place in <trg>,,evt041arg02participant,,,
+contact.negotiate.meet,where is the <arg3> in <trg>,,,evt041arg03place,,
+contact.negotiate.meet,what is the <arg4> topic in <trg>,,,,evt041arg04topic,
+contact.prevarication.unspecified,who is the <arg1> communicating with participant at place in <trg>,evt042arg01communicator,,,,
+contact.prevarication.unspecified,who is the <arg2> communicating with participant at place in <trg>,,evt042arg02recipient,,,
+contact.prevarication.unspecified,where is the <arg3> in <trg>,,,evt042arg03place,,
+contact.prevarication.unspecified,what is the <arg4> topic in <trg>,,,,evt042arg04topic,
+contact.prevarication.broadcast,who is the <arg1> communicated to at place (one-way communication) in <trg>,evt043arg01communicator,,,,
+contact.prevarication.broadcast,who is the <arg2> communicated to at place (one-way communication) in <trg>,,evt043arg02recipient,,,
+contact.prevarication.broadcast,where is the <arg3> in <trg>,,,evt043arg03place,,
+contact.prevarication.broadcast,what is the <arg4> topic in <trg>,,,,evt043arg04topic,
+contact.prevarication.correspondence,who is the <arg1> communicating remotely with participant at place in <trg>,evt044arg01communicator,,,,
+contact.prevarication.correspondence,who is the <arg2> communicating remotely with participant at place in <trg>,,evt044arg02recipient,,,
+contact.prevarication.correspondence,where is the <arg3> in <trg>,,,evt044arg03place,,
+contact.prevarication.correspondence,what is the <arg4> topic in <trg>,,,,evt044arg04topic,
+contact.prevarication.meet,who is the <arg1> met face-to-face with participant at place in <trg>,evt045arg01communicator,,,,
+contact.prevarication.meet,who is the <arg2> met face-to-face with participant at place in <trg>,,evt045arg02recipient,,,
+contact.prevarication.meet,where is the <arg3> in <trg>,,,evt045arg03place,,
+contact.prevarication.meet,what is the <arg4> topic in <trg>,,,,evt045arg04topic,
+contact.publicstatementinperson.unspecified,who is the <arg1> communicating with participant at place in <trg>,evt046arg01communicator,,,,
+contact.publicstatementinperson.unspecified,who is the <arg2> communicating with participant at place in <trg>,,evt046arg02recipient,,,
+contact.publicstatementinperson.unspecified,where is the <arg3> in <trg>,,,evt046arg03place,,
+contact.publicstatementinperson.broadcast,who is the <arg1> communicated to at place (one-way communication) in <trg>,evt047arg01communicator,,,,
+contact.publicstatementinperson.broadcast,who is the <arg2> communicated to at place (one-way communication) in <trg>,,evt047arg02recipient,,,
+contact.publicstatementinperson.broadcast,where is the <arg3> in <trg>,,,evt047arg03place,,
+contact.requestadvise.unspecified,who is the <arg1> communicating with recipient at place in <trg>,evt048arg01communicator,,,,
+contact.requestadvise.unspecified,who is the <arg2> communicating with recipient at place in <trg>,,evt048arg02recipient,,,
+contact.requestadvise.unspecified,where is the <arg3> in <trg>,,,evt048arg03place,,
+contact.requestadvise.unspecified,what is the <arg4> topic in <trg>,,,,evt048arg04topic,
+contact.requestadvise.broadcast,who is the <arg1> communicated to at place (one-way communication) in <trg>,evt049arg01communicator,,,,
+contact.requestadvise.broadcast,who is the <arg2> communicated to at place (one-way communication) in <trg>,,evt049arg02recipient,,,
+contact.requestadvise.broadcast,where is the <arg3> in <trg>,,,evt049arg03place,,
+contact.requestadvise.broadcast,what is the <arg4> topic in <trg>,,,,evt049arg04topic,
+contact.requestadvise.correspondence,who is the <arg1> communicating remotely with participant at place in <trg>,evt050arg01communicator,,,,
+contact.requestadvise.correspondence,who is the <arg2> communicating remotely with participant at place in <trg>,,evt050arg02recipient,,,
+contact.requestadvise.correspondence,where is the <arg3> in <trg>,,,evt050arg03place,,
+contact.requestadvise.correspondence,what is the <arg4> topic in <trg>,,,,evt050arg04topic,
+contact.requestadvise.meet,who is the <arg1> met face-to-face with participant at place in <trg>,evt051arg01communicator,,,,
+contact.requestadvise.meet,who is the <arg2> met face-to-face with participant at place in <trg>,,evt051arg02recipient,,,
+contact.requestadvise.meet,where is the <arg3> in <trg>,,,evt051arg03place,,
+contact.requestadvise.meet,what is the <arg4> topic in <trg>,,,,evt051arg04topic,
+contact.threatencoerce.unspecified,who is the <arg1> communicating with recipient at place in <trg>,evt052arg01communicator,,,,
+contact.threatencoerce.unspecified,who is the <arg2> communicating with recipient at place in <trg>,,evt052arg02recipient,,,
+contact.threatencoerce.unspecified,where is the <arg3> in <trg>,,,evt052arg03place,,
+contact.threatencoerce.unspecified,what is the <arg4> topic in <trg>,,,,evt052arg04topic,
+contact.threatencoerce.broadcast,who is the <arg1> communicated to at place (one-way communication) in <trg>,evt053arg01communicator,,,,
+contact.threatencoerce.broadcast,who is the <arg2> communicated to at place (one-way communication) in <trg>,,evt053arg02recipient,,,
+contact.threatencoerce.broadcast,where is the <arg3> in <trg>,,,evt053arg03place,,
+contact.threatencoerce.broadcast,what is the <arg4> topic in <trg>,,,,evt053arg04topic,
+contact.threatencoerce.correspondence,who is the <arg1> communicating remotely with participant at place in <trg>,evt054arg01communicator,,,,
+contact.threatencoerce.correspondence,who is the <arg2> communicating remotely with participant at place in <trg>,,evt054arg02recipient,,,
+contact.threatencoerce.correspondence,where is the <arg3> in <trg>,,,evt054arg03place,,
+contact.threatencoerce.correspondence,what is the <arg4> topic in <trg>,,,,evt054arg04topic,
+contact.threatencoerce.meet,who is the <arg1> met face-to-face with participant at place in <trg>,evt055arg01communicator,,,,
+contact.threatencoerce.meet,who is the <arg2> met face-to-face with participant at place in <trg>,,evt055arg02recipient,,,
+contact.threatencoerce.meet,where is the <arg3> in <trg>,,,evt055arg03place,,
+contact.threatencoerce.meet,what is the <arg4> topic in <trg>,,,,evt055arg04topic,
+disaster.accidentcrash.accidentcrash,who is the <arg1> in vehicle crashing into something at place in <trg>,evt057arg01driverpassenger,,,,
+disaster.accidentcrash.accidentcrash,what is the <arg2> in <trg>,,evt057arg02vehicle,,,
+disaster.accidentcrash.accidentcrash,what is the <arg3> being crashed into in <trg>,,,evt057arg03crashobject,,
+disaster.accidentcrash.accidentcrash,where is the <arg4> in <trg>,,,,evt057arg04place,
+disaster.diseaseoutbreak.diseaseoutbreak,what is the <arg1> broking out amoing victims or population at place in <trg>,evt148arg01disease ,,,,
+disaster.diseaseoutbreak.diseaseoutbreak,what is the <arg2>  in <trg>,,evt148arg02victim ,,,
+disaster.diseaseoutbreak.diseaseoutbreak,where is the <arg3> in <trg>,,,evt148arg03place ,,
+disaster.fireexplosion.fireexplosion,what is the <arg1> catching fire or exploding from instrument at place in <trg>,evt059arg01fireexplosionobject,,,,
+disaster.fireexplosion.fireexplosion,what is the <arg2> being exploded from in <trg>,,evt059arg02instrument,,,
+disaster.fireexplosion.fireexplosion,where is the <arg3> in <trg>,,,evt059arg03place,,
+genericcrime.genericcrime.genericcrime,who is the <arg1> committing a crime against victim in <trg>,evt154arg01perpetrator ,,,,
+genericcrime.genericcrime.genericcrime,who is the <arg2> being committed against in <trg>,,evt154arg02victim ,,,
+genericcrime.genericcrime.genericcrime,where is the <arg3> in <trg>,,,evt154arg03place ,,
+government.agreements.unspecified,who is the <arg1> signing an agreement in <trg>,evt060arg01participant,,,,
+government.agreements.unspecified,who is the <arg2> signing an agreement in <trg>,,evt060arg02participant,,,
+government.agreements.unspecified,where is the <arg3> in <trg>,,,evt060arg03place,,
+government.agreements.acceptagreementcontractceasefire,who is the <arg1> signing an agreement in <trg>,evt061arg01participant,,,,
+government.agreements.acceptagreementcontractceasefire,who is the <arg2> signing an agreement in <trg>,,evt061arg02participant,,,
+government.agreements.acceptagreementcontractceasefire,where is the <arg3> in <trg>,,,evt061arg03place,,
+government.agreements.rejectnullifyagreementcontractceasefire,who is the <arg1> rejecting or nullifying an agreement with participant in place,evt062arg01rejecternullifier,,,,
+government.agreements.rejectnullifyagreementcontractceasefire,who is the <arg2> being rejected in <trg>,,evt062arg02otherparticipant,,,
+government.agreements.rejectnullifyagreementcontractceasefire,where is the <arg3> in <trg>,,,evt062arg03place,,
+government.agreements.violateagreement,who is the <arg1> violating an agreement with participant in place in <trg>e,evt063arg01violator,,,,
+government.agreements.violateagreement,who is the <arg2> being violated with an agreement by violator in <trg>,,evt063arg02otherparticipant,,,
+government.agreements.violateagreement,where is the <arg3> in <trg>,,,evt063arg03place,,
+government.convene.convene,who is the <arg1> convening somebody in <trg>,evt145arg01convener ,,,,
+government.convene.convene,who is the <arg2> being convened in <trg>,,evt145arg02convenedthing ,,,
+government.convene.convene,where is the <arg3> in <trg>,,,evt145arg03place ,,
+government.formation.unspecified,what is the <arg1> being formed by founder in place in <trg>,evt064arg01gpe,,,,
+government.formation.unspecified,who is the <arg2> forming something  in <trg>,,evt064arg02founder,,,
+government.formation.unspecified,where is the <arg3> in <trg>,,,evt064arg03place,,
+government.formation.mergegpe,who is the <arg1> merging with participant in <trg>,evt065arg01participant,,,,
+government.formation.mergegpe,who is the <arg2> being merged with in <trg>,,evt065arg02participant,,,
+government.formation.mergegpe,where is the <arg3> in <trg>,,,evt065arg03place,,
+government.formation.startgpe,what is the <arg1> started by founder in <trg>,evt066arg01gpe,,,,
+government.formation.startgpe,who is the <arg2> starting something in <trg>,,evt066arg02founder,,,
+government.formation.startgpe,where is the <arg3> in <trg>,,,evt066arg03place,,
+government.legislate.legislate,what is the <arg1> enacted law in <trg>,evt068arg01governmentbody,,,,
+government.legislate.legislate,what is the <arg2> being enacted by government in <trg>,,evt068arg02law,,,
+government.legislate.legislate,where is the <arg3> in <trg>,,,evt068arg03place,,
+government.spy.spy,who is the <arg1> spying on something to the benefit of beneficiary in <trg>,evt070arg01spy,,,,
+government.spy.spy,what is the <arg2> being spied on to the benefit of beneficiary in <trg>,,evt070arg02observedentity,,,
+government.spy.spy,what is the target <arg3> benefit in <trg>,,,evt070arg03beneficiary,,
+government.spy.spy,where is the <arg4> in <trg>,,,,evt070arg04place,
+government.vote.unspecified,who is the <arg1> voting for candidate on ballot with results in <trg>,evt071arg01voter,,,,
+government.vote.unspecified,what is the <arg2> being voted for on ballot with results in <trg>,,evt071arg02candidate,,,
+government.vote.unspecified,what is the <arg3> voter voting for on in <trg>,,,evt071arg03ballot,,
+government.vote.unspecified,what is the <arg4> voter voting for with in <trg>,,,,evt071arg04result,
+government.vote.unspecified,where is the <arg5> in <trg>,,,,,evt071arg05place
+government.vote.castvote,who is the <arg1> voting for candidate on ballot with results in <trg>,evt072arg01voter,,,,
+government.vote.castvote,what is the <arg2> being voted for on ballot with results in <trg>,,evt072arg02candidate,,,
+government.vote.castvote,what is the <arg3> voter voting for on in <trg>,,,evt072arg03ballot,,
+government.vote.castvote,what is the <arg4> voter voting for with in <trg>,,,,evt072arg04result,
+government.vote.castvote,where is the <arg5> in <trg>,,,,,evt072arg05place
+government.vote.violationspreventvote,who is the <arg1> preventing voter from voting for candidate on ballot in <trg>,evt073arg01preventer,,,,
+government.vote.violationspreventvote,who is the <arg2> being prevented from voting for candidate on ballot in <trg>,,evt073arg02voter,,,
+government.vote.violationspreventvote,who is the <arg3> being prevented from voting for in <trg>,,,evt073arg03candidate,,
+government.vote.violationspreventvote,what is the <arg4> in <trg>,,,,evt073arg04ballot,
+government.vote.violationspreventvote,where is the <arg5> in <trg>,,,,,evt073arg05place
+inspection.sensoryobserve.unspecified,who is the <arg1> observing something in <trg>,evt074arg01observer,,,,
+inspection.sensoryobserve.unspecified,what is the <arg2> being observed in <trg>,,evt074arg02observedentity,,,
+inspection.sensoryobserve.unspecified,where is the <arg3> in <trg>,,,evt074arg03place,,
+inspection.sensoryobserve.inspectpeopleorganization,who is the <arg1> inspecting something in <trg>,evt075arg01inspector,,,,
+inspection.sensoryobserve.inspectpeopleorganization,what is the <arg2> being inspected in <trg>,,evt075arg02inspectedentity,,,
+inspection.sensoryobserve.inspectpeopleorganization,where is the <arg3> in <trg>,,,evt075arg03place,,
+inspection.sensoryobserve.monitorelection,who is the <arg1> monitoring something taking part in an election in <trg>,evt076arg01monitor,,,,
+inspection.sensoryobserve.monitorelection,what is the <arg2> being monitored taking part in an election in <trg>,,evt076arg02monitoredentity,,,
+inspection.sensoryobserve.monitorelection,where is the <arg3> in <trg>,,,evt076arg03place,,
+inspection.sensoryobserve.physicalinvestigateinspect,who is the <arg1> inspecting something in <trg>,evt077arg01inspector,,,,
+inspection.sensoryobserve.physicalinvestigateinspect,what is the <arg2> being inspected in <trg>,,evt077arg02inspectedentity,,,
+inspection.sensoryobserve.physicalinvestigateinspect,where is the <arg3> in <trg>,,,evt077arg03place,,
+inspection.targetaimat.targetaimat,who is the <arg1> physically targeted target with instrument in <trg>,evt153arg01targeter ,,,,
+inspection.targetaimat.targetaimat,what is the <arg2> being physically targeted in <trg>,,evt153arg02target ,,,
+inspection.targetaimat.targetaimat,what is the <arg3> targeter physically targeted with in <trg>,,,evt153arg03instrument ,,
+inspection.targetaimat.targetaimat,where is the <arg4> in <trg>,,,,evt153arg04place ,
+justice.arrestjaildetain.arrestjaildetain,who is the <arg1> arresting or jailing detainee for crime in <trg>,evt079arg01jailer,,,,
+justice.arrestjaildetain.arrestjaildetain,who is the <arg2> being arrested or jailed by jailer in <trg>,,evt079arg02detainee,,,
+justice.arrestjaildetain.arrestjaildetain,what is the <arg3> jailer jailed or arrested for in <trg>,,,evt079arg03crime,,
+justice.arrestjaildetain.arrestjaildetain,where is the <arg4> in <trg>,,,,evt079arg04place,
+justice.initiatejudicialprocess.unspecified,who is the <arg1> initiating judicial process pertaining to defendant before court or judge for crime in <trg>,evt080arg01prosecutor,,,,
+justice.initiatejudicialprocess.unspecified,what is the <arg2> prosecutor initiated judicial process pertaining to in <trg>,,evt080arg02defendant,,,
+justice.initiatejudicialprocess.unspecified,what is the <arg3> prosecutor initiated judicial process pertaining to defendant before in <trg>,,,evt080arg03judgecourt,,
+justice.initiatejudicialprocess.unspecified,what is the <arg4> prosecutor initiated judicial process pertaining to defendant before court or judge for in <trg>,,,,evt080arg04crime,
+justice.initiatejudicialprocess.unspecified,where is the <arg5> in <trg>,,,,,evt080arg05place
+justice.initiatejudicialprocess.chargeindict,who is the <arg1> charging or indicting defendant before court or judge for crime in <trg>,evt081arg01prosecutor,,,,
+justice.initiatejudicialprocess.chargeindict,who is the <arg2> being charged or indicted before court or judge for crime in <trg>,,evt081arg02defendant,,,
+justice.initiatejudicialprocess.chargeindict,what is the <arg3> prosecutor charging or indicting defendant before in <trg>,,,evt081arg03judgecourt,,
+justice.initiatejudicialprocess.chargeindict,what is the <arg4> prosecutor charging or indicting defendant before court or judge for in <trg>,,,,evt081arg04crime,
+justice.initiatejudicialprocess.chargeindict,where is the <arg5> in <trg>,,,,,evt081arg05place
+justice.initiatejudicialprocess.trialhearing,who is the <arg1> trying defendant before court or judge for crime in <trg>,evt082arg01prosecutor,,,,
+justice.initiatejudicialprocess.trialhearing,who is the <arg2> tried by prosecutor before court or judge for crime in <trg>,,evt082arg02defendant,,,
+justice.initiatejudicialprocess.trialhearing,what is the <arg3> prosecutor tried defendant before in <trg>,,,evt082arg03judgecourt,,
+justice.initiatejudicialprocess.trialhearing,what is the <arg4> prosecutor tried defendant before court or judge for in <trg> ,,,,evt082arg04crime,
+justice.initiatejudicialprocess.trialhearing,where is the <arg5> in <trg>,,,,,evt082arg05place
+justice.investigate.unspecified,who is the <arg1> investigating defendant in <trg>,evt083arg01investigator,,,,
+justice.investigate.unspecified,what is the <arg2> being investigated in <trg>,,evt083arg02defendant,,,
+justice.investigate.unspecified,where is the <arg3> in <trg>,,,evt083arg03place,,
+justice.investigate.investigatecrime,who is the <arg1> investigating defendant for crime in <trg>,evt084arg01investigator,,,,
+justice.investigate.investigatecrime,what is the <arg2> being investigated for crime in <trg>,,evt084arg02defendant,,,
+justice.investigate.investigatecrime,what is the <arg3> investigator investigated defendant for in <trg>,,,evt084arg03crime,,
+justice.investigate.investigatecrime,where is the <arg4> in <trg>,,,,evt084arg04place,
+justice.judicialconsequences.unspecified,what is the <arg1> deciding consequences of crime committed by defendant in <trg>,evt085arg01judgecourt,,,,
+justice.judicialconsequences.unspecified,what is the <arg2> court or judge decided consequences of crime committed by in <trg>,,evt085arg02defendant,,,
+justice.judicialconsequences.unspecified,what is the <arg3> court or judge decided consequences of in <trg>,,,evt085arg03crime,,
+justice.judicialconsequences.unspecified,where is the <arg4> in <trg>,,,,evt085arg04place,
+justice.judicialconsequences.convict,what is the <arg1> convicting  defendant of crime in <trg>,evt086arg01judgecourt,,,,
+justice.judicialconsequences.convict,what is the <arg2> convicted by court or judge in <trg>,,evt086arg02defendant,,,
+justice.judicialconsequences.convict,what is the <arg3> court or judge convicted defendant of in <trg>,,,evt086arg03crime,,
+justice.judicialconsequences.convict,where is the <arg4> in <trg>,,,,evt086arg04place,
+justice.judicialconsequences.execute,who is the <arg1> executing defendant for crime in <trg>,evt087arg01executioner,,,,
+justice.judicialconsequences.execute,what is the <arg2> executed by excutioner for crime in <trg>,,evt087arg02defendant,,,
+justice.judicialconsequences.execute,what is the <arg3> executioner executed defendant for in <trg>,,,evt087arg03crime,,
+justice.judicialconsequences.execute,where is the <arg4> in <trg>,,,,evt087arg04place,
+justice.judicialconsequences.extradite,who is the <arg1> extraditing defendant for crime from place to place in <trg>,evt088arg01extraditer,,,,
+justice.judicialconsequences.extradite,what is the <arg2> extradited by extraditer for crime from place to place in <trg>,,evt088arg02defendant,,,
+justice.judicialconsequences.extradite,what is the <arg3> extraditer extradited for from place to place in <trg>,,,evt088arg03crime,,
+justice.judicialconsequences.extradite,where is the original <arg4> place in <trg>,,,,evt088arg04origin,
+justice.judicialconsequences.extradite,where is the target <arg5> place in <trg>,,,,,evt088arg05destination
+life.die.unspecified,who is the <arg1> dying at place from medical issue killed by killer in <trg>,evt089arg01victim,,,,
+life.die.unspecified,where is the <arg2> in <trg>,,evt089arg02place,,,
+life.die.unspecified,who is the <arg3> killing victime in <trg>,,,evt089arg03killer,,
+life.die.unspecified,what is the <arg4> victim died from in <trg>,,,,evt089arg04medicalissue,
+life.die.deathcausedbyviolentevents,who is the <arg1> killing victim using instrument or medical issue in <trg>,evt090arg01killer,,,,
+life.die.deathcausedbyviolentevents,what is the <arg2> being killed using instrument or medical issue in <trg>,,evt090arg02victim,,,
+life.die.deathcausedbyviolentevents,what is the <arg3> killer killed victim using in <trg>,,,evt090arg03instrument,,
+life.die.deathcausedbyviolentevents,where is the <arg4> in <trg>,,,,evt090arg04place,
+life.die.deathcausedbyviolentevents,what is the <arg5> killer killed victim using in <trg>,,,,,evt090arg05medicalissue
+life.die.nonviolentdeath,who is the <arg1> dying at place from medical issue killed by killer in <trg>,evt091arg01victim,,,,
+life.die.nonviolentdeath,where is the <arg2> in <trg>,,evt091arg02place,,,
+life.die.nonviolentdeath,who is the <arg3> killing victime in <trg>,,,evt091arg03killer,,
+life.die.nonviolentdeath,what is the <arg4> victim died from in <trg>,,,,evt091arg04medicalissue,
+life.injure.unspecified,who is the <arg1> being injured by injurer with medical issue in <trg>,evt092arg01victim,,,,
+life.injure.unspecified,who is the <arg2> injuring victims with medical issue in <trg>,,evt092arg02injurer,,,
+life.injure.unspecified,where is the <arg3> in <trg>,,,evt092arg03place,,
+life.injure.unspecified,what is the <arg4> victim was injured by injurer with in <trg>,,,,evt092arg04medicalissue,
+life.injure.illnessdegradationhungerthirst,who is the <arg1> having extreme hunger or thirst from medical issue imposed by injurer in <trg>,evt093arg01victim,,,,
+life.injure.illnessdegradationhungerthirst,where is the <arg2> in <trg>,,evt093arg02place,,,
+life.injure.illnessdegradationhungerthirst,what is the <arg3> imposed by injurer in <trg>,,,evt093arg03injurer,,
+life.injure.illnessdegradationhungerthirst,what is the <arg4> victim has extreme hunger or thirst from in <trg>,,,,evt093arg04medicalissue,
+life.injure.illnessdegradationphysical,who is the <arg1> having some physical degradation form medical issue imposed by injurer in <trg>,evt094arg01victim,,,,
+life.injure.illnessdegradationphysical,where is the <arg2> in <trg>,,evt094arg02place,,,
+life.injure.illnessdegradationphysical,who is the <arg3> imposing physical degradation in <trg>,,,evt094arg03injurer,,
+life.injure.illnessdegradationphysical,what is the <arg4> victim has some physical degradation from in <trg>,,,,evt094arg04medicalissue,
+life.injure.illnessdegredationsickness,who is the <arg1> having sickness or illness in <trg>,evt150arg01victim ,,,,
+life.injure.illnessdegredationsickness,what is the <arg2> infecting victim in <trg>,,evt150arg02injurer ,,,
+life.injure.illnessdegredationsickness,what is the <arg3> victim having infected by injurer in <trg>,,,evt150arg03disease ,,
+life.injure.illnessdegredationsickness,where is the <arg4> in <trg>,,,,evt150arg04place ,
+life.injure.injurycausedbyviolentevents,who is the <arg1> injuring victim in <trg>,evt095arg01injurer,,,,
+life.injure.injurycausedbyviolentevents,who is the <arg2> injured by injurer in <trg>,,evt095arg02victim,,,
+life.injure.injurycausedbyviolentevents,what is the <arg3> injurer injured victim using in <trg>,,,evt095arg03instrument,,
+life.injure.injurycausedbyviolentevents,where is the <arg4> in <trg>,,,,evt095arg04place,
+life.injure.injurycausedbyviolentevents,what is the <arg5> injurer injured victim using in <trg>,,,,,evt095arg05medicalissue
+manufacture.artifact.unspecified,who is the <arg1> manufacturing or creating producing artifact using instrument in <trg>,evt096arg01manufacturer,,,,
+manufacture.artifact.unspecified,what is the <arg2> manufactured or created or produced by manufacturer in <trg>,,evt096arg02artifact,,,
+manufacture.artifact.unspecified,what is the <arg3> manufacturer manufactured or created or produced artifact using in <trg>,,,evt096arg03instrument,,
+manufacture.artifact.unspecified,where is the <arg4> in <trg>,,,,evt096arg04place,
+manufacture.artifact.build,who is the <arg1> manufacturing or creating producing artifact using instrument in <trg>,evt097arg01manufacturer,,,,
+manufacture.artifact.build,what is the <arg2> manufactured or created or produced by manufacturer in <trg>,,evt097arg02artifact,,,
+manufacture.artifact.build,what is the <arg3> manufacturer manufactured or created or produced artifact using in <trg>,,,evt097arg03instrument,,
+manufacture.artifact.build,where is the <arg4> in <trg>,,,,evt097arg04place,
+manufacture.artifact.createintellectualproperty,who is the <arg1> manufacturing or creating producing artifact using instrument in <trg>,evt098arg01manufacturer,,,,
+manufacture.artifact.createintellectualproperty,what is the <arg2> manufactured or created or produced by manufacturer in <trg>,,evt098arg02artifact,,,
+manufacture.artifact.createintellectualproperty,what is the <arg3> manufacturer manufactured or created or produced artifact using in <trg>,,,evt098arg03instrument,,
+manufacture.artifact.createintellectualproperty,where is the <arg4> in <trg>,,,,evt098arg04place,
+manufacture.artifact.createmanufacture,who is the <arg1> manufacturing or creating producing artifact using instrument in <trg>,evt099arg01manufacturer,,,,
+manufacture.artifact.createmanufacture,what is the <arg2> manufactured or created or produced by manufacturer in <trg>,,evt099arg02artifact,,,
+manufacture.artifact.createmanufacture,what is the <arg3> manufacturer manufactured or created or produced artifact using in <trg>,,,evt099arg03instrument,,
+manufacture.artifact.createmanufacture,where is the <arg4> in <trg>,,,,evt099arg04place,
+medical.intervention.intervention,who is the <arg1> treating patient for medical issue with means in <trg>,evt147arg01treater ,,,,
+medical.intervention.intervention,who is the <arg2> being treated by treater for medical with means in <trg> ,,evt147arg02patient ,,,
+medical.intervention.intervention,what is the <arg3> treater treated patient for in <trg>,,,evt147arg03medicalissue ,,
+medical.intervention.intervention,what is the <arg4> treater treated patient for medical issue with in <trg>,,,,evt147arg04instrument ,
+medical.intervention.intervention,where is the <arg5> in <trg>,,,,,evt147arg05place 
+movement.transportartifact.unspecified,who is the <arg1> transporting artifact in vehicle from place to place in <trg>,evt100arg01transporter,,,,
+movement.transportartifact.unspecified,what is the <arg2> being transported by transporter in vehicle from place to place in <trg>,,evt100arg02artifact,,,
+movement.transportartifact.unspecified,what is the <arg3> transporter transporting artifact in from place to place in <trg>,,,evt100arg03vehicle,,
+movement.transportartifact.unspecified,where is the original <arg4> place in <trg>,,,,evt100arg04origin,
+movement.transportartifact.unspecified,where is the target <arg5> place in <trg>,,,,,evt100arg05destination
+movement.transportartifact.bringcarryunload,who is the <arg1> transporting artifact in vehicle from place to place in <trg>,evt101arg01transporter,,,,
+movement.transportartifact.bringcarryunload,what is the <arg2> being transported by transporter in vehicle from place to place in <trg>,,evt101arg02artifact,,,
+movement.transportartifact.bringcarryunload,what is the <arg3> transporter transporting artifact in from place to place in <trg>,,,evt101arg03vehicle,,
+movement.transportartifact.bringcarryunload,where is the original <arg4> place in <trg>,,,,evt101arg04origin,
+movement.transportartifact.bringcarryunload,where is the target <arg5> place in <trg>,,,,,evt101arg05destination
+movement.transportartifact.disperseseparate,who is the <arg1> transporting artifact in vehicle from place to place in <trg>,evt102arg01transporter,,,,
+movement.transportartifact.disperseseparate,what is the <arg2> being transported by transporter in vehicle from place to place in <trg>,,evt102arg02artifact,,,
+movement.transportartifact.disperseseparate,what is the <arg3> transporter transporting artifact in from place to place in <trg>,,,evt102arg03vehicle,,
+movement.transportartifact.disperseseparate,where is the original <arg4> place in <trg>,,,,evt102arg04origin,
+movement.transportartifact.disperseseparate,where is the target <arg5> place in <trg>,,,,,evt102arg05destination
+movement.transportartifact.fall,what is the <arg1> falling from place to place in <trg>,evt103arg01artifact,,,,
+movement.transportartifact.fall,where is the original <arg2> place in <trg>,,evt103arg02origin,,,
+movement.transportartifact.fall,where is the target <arg3> place in <trg>,,,evt103arg03destination,,
+movement.transportartifact.grantentry,who is the <arg1> granting artifact entry from place to place in <trg>,evt104arg01transporter,,,,
+movement.transportartifact.grantentry,what is the <arg2> granted by transporter from place to place in <trg>,,evt104arg02artifact,,,
+movement.transportartifact.grantentry,where is the original <arg3> place in <trg>,,,evt104arg03origin,,
+movement.transportartifact.grantentry,where is the target <arg4> place in <trg>,,,,evt104arg04destination,
+movement.transportartifact.hide,who is the <arg1> concealing artifact in place transported in vehicle from place in <trg>,evt105arg01transporter,,,,
+movement.transportartifact.hide,what is the <arg2> concealed by transporter in place transported in vehicle from place in <trg>,,evt105arg02artifact,,,
+movement.transportartifact.hide,where is the target <arg3> place in <trg>,,,evt105arg03hidingplace,,
+movement.transportartifact.hide,what is the <arg4> transporter concealing artifact in place transported in from place in <trg>,,,,evt105arg04vehicle,
+movement.transportartifact.hide,where is the original <arg5> place in <trg>,,,,,evt105arg05origin
+movement.transportartifact.lossofcontrol,who is the <arg1> losing control of moving something in place in <trg>,evt146arg01controller ,,,,
+movement.transportartifact.lossofcontrol,what is the <arg2> controller losing control of moving in <trg>,,evt146arg02controlledthing ,,,
+movement.transportartifact.lossofcontrol,where is the <arg3> in <trg>,,,evt146arg03place ,,
+movement.transportartifact.nonviolentthrowlaunch,who is the <arg1> transporting artifact in vehicle from place to place in <trg>,evt106arg01transporter,,,,
+movement.transportartifact.nonviolentthrowlaunch,what is the <arg2> being trangsported in vehicle from place to place in <trg>,,evt106arg02artifact,,,
+movement.transportartifact.nonviolentthrowlaunch,what is the <arg3> transporter transporting artifact in from place to place in <trg>,,,evt106arg03vehicle,,
+movement.transportartifact.nonviolentthrowlaunch,where is the original <arg4> place in <trg>,,,,evt106arg04origin,
+movement.transportartifact.nonviolentthrowlaunch,where is the target <arg5> place in <trg>,,,,,evt106arg05destination
+movement.transportartifact.prevententry,who is the <arg1> preventing transporter from transporting artifact from place to place in <trg>,evt107arg01preventer,,,,
+movement.transportartifact.prevententry,who is the <arg2> prevented by preventer from transporting artifact from place to place in <trg>,,evt107arg02transporter,,,
+movement.transportartifact.prevententry,what is the <arg3> preventer prevented transporter from transporting in <trg>,,,evt107arg03artifact,,
+movement.transportartifact.prevententry,where is the original <arg4> place in <trg>,,,,evt107arg04origin,
+movement.transportartifact.prevententry,where is the target <arg5> place in <trg>,,,,,evt107arg05destination
+movement.transportartifact.preventexit,who is the <arg1> preventing transporter from transporting artifact from place to place in <trg>,evt108arg01preventer,,,,
+movement.transportartifact.preventexit,who is the <arg2> prevented by preventer from transporting artifact from place to place in <trg>,,evt108arg02transporter,,,
+movement.transportartifact.preventexit,what is the <arg3> preventer prevented transporter from transporting in <trg>,,,evt108arg03artifact,,
+movement.transportartifact.preventexit,where is the original <arg4> place in <trg>,,,,evt108arg04origin,
+movement.transportartifact.preventexit,where is the target <arg5> place in <trg>,,,,,evt108arg05destination
+movement.transportartifact.receiveimport,who is the <arg1> transporting artifact in vehicle from place to place in <trg>,evt109arg01transporter,,,,
+movement.transportartifact.receiveimport,what is the <arg2> being trangsported in vehicle from place to place in <trg>,,evt109arg02artifact,,,
+movement.transportartifact.receiveimport,what is the <arg3> transporter transporting artifact in from place to place in <trg>,,,evt109arg03vehicle,,
+movement.transportartifact.receiveimport,where is the original <arg4> place in <trg>,,,,evt109arg04origin,
+movement.transportartifact.receiveimport,where is the target <arg5> place in <trg>,,,,,evt109arg05destination
+movement.transportartifact.sendsupplyexport,who is the <arg1> transporting artifact in vehicle from place to place in <trg>,evt110arg01transporter,,,,
+movement.transportartifact.sendsupplyexport,what is the <arg2> being trangsported in vehicle from place to place in <trg>,,evt110arg02artifact,,,
+movement.transportartifact.sendsupplyexport,what is the <arg3> transporter transporting artifact in from place to place in <trg>,,,evt110arg03vehicle,,
+movement.transportartifact.sendsupplyexport,where is the original <arg4> place in <trg>,,,,evt110arg04origin,
+movement.transportartifact.sendsupplyexport,where is the target <arg5> place in <trg>,,,,,evt110arg05destination
+movement.transportartifact.smuggleextract,who is the <arg1> transporting artifact in vehicle from place to place in <trg>,evt111arg01transporter,,,,
+movement.transportartifact.smuggleextract,what is the <arg2> being trangsported in vehicle from place to place in <trg>,,evt111arg02artifact,,,
+movement.transportartifact.smuggleextract,what is the <arg3> transporter transporting artifact in from place to place in <trg>,,,evt111arg03vehicle,,
+movement.transportartifact.smuggleextract,where is the original <arg4> place in <trg>,,,,evt111arg04origin,
+movement.transportartifact.smuggleextract,where is the target <arg5> place in <trg>,,,,,evt111arg05destination
+movement.transportperson.unspecified,who is the <arg1> transporting artifact in vehicle from place to place in <trg>,evt112arg01transporter,,,,
+movement.transportperson.unspecified,what is the <arg2> being trangsported in vehicle from place to place in <trg>,,evt112arg02passenger,,,
+movement.transportperson.unspecified,what is the <arg3> transporter transporting artifact in from place to place in <trg>,,,evt112arg03vehicle,,
+movement.transportperson.unspecified,where is the original <arg4> place in <trg>,,,,evt112arg04origin,
+movement.transportperson.unspecified,where is the target <arg5> place in <trg>,,,,,evt112arg05destination
+movement.transportperson.bringcarryunload,who is the <arg1> transporting artifact in vehicle from place to place in <trg>,evt113arg01transporter,,,,
+movement.transportperson.bringcarryunload,what is the <arg2> being trangsported in vehicle from place to place in <trg>,,evt113arg02passenger,,,
+movement.transportperson.bringcarryunload,what is the <arg3> transporter transporting artifact in from place to place in <trg>,,,evt113arg03vehicle,,
+movement.transportperson.bringcarryunload,where is the original <arg4> place in <trg>,,,,evt113arg04origin,
+movement.transportperson.bringcarryunload,where is the target <arg5> place in <trg>,,,,,evt113arg05destination
+movement.transportperson.disperseseparate,who is the <arg1> transporting artifact in vehicle from place to place in <trg>,evt114arg01transporter,,,,
+movement.transportperson.disperseseparate,what is the <arg2> being trangsported in vehicle from place to place in <trg>,,evt114arg02passenger,,,
+movement.transportperson.disperseseparate,what is the <arg3> transporter transporting artifact in from place to place in <trg>,,,evt114arg03vehicle,,
+movement.transportperson.disperseseparate,where is the original <arg4> place in <trg>,,,,evt114arg04origin,
+movement.transportperson.disperseseparate,where is the target <arg5> place in <trg>,,,,,evt114arg05destination
+movement.transportperson.evacuationrescue,who is the <arg1> transporting artifact in vehicle from place to place in <trg>,evt115arg01transporter,,,,
+movement.transportperson.evacuationrescue,what is the <arg2> being trangsported in vehicle from place to place in <trg>,,evt115arg02passenger,,,
+movement.transportperson.evacuationrescue,what is the <arg3> transporter transporting artifact in from place to place in <trg>,,,evt115arg03vehicle,,
+movement.transportperson.evacuationrescue,where is the original <arg4> place in <trg>,,,,evt115arg04origin,
+movement.transportperson.evacuationrescue,where is the target <arg5> place in <trg>,,,,,evt115arg05destination
+movement.transportperson.fall,what is the <arg1> falling from place to place in <trg>,evt116arg01passenger,,,,
+movement.transportperson.fall,where is the original <arg2> place in <trg>,,evt116arg02origin,,,
+movement.transportperson.fall,where is the target <arg3> place in <trg>,,,evt116arg03destination,,
+movement.transportperson.grantentryasylum,who is the <arg1> granting entry to transporter transporting passenger from place to place in <trg>,evt117arg01granter,,,,
+movement.transportperson.grantentryasylum,who is the <arg2> granter grants entry to in <trg>,,evt117arg02transporter,,,
+movement.transportperson.grantentryasylum,what is the <arg3> granter grants entry to transporter transporting in <trg>,,,evt117arg03passenger,,
+movement.transportperson.grantentryasylum,where is the original <arg4> place in <trg>,,,,evt117arg04origin,
+movement.transportperson.grantentryasylum,where is the target <arg5> place in <trg>,,,,,evt117arg05destination
+movement.transportperson.hide,who is the <arg1> concealing artifact in place transported in vehicle from place in <trg>,evt118arg01transporter,,,,
+movement.transportperson.hide,what is the <arg2> concealed by transporter in place transported in vehicle from place in <trg>,,evt118arg02passenger,,,
+movement.transportperson.hide,where is the <arg3> transporter concealing artifact in transported in vehicle from place in <trg>,,,evt118arg03hidingplace,,
+movement.transportperson.hide,what is the <arg4> transporter concealing artifact in place transported in from place in <trg>,,,,evt118arg04vehicle,
+movement.transportperson.hide,where is the original <arg5> place in <trg>,,,,,evt118arg05origin
+movement.transportperson.prevententry,who is the <arg1> preventing transporter from transporting artifact from place to place in <trg>,evt119arg01preventer,,,,
+movement.transportperson.prevententry,who is the <arg2> prevented by preventer from transporting artifact from place to place in <trg>,,evt119arg02transporter,,,
+movement.transportperson.prevententry,what is the <arg3> preventer prevented transporter from transporting in <trg>,,,evt119arg03passenger,,
+movement.transportperson.prevententry,where is the original <arg4> place in <trg>,,,,evt119arg04origin,
+movement.transportperson.prevententry,where is the target <arg5> place in <trg>,,,,,evt119arg05destination
+movement.transportperson.preventexit,who is the <arg1> preventing transporter from transporting artifact from place to place in <trg>,evt120arg01preventer,,,,
+movement.transportperson.preventexit,who is the <arg2> prevented by preventer from transporting artifact from place to place in <trg>,,evt120arg02transporter,,,
+movement.transportperson.preventexit,what is the <arg3> preventer prevented transporter from transporting in <trg>,,,evt120arg03passenger,,
+movement.transportperson.preventexit,where is the original <arg4> place in <trg>,,,,evt120arg04origin,
+movement.transportperson.preventexit,where is the target <arg5> place in <trg>,,,,,evt120arg05destination
+movement.transportperson.selfmotion,who is the <arg1> moving in vehicle from place to place in <trg>,evt121arg01transporter,,,,
+movement.transportperson.selfmotion,what is the <arg2> transporter moved in from place to place in <trg>,,evt121arg02vehicle,,,
+movement.transportperson.selfmotion,where is the original <arg3> place in <trg>,,,evt121arg03origin,,
+movement.transportperson.selfmotion,where is the target <arg4> place in <trg>,,,,evt121arg04destination,
+movement.transportperson.smuggleextract,who is the <arg1> transporting passenger in vehicle from place to place in <trg>,evt122arg01transporter,,,,
+movement.transportperson.smuggleextract,who is the <arg2> transported by transporter in vehicle from place to place in <trg>,,evt122arg02passenger,,,
+movement.transportperson.smuggleextract,what is the <arg3> transporter transporting passenger in from place to place in <trg>,,,evt122arg03vehicle,,
+movement.transportperson.smuggleextract,where is the original <arg4> place in <trg>,,,,evt122arg04origin,
+movement.transportperson.smuggleextract,where is the target <arg5> place in <trg>,,,,,evt122arg05destination
+personnel.elect.unspecified,who is the <arg1> electing candidate in place in <trg>,evt123arg01voter,,,,
+personnel.elect.unspecified,who is the <arg2> elected by voter in place in <trg>,,evt123arg02candidate,,,
+personnel.elect.unspecified,where is the <arg3> place in <trg>,,,evt123arg03place,,
+personnel.elect.winelection,who is the <arg1> electing candidate in place in <trg>,evt124arg01voter,,,,
+personnel.elect.winelection,who is the <arg2> elected by voter in place in <trg>,,evt124arg02candidate,,,
+personnel.elect.winelection,where is the <arg3> place in <trg>,,,evt124arg03place,,
+personnel.endposition.unspecified,who is the <arg1> stopping working at place of employment in <trg>,evt125arg01employee,,,,
+personnel.endposition.unspecified,what is the <arg2> employee stopping working at in <trg>,,evt125arg02placeofemployment,,,
+personnel.endposition.unspecified,where is the <arg3>  in <trg>,,,evt125arg03place,,
+personnel.endposition.firinglayoff,who is the <arg1> stopping working at place of employment in <trg>,evt126arg01employee,,,,
+personnel.endposition.firinglayoff,what is the <arg2> employee stopping working at in <trg>,,evt126arg02placeofemployment,,,
+personnel.endposition.firinglayoff,where is the <arg3>  in <trg>,,,evt126arg03place,,
+personnel.endposition.quitretire,who is the <arg1> stopping working at place of employment in <trg>,evt127arg01employee,,,,
+personnel.endposition.quitretire,what is the <arg2> employee stopping working at in <trg>,,evt127arg02placeofemployment,,,
+personnel.endposition.quitretire,where is the <arg3>  in <trg>,,,evt127arg03place,,
+personnel.startposition.unspecified,who is the <arg1> starting working at place of employment in <trg>,evt128arg01employee,,,,
+personnel.startposition.unspecified,what is the <arg2> employee starting working at in <trg>,,evt128arg02placeofemployment,,,
+personnel.startposition.unspecified,where is the <arg3> in <trg>,,,evt128arg03place,,
+personnel.startposition.hiring,who is the <arg1> starting working at place of employment in <trg>,evt129arg01employee,,,,
+personnel.startposition.hiring,what is the <arg2> employee starting working at in <trg>,,evt129arg02placeofemployment,,,
+personnel.startposition.hiring,where is the <arg3> in <trg>,,,evt129arg03place,,
+transaction.transaction.unspecified,who is the <arg1> in a transaction for the benefit of beneficiary in <trg>,evt130arg01participant,,,,
+transaction.transaction.unspecified,who is the <arg2> in a transaction for the benefit of beneficiary in <trg>,,evt130arg02participant,,,
+transaction.transaction.unspecified,what is the <arg3> the benefit of beneficiary in <trg>,,,evt130arg03beneficiary,,
+transaction.transaction.unspecified,where is the <arg4> in <trg>,,,,evt130arg04place,
+transaction.transaction.embargosanction,who is the <arg1> preventing giver from giving artifact money to recipient in <trg>,evt131arg01preventer,,,,
+transaction.transaction.embargosanction,who is the <arg2> prevented by preventer from giving money to recipient in <trg>,,evt131arg02giver,,,
+transaction.transaction.embargosanction,who is the <arg3> preventer prevented giver from giving artifact money to in <trg>,,,evt131arg03recipient,,
+transaction.transaction.embargosanction,what is the <arg4> preventer prevented giver from giving to recipient in <trg>,,,,evt131arg04artifactmoney,
+transaction.transaction.embargosanction,where is the <arg5> in <trg>,,,,,evt131arg05place
+transaction.transaction.giftgrantprovideaid,who is the <arg1> giving something to recipient for the benefit of beneficiary in <trg>,evt132arg01giver,,,,
+transaction.transaction.giftgrantprovideaid,who is the <arg2> giver gave something to for the benefit of beneficiary in <trg>,,evt132arg02recipient,,,
+transaction.transaction.giftgrantprovideaid,what is the <arg3> giver gave something to recipient for the benefit of in <trg>,,,evt132arg03beneficiary,,
+transaction.transaction.giftgrantprovideaid,where is the <arg4> in <trg>,,,,evt132arg04place,
+transaction.transfermoney.unspecified,who is the <arg1> giving money to recipient for the benefit of beneficiary in <trg>,evt133arg01giver,,,,
+transaction.transfermoney.unspecified,who is the <arg2> giver gave money to for the benefit of beneficiary in <trg>,,evt133arg02recipient,,,
+transaction.transfermoney.unspecified,what is the <arg3> giver gave money to recipient for the benefit of  in <trg>,,,evt133arg03beneficiary,,
+transaction.transfermoney.unspecified,what is the <arg4> giver gave to recipient for the benefit of beneficiary in <trg<>,,,,evt133arg04money,
+transaction.transfermoney.unspecified,where is the <arg5> in <trg>,,,,,evt133arg05place
+transaction.transfermoney.borrowlend,who is the <arg1> giving money to recipient for the benefit of beneficiary in <trg>,evt134arg01giver,,,,
+transaction.transfermoney.borrowlend,who is the <arg2> giver gave money to for the benefit of beneficiary in <trg>,,evt134arg02recipient,,,
+transaction.transfermoney.borrowlend,what is the <arg3> giver gave money to recipient for the benefit of  in <trg>,,,evt134arg03beneficiary,,
+transaction.transfermoney.borrowlend,what is the <arg4> giver gave to recipient for the benefit of beneficiary in <trg<>,,,,evt134arg04money,
+transaction.transfermoney.borrowlend,where is the <arg5> in <trg>,,,,,evt134arg05place
+transaction.transfermoney.embargosanction,who is the <arg1> preventing giver from giving artifact money to recipient in <trg>,evt135arg01preventer,,,,
+transaction.transfermoney.embargosanction,who is the <arg2> prevented by preventer from giving money to recipient in <trg>,,evt135arg02giver,,,
+transaction.transfermoney.embargosanction,who is the <arg3> preventer prevented giver from giving artifact money to in <trg>,,,evt135arg03recipient,,
+transaction.transfermoney.embargosanction,what is the <arg4> preventer prevented giver from giving to recipient in <trg>,,,,evt135arg04money,
+transaction.transfermoney.embargosanction,where is the <arg5> in <trg>,,,,,evt135arg05place
+transaction.transfermoney.giftgrantprovideaid,who is the <arg1> giving money to recipient for the benefit of beneficiary in <trg>,evt136arg01giver,,,,
+transaction.transfermoney.giftgrantprovideaid,who is the <arg2> giver gave money to for the benefit of beneficiary in <trg>,,evt136arg02recipient,,,
+transaction.transfermoney.giftgrantprovideaid,what is the <arg3> giver gave money to recipient for the benefit of  in <trg>,,,evt136arg03beneficiary,,
+transaction.transfermoney.giftgrantprovideaid,what is the <arg4> giver gave to recipient for the benefit of beneficiary in <trg<>,,,,evt136arg04money,
+transaction.transfermoney.giftgrantprovideaid,where is the <arg5> in <trg>,,,,,evt136arg05place
+transaction.transfermoney.payforservice,who is the <arg1> giving money to recipient for the benefit of beneficiary in <trg>,evt137arg01giver,,,,
+transaction.transfermoney.payforservice,who is the <arg2> giver gave money to for the benefit of beneficiary in <trg>,,evt137arg02recipient,,,
+transaction.transfermoney.payforservice,what is the <arg3> giver gave money to recipient for the benefit of  in <trg>,,,evt137arg03beneficiary,,
+transaction.transfermoney.payforservice,what is the <arg4> giver gave to recipient for the benefit of beneficiary in <trg<>,,,,evt137arg04money,
+transaction.transfermoney.payforservice,where is the <arg5> in <trg>,,,,,evt137arg05place
+transaction.transfermoney.purchase,who is the <arg1> giving money to recipient for the benefit of beneficiary in <trg>,evt138arg01giver,,,,
+transaction.transfermoney.purchase,who is the <arg2> giver gave money to for the benefit of beneficiary in <trg>,,evt138arg02recipient,,,
+transaction.transfermoney.purchase,what is the <arg3> giver gave money to recipient for the benefit of  in <trg>,,,evt138arg03beneficiary,,
+transaction.transfermoney.purchase,what is the <arg4> giver gave to recipient for the benefit of beneficiary in <trg>,,,,evt138arg04money,
+transaction.transfermoney.purchase,where is the <arg5> in <trg>,,,,,evt138arg05place
+transaction.transferownership.unspecified,who is the <arg1> giving artifact to recipient for the benefit of beneficiary in <trg>,evt139arg01giver,,,,
+transaction.transferownership.unspecified,who is the <arg2> giver artifact to for the benefit of beneficiary in <trg>,,evt139arg02recipient,,,
+transaction.transferownership.unspecified,what is the <arg3> giver artifact to recipient for the benefit of in <trg>,,,evt139arg03beneficiary,,
+transaction.transferownership.unspecified,what is the <arg4> giver gaving to recipient for the benefit of beneficiart in <trg>,,,,evt139arg04artifact,
+transaction.transferownership.unspecified,where is the <arg5> in <trg>,,,,,evt139arg05place
+transaction.transferownership.borrowlend,who is the <arg1> giving artifact to recipient for the benefit of beneficiary in <trg>,evt140arg01giver,,,,
+transaction.transferownership.borrowlend,who is the <arg2> giver artifact to for the benefit of beneficiary in <trg>,,evt140arg02recipient,,,
+transaction.transferownership.borrowlend,what is the <arg3> giver artifact to recipient for the benefit of in <trg>,,,evt140arg03beneficiary,,
+transaction.transferownership.borrowlend,what is the <arg4> giver gaving to recipient for the benefit of beneficiart in <trg>,,,,evt140arg04artifact,
+transaction.transferownership.borrowlend,where is the <arg5> in <trg>,,,,,evt140arg05place
+transaction.transferownership.embargosanction,who is the <arg1> preventing giver from giving artifact money to recipient in <trg>,evt141arg01preventer,,,,
+transaction.transferownership.embargosanction,who is the <arg2> prevented by preventer from giving money to recipient in <trg>,,evt141arg02giver,,,
+transaction.transferownership.embargosanction,who is the <arg3> preventer prevented giver from giving artifact money to in <trg>,,,evt141arg03recipient,,
+transaction.transferownership.embargosanction,what is the <arg4> preventer prevented giver from giving to recipient in <trg>,,,,evt141arg04artifact,
+transaction.transferownership.embargosanction,where is the <arg5> in <trg>,,,,,evt141arg05place
+transaction.transferownership.giftgrantprovideaid,who is the <arg1> giving artifact to recipient for the benefit of beneficiary in <trg>,evt142arg01giver,,,,
+transaction.transferownership.giftgrantprovideaid,who is the <arg2> giver artifact to for the benefit of beneficiary in <trg>,,evt142arg02recipient,,,
+transaction.transferownership.giftgrantprovideaid,what is the <arg3> giver artifact to recipient for the benefit of in <trg>,,,evt142arg03beneficiary,,
+transaction.transferownership.giftgrantprovideaid,what is the <arg4> giver gaving to recipient for the benefit of beneficiart in <trg>,,,,evt142arg04artifact,
+transaction.transferownership.giftgrantprovideaid,where is the <arg5> in <trg>,,,,,evt142arg05place
+transaction.transferownership.purchase,who is the <arg1> giving artifact to recipient for the benefit of beneficiary in <trg>,evt143arg01giver,,,,
+transaction.transferownership.purchase,who is the <arg2> giver artifact to for the benefit of beneficiary in <trg>,,evt143arg02recipient,,,
+transaction.transferownership.purchase,what is the <arg3> giver artifact to recipient for the benefit of in <trg>,,,evt143arg03beneficiary,,
+transaction.transferownership.purchase,what is the <arg4> giver gaving to recipient for the benefit of beneficiart in <trg>,,,,evt143arg04artifact,
+transaction.transferownership.purchase,where is the <arg5> in <trg>,,,,,evt143arg05place
+transaction.transaction.transfercontrol,who is the <arg1> transferring control of something to recipient for the benefit of beneficiary in <trg>,evt144arg01giver,,,,
+transaction.transaction.transfercontrol,who is the <arg2> giver transferred control of something to for the benefit of beneficiary in <trg>,,evt144arg02recipient,,,
+transaction.transaction.transfercontrol,what is the <arg3> giver transferred control of something to recipient for the benefit of in <trg>,,,evt144arg03beneficiary,,
+transaction.transaction.transfercontrol,what is the <arg4> giver transferred control of in <trg>,,,,evt144arg04territoryorfacility,
+transaction.transaction.transfercontrol,where is the <arg5> in <trg>,,,,,evt144arg05place

app.py

@@ -0,0 +1,431 @@
+import difflib
+import os
+import json
+from tqdm import tqdm
+from glob import glob
+#
+# if not os.path.exists('./evttgr2type.json'):
+#     for file_name in glob('data/RAMS_1.0/data/test.jsonlines'):
+#         dic = {}
+#         with open(file_name,'r',encoding='utf-8') as f:
+#             lines = f.readlines()
+#             for line in tqdm(lines):
+#                 linej = json.loads(line.strip())
+#                 evt_triggers = linej['evt_triggers']
+#                 # print(evt_triggers)
+#                 sentences = linej['sentences']
+#                 # print(sentences)
+#                 sentences_uni = []
+#                 for s in sentences:
+#                     sentences_uni += s
+#                 print(' '.join(sentences_uni))
+#                 triggers = ' '.join(sentences_uni[evt_triggers[0][0]:evt_triggers[0][1]+1])
+#                 evt_type = evt_triggers[0][2][0][0]
+#                 if triggers in dic:
+#                     if dic[triggers] != evt_type:
+#                         print('一个触发词有不同的事件类型: {} {} {}'.format(triggers,evt_type,dic[triggers]))
+#                 dic[triggers] = evt_type
+#                 print(evt_type, triggers)
+#                 exit()
+
+import argparse
+import jsonlines
+import torch
+
+from src.genie.data import my_collate
+from src.genie.data_module_w import RAMSDataModule
+from src.genie.model import GenIEModel
+
+import gradio as gr
+
+import re
+from transformers import BartTokenizer
+
+MAX_LENGTH = 424
+MAX_TGT_LENGTH = 72
+DOC_STRIDE = 256
+
+class DataModule4():
+    def __init__(self, ontology_file):
+        super().__init__()
+        self.ontology_file = ontology_file
+        self.tokenizer = BartTokenizer.from_pretrained('facebook/bart-large')
+        self.tokenizer.add_tokens([' <arg>', ' <tgr>'])
+        self.ontology_dict = self.load_ontology()
+
+    def create_gold_gen(self, context_words, evt_type, trigger):
+        # 设置三个总列表、存放输入模板、输出模板
+        INPUT = []
+        CONTEXT = []
+        input_template = self.ontology_dict[evt_type.replace('n/a', 'unspecified')]['template']
+        i = len(input_template)
+        input_list = []
+        for x in range(i):
+            str = re.sub(r'<arg\d>', '<arg>', input_template[x])
+            input_list.append(str)
+        # 其中input_list种存放的是 原始数据中<arg1> 全部替换为 <arg> 之后的模板 下一步应该进行分词
+        temp = []
+        for x in range(i):
+            space_tokenized_template = input_list[x].split(' ')
+            temp.append(space_tokenized_template)
+        # 其中temp中存放的都是分词后的模板 下一步对temp中的所有元素进行tokenize
+        tokenized_input_template = []
+        for x in range(len(temp)):
+            for w in temp[x]:
+                tokenized_input_template.extend(self.tokenizer.tokenize(w, add_prefix_space=True))
+            INPUT.append(tokenized_input_template)
+            tokenized_input_template = []
+        context_words = context_words.split(' ')
+        trigger_words = trigger.split(' ')
+        trigger_span_start = context_words.index(trigger_words[0])
+        trigger_span_end = context_words.index(trigger_words[-1])
+        # 触发词之前的单词
+        prefix = self.tokenizer.tokenize(' '.join(context_words[:trigger_span_start]), add_prefix_space=True)
+        # 触发词短语
+        tgt = self.tokenizer.tokenize(trigger, add_prefix_space=True)
+        # 触发词之后的单词
+        suffix = self.tokenizer.tokenize(' '.join(context_words[trigger_span_end+1:]), add_prefix_space=True)
+        context = prefix + [' <tgr>', ] + tgt + [' <tgr>', ] + suffix
+        # context = self.tokenizer.tokenize(' '.join(context_words), add_prefix_space=True)
+
+        # 将context放入CONTEXT中
+        for w in range(i):
+            CONTEXT.append(context)
+        return INPUT, CONTEXT
+
+    def load_ontology(self):
+        ontology_dict = {}
+        with open(self.ontology_file, 'r') as f:
+            for lidx, line in enumerate(f):
+                if lidx == 0:  # header
+                    continue
+                fields = line.strip().split(',')
+                if len(fields) < 2:
+                    break
+                evt_type = fields[0]
+                if evt_type in ontology_dict.keys():
+                    args = fields[2:]
+                    ontology_dict[evt_type]['template'].append(fields[1])
+                    for i, arg in enumerate(args):
+                        if arg != '':
+                            ontology_dict[evt_type]['arg{}'.format(i + 1)] = arg
+                            ontology_dict[evt_type][arg] = 'arg{}'.format(i + 1)
+                else:
+                    ontology_dict[evt_type] = {}
+                    args = fields[2:]
+                    ontology_dict[evt_type]['template'] = []
+                    ontology_dict[evt_type]['template'].append(fields[1])
+                    for i, arg in enumerate(args):
+                        if arg != '':
+                            ontology_dict[evt_type]['arg{}'.format(i + 1)] = arg
+                            ontology_dict[evt_type][arg] = 'arg{}'.format(i + 1)
+
+        return ontology_dict
+
+    def prepare_data(self, sentences, evt_type, trigger):
+        input_template, context = self.create_gold_gen(sentences, evt_type, trigger)
+        length = len(input_template)
+        # print(input_template)
+        # print(context)
+        results = []
+        for i in range(length):
+            input_tokens = self.tokenizer.encode_plus(input_template[i], context[i],
+                                                      add_special_tokens=True,
+                                                      add_prefix_space=True,
+                                                      max_length=MAX_LENGTH,
+                                                      truncation='only_second',
+                                                      padding='max_length')
+            # input_ids 单词在词典中的编码
+            results.append(input_tokens['input_ids'])
+        temp = self.ontology_dict[evt_type.replace('n/a', 'unspecified')]
+        return results, temp
+
+class DataModuleW():
+    def __init__(self, ontology_file):
+        super().__init__()
+        self.ontology_file = ontology_file
+        self.tokenizer = BartTokenizer.from_pretrained('facebook/bart-large')
+        self.tokenizer.add_tokens([' <arg>', ' <tgr>'])
+        self.ontology_dict = self.load_ontology()
+
+    def create_gold_gen(self, context_words, evt_type, trigger):
+        # 设置三个总列表、存放输入模板、输出模板
+        INPUT = []
+        CONTEXT = []
+        input_template = self.ontology_dict[evt_type.replace('n/a', 'unspecified')]['template']
+        i = len(input_template)
+        input_list = []
+        for x in range(i):
+            str = re.sub('<trg>', trigger, input_template[x])
+            str = re.sub('<trg>', trigger, str)
+            input_list.append(str)
+        # 其中input_list种存放的是 原始数据中<arg1> 全部替换为 <arg> 之后的模板 下一步应该进行分词
+        temp = []
+        for x in range(i):
+            space_tokenized_template = input_list[x].split(' ')
+            temp.append(space_tokenized_template)
+        # 其中temp中存放的都是分词后的模板 下一步对temp中的所有元素进行tokenize
+        tokenized_input_template = []
+        for x in range(len(temp)):
+            for w in temp[x]:
+                tokenized_input_template.extend(self.tokenizer.tokenize(w, add_prefix_space=True))
+            INPUT.append(tokenized_input_template)
+            tokenized_input_template = []
+        template = self.ontology_dict[evt_type.replace('n/a', 'unspecified')]['template']
+        for y in range(len(template)):
+            template[y] = re.sub('<trg>', trigger, template[y])
+
+        context = self.tokenizer.tokenize(context_words, add_prefix_space=True)
+        # 将context放入CONTEXT中
+        for w in range(i):
+            CONTEXT.append(context)
+
+        return INPUT, CONTEXT
+
+    def load_ontology(self):
+        ontology_dict = {}
+        with open(self.ontology_file, 'r') as f:
+            for lidx, line in tqdm(enumerate(f)):
+                if lidx == 0:  # header
+                    continue
+                fields = line.strip().split(',')
+                if len(fields) < 2:
+                    break
+                evt_type = fields[0]
+                if evt_type in ontology_dict.keys():
+                    args = fields[2:]
+                    ontology_dict[evt_type]['template'].append(fields[1])
+                    for i, arg in enumerate(args):
+                        if arg != '':
+                            ontology_dict[evt_type]['arg{}'.format(i + 1)] = arg
+                            ontology_dict[evt_type][arg] = 'arg{}'.format(i + 1)
+                else:
+                    ontology_dict[evt_type] = {}
+                    args = fields[2:]
+                    ontology_dict[evt_type]['template'] = []
+                    ontology_dict[evt_type]['template'].append(fields[1])
+                    for i, arg in enumerate(args):
+                        if arg != '':
+                            ontology_dict[evt_type]['arg{}'.format(i + 1)] = arg
+                            ontology_dict[evt_type][arg] = 'arg{}'.format(i + 1)
+
+        return ontology_dict
+
+    def prepare_data(self, sentences, evt_type, trigger):
+        input_template, context =  self.create_gold_gen(sentences, evt_type, trigger)
+        length = len(input_template)
+        # print(input_template)
+        # print(output_template)
+        # print(context)
+        results = []
+        for i in range(length):
+            input_tokens = self.tokenizer.encode_plus(input_template[i], context[i],
+                                                      add_special_tokens=True,
+                                                      add_prefix_space=True,
+                                                      max_length=MAX_LENGTH,
+                                                      truncation='only_second',
+                                                      padding='max_length')
+            # input_ids 单词在词典中的编码
+            results.append(input_tokens['input_ids'])
+        temp = self.ontology_dict[evt_type.replace('n/a', 'unspecified')]
+        return results, temp
+
+class Runner():
+    def __init__(self, load_ckpt = 'checkpoints/gen-RAMS-what-new-span/epoch=2-v0.ckpt'):
+        model = 'gen'
+        self.ckpt_name = 'gen-RAMS-pred'
+        self.load_ckpt = load_ckpt
+        self.dataset = 'RAMS'
+        self.eval_only = True
+        self.train_file = 'data/RAMS_1.0/data/train.jsonlines'
+        self.val_file = 'data/RAMS_1.0/data/dev.jsonlines'
+        self.test_file = 'data/RAMS_1.0/data/test.jsonlines'
+        self.train_batch_size = 2
+        self.eval_batch_size = 4
+        self.learning_rate = 3e-5
+        self.accumulate_grad_batches = 4
+        self.num_train_epochs = 3
+
+        parser = argparse.ArgumentParser()
+
+        # Required parameters
+        parser.add_argument(
+            "--model",
+            type=str,
+            default=model
+        )
+        parser.add_argument(
+            "--dataset",
+            type=str,
+            default=self.dataset
+        )
+        parser.add_argument('--tmp_dir', type=str)
+        parser.add_argument(
+            "--ckpt_name",
+            default=self.ckpt_name,
+            type=str,
+            help="The output directory where the model checkpoints and predictions will be written.",
+        )
+        parser.add_argument(
+            "--load_ckpt",
+            default=self.load_ckpt,
+            type=str,
+        )
+        parser.add_argument(
+            "--train_file",
+            default=self.train_file,
+            type=str,
+            help="The input training file. If a data dir is specified, will look for the file there"
+                 + "If no data dir or train/predict files are specified, will run with tensorflow_datasets.",
+        )
+        parser.add_argument(
+            "--val_file",
+            default=self.val_file,
+            type=str,
+            help="The input evaluation file. If a data dir is specified, will look for the file there"
+                 + "If no data dir or train/predict files are specified, will run with tensorflow_datasets.",
+        )
+        parser.add_argument(
+            '--test_file',
+            type=str,
+            default=self.test_file,
+        )
+        parser.add_argument('--input_dir', type=str, default=None)
+        parser.add_argument('--coref_dir', type=str, default='data/kairos/coref_outputs')
+        parser.add_argument('--use_info', action='store_true', default=False,
+                            help='use informative mentions instead of the nearest mention.')
+        parser.add_argument('--mark_trigger', action='store_true')
+        parser.add_argument('--sample-gen', action='store_true', help='Do sampling when generation.')
+        parser.add_argument("--train_batch_size", default=self.train_batch_size, type=int,
+                            help="Batch size per GPU/CPU for training.")
+        parser.add_argument(
+            "--eval_batch_size", default=self.eval_batch_size, type=int, help="Batch size per GPU/CPU for evaluation."
+        )
+        parser.add_argument("--learning_rate", default=self.learning_rate, type=float,
+                            help="The initial learning rate for Adam.")
+        parser.add_argument(
+            "--accumulate_grad_batches",
+            type=int,
+            default=self.accumulate_grad_batches,
+            help="Number of updates steps to accumulate before performing a backward/update pass.",
+        )
+        parser.add_argument("--weight_decay", default=0.0, type=float, help="Weight decay if we apply some.")
+        parser.add_argument("--adam_epsilon", default=1e-8, type=float, help="Epsilon for Adam optimizer.")
+        parser.add_argument("--gradient_clip_val", default=1.0, type=float, help="Max gradient norm.")
+        parser.add_argument(
+            "--num_train_epochs", default=self.num_train_epochs, type=int,
+            help="Total number of training epochs to perform."
+        )
+        parser.add_argument(
+            "--max_steps",
+            default=-1,
+            type=int,
+            help="If > 0: set total number of training steps to perform. Override num_train_epochs.",
+        )
+        parser.add_argument("--warmup_steps", default=0, type=int, help="Linear warmup over warmup_steps.")
+
+        parser.add_argument("--gpus", default=None, help='-1 means train on all gpus')
+        parser.add_argument("--seed", type=int, default=42, help="random seed for initialization")
+        parser.add_argument(
+            "--fp16",
+            action="store_true",
+            help="Whether to use 16-bit (mixed) precision (through NVIDIA apex) instead of 32-bit",
+        )
+        parser.add_argument("--threads", type=int, default=1,
+                            help="multiple threads for converting example to features")
+        self.args = parser.parse_args()
+
+        self.model = GenIEModel(self.args)
+        self.model.load_state_dict(torch.load(self.args.load_ckpt, map_location=self.model.device)['state_dict'])
+
+    def pred(self,input):
+        x = torch.stack([torch.LongTensor(u) for u in input])
+        return self.model.pred(x)
+
+print('Loading data...')
+dm1 = DataModule4('aida_ontology_cleaned.csv')
+dm2 = DataModuleW('aida_ontology_fj-w-2.csv')
+dm3 = DataModuleW('aida_ontology_fj-w-3.csv')
+dm4 = DataModule4('aida_ontology_fj-5.csv')
+
+print('Loading Model 1...')
+runner1 = Runner('checkpoints/gen-RAMS-1-span/epoch=2-v1.ckpt')
+print('Loading Model 2...')
+runner2 = Runner('checkpoints/gen-RAMS-2-span/epoch=2-v0.ckpt')
+print('Loading Model 3...')
+runner3 = Runner('checkpoints/gen-RAMS-3-span/epoch=2-v0.ckpt')
+print('Loading Model 4...')
+runner4 = Runner('checkpoints/gen-RAMS-4-span/epoch=2-v0.ckpt')
+
+def handle(sentences,trigger, temp=3, evt_type='contact.prevarication.broadcast'):
+    x, argnames = eval('dm{}.prepare_data(sentences,evt_type,trigger)'.format(temp+1))
+    ys = eval('runner{}.pred(x)'.format(temp+1))
+    print(ys)
+    results = []
+    for y in ys:
+        while '  ' in y:
+            y = y.replace('  ', ' ')
+        result = y.strip(' ').split(' ')
+        results.append(result)
+    print(results)
+    argss = []
+    temp = 'trigger: ' + trigger
+    argss.append(temp)
+    # print(argnames)
+    for n,template in enumerate(argnames['template']):
+        template = template.split(' ')
+        # print(template)
+        args = []
+        for i, w in enumerate(template):
+            if '<arg' in w:
+                m = re.match(r'evt\d+arg\d+(\w+)', argnames[re.match(r'<(\w+)>', w).group(1)])
+                if m:
+                    label = m.group(1)
+                    if results[n][i] == '<arg>':
+                        args.append(label+': None')
+                    else:
+                        args.append(label+': '+results[n][i])
+        argss.append(', '.join(args))
+    #print(argss)
+    if len(argnames['template']) == 1:
+        temp = argss[1].split(',')
+        rs = []
+        rs.append(argss[0])
+        for i in temp:
+            rs.append(i)
+            argss = rs
+    return '\n'.join(argss)
+
+if __name__ == "__main__":
+    # trigger = 'deceive'
+    # sentences = """We are ashamed of them . " However , Mutko stopped short of admitting the doping scandal was state sponsored . " We are very sorry that athletes who tried to deceive us , and the world , were not caught sooner . We are very sorry because Russia is committed to upholding the highest standards in sport and is opposed to anything that threatens the Olympic values , " he said . English former heptathlete and Athens 2004 bronze medallist Kelly Sotherton was unhappy with Mutko 's plea for Russia 's ban to be lifted for Rio"""
+    # print(handle(sentences, trigger))
+
+    dm_key = list(dm1.ontology_dict.keys())
+    print(len(dm_key))
+    def get_tmp(index,evt_type):
+        if index is None or evt_type is None:
+            return ''
+        input_template = eval("dm{}.ontology_dict[evt_type.replace('n/a', 'unspecified')]['template']".format(index+1))
+        return '\n'.join(input_template)
+
+    with gr.Blocks() as demo:
+        with gr.Row().style(equal_height=False):
+            with gr.Column(variant="panel"):
+                stens = gr.Text(label='文档')
+                evt_type  = gr.Dropdown(choices=dm_key, label='事件类型')
+                trigger = gr.Text(label='触发词')
+                temp = gr.Dropdown(choices=['基础模板', '简单子模板', '融入语义信息的子模板', '融入论元信息的子模板'],
+                        type='index', value='基础模板', label='模板')
+                
+                output_tmp = gr.Text(label='模板内容')
+                btn = gr.Button("Run")
+                input_examples = gr.Examples(examples=[["We are ashamed of them.\" However , Mutko stopped short of admitting the doping scandal was state sponsored . \"We are very sorry that athletes who tried to deceive us, and the world, were not caught sooner.We are very sorry because Russia is committed to upholding the highest standards in sport and is opposed to anything that threatens the Olympic values, \" he said . English former heptathlete and Athens 2004 bronze medallist Kelly Sotherton was unhappy with Mutko 's plea for Russia 's ban to be lifted for Rio","deceive", "基础模板","contact.prevarication.broadcast"],["We are ashamed of them.\" However , Mutko stopped short of admitting the doping scandal was state sponsored . \"We are very sorry that athletes who tried to deceive us, and the world, were not caught sooner.We are very sorry because Russia is committed to upholding the highest standards in sport and is opposed to anything that threatens the Olympic values, \" he said . English former heptathlete and Athens 2004 bronze medallist Kelly Sotherton was unhappy with Mutko 's plea for Russia 's ban to be lifted for Rio","deceive", "简单子模板", "contact.prevarication.broadcast"],["We are ashamed of them.\" However , Mutko stopped short of admitting the doping scandal was state sponsored . \"We are very sorry that athletes who tried to deceive us, and the world, were not caught sooner.We are very sorry because Russia is committed to upholding the highest standards in sport and is opposed to anything that threatens the Olympic values, \" he said . English former heptathlete and Athens 2004 bronze medallist Kelly Sotherton was unhappy with Mutko 's plea for Russia 's ban to be lifted for Rio","deceive", "融入语义信息的子模板", "contact.prevarication.broadcast"],["We are ashamed of them.\" However , Mutko stopped short of admitting the doping scandal was state sponsored . \"We are very sorry that athletes who tried to deceive us, and the world, were not caught sooner.We are very sorry because Russia is committed to upholding the highest standards in sport and is opposed to anything that threatens the Olympic values, \" he said . English former heptathlete and Athens 2004 bronze medallist Kelly Sotherton was unhappy with Mutko 's plea for Russia 's ban to be lifted for Rio","deceive", "融入论元信息的子模板", "contact.prevarication.broadcast"]],inputs=[stens, trigger, temp, evt_type])
+
+                #btn = gr.Button("Run")
+            with gr.Column(variant="panel"):
+                result  = gr.Text(label='输出论元生成结果')
+            evt_type.change(get_tmp,inputs=[temp,evt_type],outputs=[output_tmp])
+            temp.change(get_tmp,inputs=[temp,evt_type],outputs=[output_tmp])
+            btn.click(fn=handle, inputs=[stens,trigger,temp,evt_type], outputs=[result])
+    demo.launch(server_name='0.0.0.0',server_port=6006,share=True)

flagged/log.csv

@@ -0,0 +1,23 @@
+数据输入,模板,输出,flag,username,timestamp
+"'{
+        ""rel_triggers"": [],
+        ""gold_rel_links"": [],
+        ""doc_key"": ""nw_RC00c8620ef5810429342a1c339e6c76c1b0b9add3f6010f04482fd832"",
+        ""ent_spans"": [
+            [27, 27, [[""evt043arg01communicator"", 1.0]]],
+            [48, 48, [[""evt043arg03place"", 1.0]]],
+            [32, 36, [[""evt043arg02recipient"", 1.0]]]],
+        ""language_id"": ""eng"",
+        ""source_url"": ""http://bbc.co.uk/sport/athletics/36295481"",
+        ""evt_triggers"": [[31, 31, [[""contact.prevarication.broadcast"", 1.0]]]],
+        ""split"": ""test"",
+        ""sentences"": [[""We"", ""are"", ""ashamed"", ""of"", ""them"", ""."", ""\""""],
+        [""However"", "","", ""Mutko"", ""stopped"", ""short"", ""of"", ""admitting"", ""the"", ""doping"", ""scandal"", ""was"", ""state"", ""sponsored"", "".""],
+        [""\"""", ""We"", ""are"", ""very"", ""sorry"", ""that"", ""athletes"", ""who"", ""tried"", ""to"", ""deceive"", ""us"", "","", ""and"", ""the"", ""world"", "","", ""were"", ""not"", ""caught"", ""sooner"", "".""],
+        [""We"", ""are"", ""very"", ""sorry"", ""because"", ""Russia"", ""is"", ""committed"", ""to"", ""upholding"", ""the"", ""highest"", ""standards"", ""in"", ""sport"", ""and"", ""is"", ""opposed"", ""to"", ""anything"", ""that"", ""threatens"", ""the"", ""Olympic"", ""values"", "","", ""\"""", ""he"", ""said"", "".""],
+        [""English"", ""former"", ""heptathlete"", ""and"", ""Athens"", ""2004"", ""bronze"", ""medallist"", ""Kelly"", ""Sotherton"", ""was"", ""unhappy"", ""with"", ""Mutko"", ""'s"", ""plea"", ""for"", ""Russia"", ""'s"", ""ban"", ""to"", ""be"", ""lifted"", ""for"", ""Rio""]],
+        ""gold_evt_links"": [[[31, 31], [27, 27], ""evt043arg01communicator""], [[31, 31], [32, 36], ""evt043arg02recipient""], [[31, 31], [48, 48], ""evt043arg03place""]]
+    }",模板四," Mutko communicated to recipient about topic at place (one-way communication)
+ Communicator communicated to  <arg>  about topic at place (one-way communication)
+ Communicator communicated to recipient about topic at  <arg>  place (one-way communication)
+ Communicator communicated to recipient about  <arg>  topic at place (one-way communication)",,,2022-10-26 08:46:09.392562

head_what_new_preprocessed_data/test.jsonl

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+size 12597960

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requirements.txt

@@ -0,0 +1,178 @@
+absl-py==1.2.0
+aiohttp==3.8.3
+aiosignal==1.2.0
+anyio==3.6.1
+argon2-cffi==21.1.0
+astunparse==1.6.3
+async-timeout==4.0.2
+attrs==21.2.0
+Babel==2.9.1
+backcall==0.2.0
+bcrypt==4.0.0
+bert4keras==0.11.3
+bleach==4.1.0
+blis==0.7.8
+brotlipy==0.7.0
+cachetools==4.2.2
+catalogue==2.0.7
+certifi==2021.5.30
+cffi @ file:///tmp/build/80754af9/cffi_1625807838443/work
+chardet @ file:///tmp/build/80754af9/chardet_1607706746162/work
+charset-normalizer==2.1.1
+click==7.1.2
+conda==4.10.3
+conda-package-handling @ file:///tmp/build/80754af9/conda-package-handling_1618262148928/work
+cryptography @ file:///tmp/build/80754af9/cryptography_1616769286105/work
+cycler==0.10.0
+cymem==2.0.6
+dataclasses==0.6
+debugpy==1.4.3
+decorator==5.1.0
+defusedxml==0.7.1
+en-core-web-sm @ https://github.com/explosion/spacy-models/releases/download/en_core_web_sm-3.0.0/en_core_web_sm-3.0.0-py3-none-any.whl
+entrypoints==0.3
+fastapi==0.85.0
+ffmpy==0.3.0
+filelock==3.7.1
+flatbuffers==1.12
+frozenlist==1.3.1
+fsspec==2022.5.0
+future==0.18.2
+gast==0.4.0
+google-auth==1.35.0
+google-auth-oauthlib==0.4.6
+google-pasta==0.2.0
+gradio==3.4.1
+grpcio==1.40.0
+h11==0.12.0
+h5py==3.7.0
+httpcore==0.15.0
+httpx==0.23.0
+idna @ file:///home/linux1/recipes/ci/idna_1610986105248/work
+ipykernel==6.4.1
+ipython==7.27.0
+ipython-genutils==0.2.0
+ipywidgets==7.6.5
+jedi==0.18.0
+Jinja2==3.0.1
+joblib==1.1.0
+json5==0.9.6
+jsonlines==3.1.0
+jsonschema==3.2.0
+jupyter-client==7.0.3
+jupyter-core==4.8.1
+jupyter-server==1.11.0
+jupyterlab==3.1.12
+jupyterlab-language-pack-zh-CN @ http://autodl-public.ks3-cn-beijing.ksyun.com/instance/jupyterlab_language_pack_zh_CN-0.0.1.dev0-py2.py3-none-any.whl
+jupyterlab-pygments==0.1.2
+jupyterlab-server==2.8.1
+jupyterlab-widgets==1.0.2
+keras==2.9.0
+Keras-Applications==1.0.8
+Keras-Preprocessing==1.1.2
+kiwisolver==1.3.2
+libclang==14.0.6
+linkify-it-py==1.0.3
+Markdown==3.3.4
+markdown-it-py==2.1.0
+MarkupSafe==2.0.1
+matplotlib==3.4.3
+matplotlib-inline==0.1.3
+mdit-py-plugins==0.3.1
+mdurl==0.1.2
+mistune==0.8.4
+multidict==6.0.2
+murmurhash==1.0.7
+nbclassic==0.3.2
+nbclient==0.5.4
+nbconvert==6.1.0
+nbformat==5.1.3
+nest-asyncio==1.5.1
+notebook==6.4.4
+numpy==1.21.2
+oauthlib==3.1.1
+opt-einsum==3.3.0
+orjson==3.8.0
+packaging==21.0
+pandas==1.5.0
+pandocfilters==1.5.0
+paramiko==2.11.0
+parso==0.8.2
+pathy==0.6.2
+pexpect==4.8.0
+pickleshare==0.7.5
+Pillow==8.3.2
+preshed==3.0.6
+prometheus-client==0.11.0
+prompt-toolkit==3.0.20
+protobuf==3.18.0
+ptyprocess==0.7.0
+pyasn1==0.4.8
+pyasn1-modules==0.2.8
+pycosat==0.6.3
+pycparser @ file:///tmp/build/80754af9/pycparser_1594388511720/work
+pycryptodome==3.15.0
+pydantic==1.7.4
+pydub==0.25.1
+Pygments==2.10.0
+PyNaCl==1.5.0
+pyOpenSSL @ file:///tmp/build/80754af9/pyopenssl_1608057966937/work
+pyparsing==2.4.7
+pyrsistent==0.18.0
+PySocks @ file:///tmp/build/80754af9/pysocks_1605305779399/work
+python-dateutil==2.8.2
+python-multipart==0.0.5
+pytorch-lightning==1.0.6
+pytz==2021.1
+PyYAML==6.0
+pyzmq==22.3.0
+regex==2022.6.2
+requests @ file:///tmp/build/80754af9/requests_1608241421344/work
+requests-oauthlib==1.3.0
+requests-unixsocket==0.2.0
+rfc3986==1.5.0
+rsa==4.7.2
+ruamel-yaml-conda @ file:///tmp/build/80754af9/ruamel_yaml_1616016699510/work
+sacremoses==0.0.53
+scipy==1.9.1
+Send2Trash==1.8.0
+sentencepiece==0.1.96
+six @ file:///tmp/build/80754af9/six_1623709665295/work
+smart-open==5.2.1
+sniffio==1.2.0
+spacy==3.0.0
+spacy-legacy==3.0.9
+srsly==2.4.3
+starlette==0.20.4
+supervisor==4.2.2
+tensorboard==2.9.1
+tensorboard-data-server==0.6.1
+tensorboard-plugin-wit==1.8.0
+tensorflow==2.9.0
+tensorflow-estimator==2.9.0
+tensorflow-io-gcs-filesystem==0.27.0
+termcolor==2.0.1
+terminado==0.12.1
+testpath==0.5.0
+thinc==8.0.17
+tokenizers==0.8.1rc2
+torch @ http://download.pytorch.org/whl/cu110/torch-1.7.0%2Bcu110-cp38-cp38-linux_x86_64.whl
+torchvision @ http://download.pytorch.org/whl/cu110/torchvision-0.8.1%2Bcu110-cp38-cp38-linux_x86_64.whl
+tornado==6.1
+tqdm @ file:///tmp/build/80754af9/tqdm_1625563689033/work
+traitlets==5.1.0
+transformers==3.1.0
+typer==0.3.2
+typing-extensions==3.10.0.2
+uc-micro-py==1.0.1
+urllib3 @ file:///tmp/build/80754af9/urllib3_1625084269274/work
+uvicorn==0.18.3
+wasabi==0.9.1
+wcwidth==0.2.5
+webencodings==0.5.1
+websocket-client==1.2.1
+websockets==10.3
+Werkzeug==2.0.1
+widgetsnbextension==3.5.1
+wrapt==1.14.1
+yarl==1.8.1

runner.py

@@ -0,0 +1,431 @@
+import difflib
+import os
+import json
+from tqdm import tqdm
+from glob import glob
+#
+# if not os.path.exists('./evttgr2type.json'):
+#     for file_name in glob('data/RAMS_1.0/data/test.jsonlines'):
+#         dic = {}
+#         with open(file_name,'r',encoding='utf-8') as f:
+#             lines = f.readlines()
+#             for line in tqdm(lines):
+#                 linej = json.loads(line.strip())
+#                 evt_triggers = linej['evt_triggers']
+#                 # print(evt_triggers)
+#                 sentences = linej['sentences']
+#                 # print(sentences)
+#                 sentences_uni = []
+#                 for s in sentences:
+#                     sentences_uni += s
+#                 print(' '.join(sentences_uni))
+#                 triggers = ' '.join(sentences_uni[evt_triggers[0][0]:evt_triggers[0][1]+1])
+#                 evt_type = evt_triggers[0][2][0][0]
+#                 if triggers in dic:
+#                     if dic[triggers] != evt_type:
+#                         print('一个触发词有不同的事件类型: {} {} {}'.format(triggers,evt_type,dic[triggers]))
+#                 dic[triggers] = evt_type
+#                 print(evt_type, triggers)
+#                 exit()
+
+import argparse
+import jsonlines
+import torch
+
+from src.genie.data import my_collate
+from src.genie.data_module_w import RAMSDataModule
+from src.genie.model import GenIEModel
+
+import gradio as gr
+
+import re
+from transformers import BartTokenizer
+
+MAX_LENGTH = 424
+MAX_TGT_LENGTH = 72
+DOC_STRIDE = 256
+
+class DataModule4():
+    def __init__(self, ontology_file):
+        super().__init__()
+        self.ontology_file = ontology_file
+        self.tokenizer = BartTokenizer.from_pretrained('facebook/bart-large')
+        self.tokenizer.add_tokens([' <arg>', ' <tgr>'])
+        self.ontology_dict = self.load_ontology()
+
+    def create_gold_gen(self, context_words, evt_type, trigger):
+        # 设置三个总列表、存放输入模板、输出模板
+        INPUT = []
+        CONTEXT = []
+        input_template = self.ontology_dict[evt_type.replace('n/a', 'unspecified')]['template']
+        i = len(input_template)
+        input_list = []
+        for x in range(i):
+            str = re.sub(r'<arg\d>', '<arg>', input_template[x])
+            input_list.append(str)
+        # 其中input_list种存放的是 原始数据中<arg1> 全部替换为 <arg> 之后的模板 下一步应该进行分词
+        temp = []
+        for x in range(i):
+            space_tokenized_template = input_list[x].split(' ')
+            temp.append(space_tokenized_template)
+        # 其中temp中存放的都是分词后的模板 下一步对temp中的所有元素进行tokenize
+        tokenized_input_template = []
+        for x in range(len(temp)):
+            for w in temp[x]:
+                tokenized_input_template.extend(self.tokenizer.tokenize(w, add_prefix_space=True))
+            INPUT.append(tokenized_input_template)
+            tokenized_input_template = []
+        context_words = context_words.split(' ')
+        trigger_words = trigger.split(' ')
+        trigger_span_start = context_words.index(trigger_words[0])
+        trigger_span_end = context_words.index(trigger_words[-1])
+        # 触发词之前的单词
+        prefix = self.tokenizer.tokenize(' '.join(context_words[:trigger_span_start]), add_prefix_space=True)
+        # 触发词短语
+        tgt = self.tokenizer.tokenize(trigger, add_prefix_space=True)
+        # 触发词之后的单词
+        suffix = self.tokenizer.tokenize(' '.join(context_words[trigger_span_end+1:]), add_prefix_space=True)
+        context = prefix + [' <tgr>', ] + tgt + [' <tgr>', ] + suffix
+        # context = self.tokenizer.tokenize(' '.join(context_words), add_prefix_space=True)
+
+        # 将context放入CONTEXT中
+        for w in range(i):
+            CONTEXT.append(context)
+        return INPUT, CONTEXT
+
+    def load_ontology(self):
+        ontology_dict = {}
+        with open(self.ontology_file, 'r') as f:
+            for lidx, line in enumerate(f):
+                if lidx == 0:  # header
+                    continue
+                fields = line.strip().split(',')
+                if len(fields) < 2:
+                    break
+                evt_type = fields[0]
+                if evt_type in ontology_dict.keys():
+                    args = fields[2:]
+                    ontology_dict[evt_type]['template'].append(fields[1])
+                    for i, arg in enumerate(args):
+                        if arg != '':
+                            ontology_dict[evt_type]['arg{}'.format(i + 1)] = arg
+                            ontology_dict[evt_type][arg] = 'arg{}'.format(i + 1)
+                else:
+                    ontology_dict[evt_type] = {}
+                    args = fields[2:]
+                    ontology_dict[evt_type]['template'] = []
+                    ontology_dict[evt_type]['template'].append(fields[1])
+                    for i, arg in enumerate(args):
+                        if arg != '':
+                            ontology_dict[evt_type]['arg{}'.format(i + 1)] = arg
+                            ontology_dict[evt_type][arg] = 'arg{}'.format(i + 1)
+
+        return ontology_dict
+
+    def prepare_data(self, sentences, evt_type, trigger):
+        input_template, context = self.create_gold_gen(sentences, evt_type, trigger)
+        length = len(input_template)
+        # print(input_template)
+        # print(context)
+        results = []
+        for i in range(length):
+            input_tokens = self.tokenizer.encode_plus(input_template[i], context[i],
+                                                      add_special_tokens=True,
+                                                      add_prefix_space=True,
+                                                      max_length=MAX_LENGTH,
+                                                      truncation='only_second',
+                                                      padding='max_length')
+            # input_ids 单词在词典中的编码
+            results.append(input_tokens['input_ids'])
+        temp = self.ontology_dict[evt_type.replace('n/a', 'unspecified')]
+        return results, temp
+
+class DataModuleW():
+    def __init__(self, ontology_file):
+        super().__init__()
+        self.ontology_file = ontology_file
+        self.tokenizer = BartTokenizer.from_pretrained('facebook/bart-large')
+        self.tokenizer.add_tokens([' <arg>', ' <tgr>'])
+        self.ontology_dict = self.load_ontology()
+
+    def create_gold_gen(self, context_words, evt_type, trigger):
+        # 设置三个总列表、存放输入模板、输出模板
+        INPUT = []
+        CONTEXT = []
+        input_template = self.ontology_dict[evt_type.replace('n/a', 'unspecified')]['template']
+        i = len(input_template)
+        input_list = []
+        for x in range(i):
+            str = re.sub('<trg>', trigger, input_template[x])
+            str = re.sub('<trg>', trigger, str)
+            input_list.append(str)
+        # 其中input_list种存放的是 原始数据中<arg1> 全部替换为 <arg> 之后的模板 下一步应该进行分词
+        temp = []
+        for x in range(i):
+            space_tokenized_template = input_list[x].split(' ')
+            temp.append(space_tokenized_template)
+        # 其中temp中存放的都是分词后的模板 下一步对temp中的所有元素进行tokenize
+        tokenized_input_template = []
+        for x in range(len(temp)):
+            for w in temp[x]:
+                tokenized_input_template.extend(self.tokenizer.tokenize(w, add_prefix_space=True))
+            INPUT.append(tokenized_input_template)
+            tokenized_input_template = []
+        template = self.ontology_dict[evt_type.replace('n/a', 'unspecified')]['template']
+        for y in range(len(template)):
+            template[y] = re.sub('<trg>', trigger, template[y])
+
+        context = self.tokenizer.tokenize(context_words, add_prefix_space=True)
+        # 将context放入CONTEXT中
+        for w in range(i):
+            CONTEXT.append(context)
+
+        return INPUT, CONTEXT
+
+    def load_ontology(self):
+        ontology_dict = {}
+        with open(self.ontology_file, 'r') as f:
+            for lidx, line in tqdm(enumerate(f)):
+                if lidx == 0:  # header
+                    continue
+                fields = line.strip().split(',')
+                if len(fields) < 2:
+                    break
+                evt_type = fields[0]
+                if evt_type in ontology_dict.keys():
+                    args = fields[2:]
+                    ontology_dict[evt_type]['template'].append(fields[1])
+                    for i, arg in enumerate(args):
+                        if arg != '':
+                            ontology_dict[evt_type]['arg{}'.format(i + 1)] = arg
+                            ontology_dict[evt_type][arg] = 'arg{}'.format(i + 1)
+                else:
+                    ontology_dict[evt_type] = {}
+                    args = fields[2:]
+                    ontology_dict[evt_type]['template'] = []
+                    ontology_dict[evt_type]['template'].append(fields[1])
+                    for i, arg in enumerate(args):
+                        if arg != '':
+                            ontology_dict[evt_type]['arg{}'.format(i + 1)] = arg
+                            ontology_dict[evt_type][arg] = 'arg{}'.format(i + 1)
+
+        return ontology_dict
+
+    def prepare_data(self, sentences, evt_type, trigger):
+        input_template, context =  self.create_gold_gen(sentences, evt_type, trigger)
+        length = len(input_template)
+        # print(input_template)
+        # print(output_template)
+        # print(context)
+        results = []
+        for i in range(length):
+            input_tokens = self.tokenizer.encode_plus(input_template[i], context[i],
+                                                      add_special_tokens=True,
+                                                      add_prefix_space=True,
+                                                      max_length=MAX_LENGTH,
+                                                      truncation='only_second',
+                                                      padding='max_length')
+            # input_ids 单词在词典中的编码
+            results.append(input_tokens['input_ids'])
+        temp = self.ontology_dict[evt_type.replace('n/a', 'unspecified')]
+        return results, temp
+
+class Runner():
+    def __init__(self, load_ckpt = 'checkpoints/gen-RAMS-what-new-span/epoch=2-v0.ckpt'):
+        model = 'gen'
+        self.ckpt_name = 'gen-RAMS-pred'
+        self.load_ckpt = load_ckpt
+        self.dataset = 'RAMS'
+        self.eval_only = True
+        self.train_file = 'data/RAMS_1.0/data/train.jsonlines'
+        self.val_file = 'data/RAMS_1.0/data/dev.jsonlines'
+        self.test_file = 'data/RAMS_1.0/data/test.jsonlines'
+        self.train_batch_size = 2
+        self.eval_batch_size = 4
+        self.learning_rate = 3e-5
+        self.accumulate_grad_batches = 4
+        self.num_train_epochs = 3
+
+        parser = argparse.ArgumentParser()
+
+        # Required parameters
+        parser.add_argument(
+            "--model",
+            type=str,
+            default=model
+        )
+        parser.add_argument(
+            "--dataset",
+            type=str,
+            default=self.dataset
+        )
+        parser.add_argument('--tmp_dir', type=str)
+        parser.add_argument(
+            "--ckpt_name",
+            default=self.ckpt_name,
+            type=str,
+            help="The output directory where the model checkpoints and predictions will be written.",
+        )
+        parser.add_argument(
+            "--load_ckpt",
+            default=self.load_ckpt,
+            type=str,
+        )
+        parser.add_argument(
+            "--train_file",
+            default=self.train_file,
+            type=str,
+            help="The input training file. If a data dir is specified, will look for the file there"
+                 + "If no data dir or train/predict files are specified, will run with tensorflow_datasets.",
+        )
+        parser.add_argument(
+            "--val_file",
+            default=self.val_file,
+            type=str,
+            help="The input evaluation file. If a data dir is specified, will look for the file there"
+                 + "If no data dir or train/predict files are specified, will run with tensorflow_datasets.",
+        )
+        parser.add_argument(
+            '--test_file',
+            type=str,
+            default=self.test_file,
+        )
+        parser.add_argument('--input_dir', type=str, default=None)
+        parser.add_argument('--coref_dir', type=str, default='data/kairos/coref_outputs')
+        parser.add_argument('--use_info', action='store_true', default=False,
+                            help='use informative mentions instead of the nearest mention.')
+        parser.add_argument('--mark_trigger', action='store_true')
+        parser.add_argument('--sample-gen', action='store_true', help='Do sampling when generation.')
+        parser.add_argument("--train_batch_size", default=self.train_batch_size, type=int,
+                            help="Batch size per GPU/CPU for training.")
+        parser.add_argument(
+            "--eval_batch_size", default=self.eval_batch_size, type=int, help="Batch size per GPU/CPU for evaluation."
+        )
+        parser.add_argument("--learning_rate", default=self.learning_rate, type=float,
+                            help="The initial learning rate for Adam.")
+        parser.add_argument(
+            "--accumulate_grad_batches",
+            type=int,
+            default=self.accumulate_grad_batches,
+            help="Number of updates steps to accumulate before performing a backward/update pass.",
+        )
+        parser.add_argument("--weight_decay", default=0.0, type=float, help="Weight decay if we apply some.")
+        parser.add_argument("--adam_epsilon", default=1e-8, type=float, help="Epsilon for Adam optimizer.")
+        parser.add_argument("--gradient_clip_val", default=1.0, type=float, help="Max gradient norm.")
+        parser.add_argument(
+            "--num_train_epochs", default=self.num_train_epochs, type=int,
+            help="Total number of training epochs to perform."
+        )
+        parser.add_argument(
+            "--max_steps",
+            default=-1,
+            type=int,
+            help="If > 0: set total number of training steps to perform. Override num_train_epochs.",
+        )
+        parser.add_argument("--warmup_steps", default=0, type=int, help="Linear warmup over warmup_steps.")
+
+        parser.add_argument("--gpus", default=None, help='-1 means train on all gpus')
+        parser.add_argument("--seed", type=int, default=42, help="random seed for initialization")
+        parser.add_argument(
+            "--fp16",
+            action="store_true",
+            help="Whether to use 16-bit (mixed) precision (through NVIDIA apex) instead of 32-bit",
+        )
+        parser.add_argument("--threads", type=int, default=1,
+                            help="multiple threads for converting example to features")
+        self.args = parser.parse_args()
+
+        self.model = GenIEModel(self.args)
+        self.model.load_state_dict(torch.load(self.args.load_ckpt, map_location=self.model.device)['state_dict'])
+
+    def pred(self,input):
+        x = torch.stack([torch.LongTensor(u) for u in input])
+        return self.model.pred(x)
+
+print('Loading data...')
+dm1 = DataModule4('aida_ontology_cleaned.csv')
+dm2 = DataModuleW('aida_ontology_fj-w-2.csv')
+dm3 = DataModuleW('aida_ontology_fj-w-3.csv')
+dm4 = DataModule4('aida_ontology_fj-5.csv')
+
+print('Loading Model 1...')
+runner1 = Runner('checkpoints/gen-RAMS-1-span/epoch=2-v1.ckpt')
+print('Loading Model 2...')
+runner2 = Runner('checkpoints/gen-RAMS-2-span/epoch=2-v0.ckpt')
+print('Loading Model 3...')
+runner3 = Runner('checkpoints/gen-RAMS-3-span/epoch=2-v0.ckpt')
+print('Loading Model 4...')
+runner4 = Runner('checkpoints/gen-RAMS-4-span/epoch=2-v0.ckpt')
+
+def handle(sentences,trigger, temp=3, evt_type='contact.prevarication.broadcast'):
+    x, argnames = eval('dm{}.prepare_data(sentences,evt_type,trigger)'.format(temp+1))
+    ys = eval('runner{}.pred(x)'.format(temp+1))
+    print(ys)
+    results = []
+    for y in ys:
+        while '  ' in y:
+            y = y.replace('  ', ' ')
+        result = y.strip(' ').split(' ')
+        results.append(result)
+    print(results)
+    argss = []
+    temp = 'trigger: ' + trigger
+    argss.append(temp)
+    # print(argnames)
+    for n,template in enumerate(argnames['template']):
+        template = template.split(' ')
+        # print(template)
+        args = []
+        for i, w in enumerate(template):
+            if '<arg' in w:
+                m = re.match(r'evt\d+arg\d+(\w+)', argnames[re.match(r'<(\w+)>', w).group(1)])
+                if m:
+                    label = m.group(1)
+                    if results[n][i] == '<arg>':
+                        args.append(label+': None')
+                    else:
+                        args.append(label+': '+results[n][i])
+        argss.append(', '.join(args))
+    #print(argss)
+    if len(argnames['template']) == 1:
+        temp = argss[1].split(',')
+        rs = []
+        rs.append(argss[0])
+        for i in temp:
+            rs.append(i)
+            argss = rs
+    return '\n'.join(argss)
+
+if __name__ == "__main__":
+    # trigger = 'deceive'
+    # sentences = """We are ashamed of them . " However , Mutko stopped short of admitting the doping scandal was state sponsored . " We are very sorry that athletes who tried to deceive us , and the world , were not caught sooner . We are very sorry because Russia is committed to upholding the highest standards in sport and is opposed to anything that threatens the Olympic values , " he said . English former heptathlete and Athens 2004 bronze medallist Kelly Sotherton was unhappy with Mutko 's plea for Russia 's ban to be lifted for Rio"""
+    # print(handle(sentences, trigger))
+
+    dm_key = list(dm1.ontology_dict.keys())
+    print(len(dm_key))
+    def get_tmp(index,evt_type):
+        if index is None or evt_type is None:
+            return ''
+        input_template = eval("dm{}.ontology_dict[evt_type.replace('n/a', 'unspecified')]['template']".format(index+1))
+        return '\n'.join(input_template)
+
+    with gr.Blocks() as demo:
+        with gr.Row().style(equal_height=False):
+            with gr.Column(variant="panel"):
+                stens = gr.Text(label='文档')
+                evt_type  = gr.Dropdown(choices=dm_key, label='事件类型')
+                trigger = gr.Text(label='触发词')
+                temp = gr.Dropdown(choices=['基础模板', '简单子模板', '融入语义信息的子模板', '融入论元信息的子模板'],
+                        type='index', value='基础模板', label='模板')
+                
+                output_tmp = gr.Text(label='模板内容')
+                btn = gr.Button("Run")
+                input_examples = gr.Examples(examples=[["We are ashamed of them.\" However , Mutko stopped short of admitting the doping scandal was state sponsored . \"We are very sorry that athletes who tried to deceive us, and the world, were not caught sooner.We are very sorry because Russia is committed to upholding the highest standards in sport and is opposed to anything that threatens the Olympic values, \" he said . English former heptathlete and Athens 2004 bronze medallist Kelly Sotherton was unhappy with Mutko 's plea for Russia 's ban to be lifted for Rio","deceive", "基础模板","contact.prevarication.broadcast"],["We are ashamed of them.\" However , Mutko stopped short of admitting the doping scandal was state sponsored . \"We are very sorry that athletes who tried to deceive us, and the world, were not caught sooner.We are very sorry because Russia is committed to upholding the highest standards in sport and is opposed to anything that threatens the Olympic values, \" he said . English former heptathlete and Athens 2004 bronze medallist Kelly Sotherton was unhappy with Mutko 's plea for Russia 's ban to be lifted for Rio","deceive", "简单子模板", "contact.prevarication.broadcast"],["We are ashamed of them.\" However , Mutko stopped short of admitting the doping scandal was state sponsored . \"We are very sorry that athletes who tried to deceive us, and the world, were not caught sooner.We are very sorry because Russia is committed to upholding the highest standards in sport and is opposed to anything that threatens the Olympic values, \" he said . English former heptathlete and Athens 2004 bronze medallist Kelly Sotherton was unhappy with Mutko 's plea for Russia 's ban to be lifted for Rio","deceive", "融入语义信息的子模板", "contact.prevarication.broadcast"],["We are ashamed of them.\" However , Mutko stopped short of admitting the doping scandal was state sponsored . \"We are very sorry that athletes who tried to deceive us, and the world, were not caught sooner.We are very sorry because Russia is committed to upholding the highest standards in sport and is opposed to anything that threatens the Olympic values, \" he said . English former heptathlete and Athens 2004 bronze medallist Kelly Sotherton was unhappy with Mutko 's plea for Russia 's ban to be lifted for Rio","deceive", "融入论元信息的子模板", "contact.prevarication.broadcast"]],inputs=[stens, trigger, temp, evt_type])
+
+                #btn = gr.Button("Run")
+            with gr.Column(variant="panel"):
+                result  = gr.Text(label='输出论元生成结果')
+            evt_type.change(get_tmp,inputs=[temp,evt_type],outputs=[output_tmp])
+            temp.change(get_tmp,inputs=[temp,evt_type],outputs=[output_tmp])
+            btn.click(fn=handle, inputs=[stens,trigger,temp,evt_type], outputs=[result])
+    demo.launch(server_name='0.0.0.0',server_port=6006,share=True)

span_1_preprocessed_data1/test.jsonl

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d39562f7f85a43c97f2bd0ef9c7470656d555377da15cf34e03404993c850f3d
+size 3045986

span_1_preprocessed_data1/train.jsonl

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d59722f2d8c512844a2995fdebd15b687581fde11b714ee49e4dc19922fd9f8f
+size 25648444

span_1_preprocessed_data1/val.jsonl

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:38da46ab63668fb37a8592573e0562e48245c6d81335c78d40dc957ea161ec79
+size 3226018

span_2_preprocessed_data1/test.jsonl

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1ece6b9edc106e02298fb1105d7f3972f46b23b307503c3470b2d24e156bb930
+size 12522576

span_2_preprocessed_data1/train.jsonl

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8efdc975af0cccee3658c564154129919e12d546ef0638439e10959930ed48a8
+size 105370045

span_2_preprocessed_data1/val.jsonl

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:62b955d1868f0e7cafa614129d48599f707cc332b648da7cd8942d875e0d1e33
+size 13318850

span_3_preprocessed_data1/test.jsonl

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2be2da47452d07bc53cb6be56f3d0ad770e213b42bab143b95d990047b2f8ead
+size 12603278

span_3_preprocessed_data1/train.jsonl

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:82b7ab52100a6c3573f94ec4271469d30d047d5389a42ef97a957b0d1a4c8b32
+size 106039983

span_3_preprocessed_data1/val.jsonl

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7a9a4da7025f405380ee4451d44215838c3207b761d1aefbf3f022c34c7e8049
+size 13403704

span_4_preprocessed_data1/test.jsonl

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7b6ba5486138269e29be526d6a42a5eab956851f2b06bc638dcbe6342c8278fd
+size 12599344

span_4_preprocessed_data1/train.jsonl

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:94d2580d63a3bcc3860b2ba831f37cddbec554245911efeb74c0a5a2283181c6
+size 106010729

span_4_preprocessed_data1/val.jsonl

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e7645dbb2d4ea9a8b87312017c0b0c2b29c04b6a25ae49c44b76a47d495cd238
+size 13401304

src/genie/convert_gen_to_output5.py

@@ -86,9 +86,9 @@ def check_coref(ex, arg_span, gold_spans):
 if __name__ == '__main__':
     parser = argparse.ArgumentParser()
     parser.add_argument('--gen-file',type=str, default='checkpoints/gen-new-tokenization-pred/sample_predictions.jsonl')
-    parser.add_argument('--test-file', type=str,default='data/RAMS_1.0/data/test_head.jsonlines')
+    parser.add_argument('--test-file', type=str,default='data/RAMS_1.0/data/test.jsonlines')
     parser.add_argument('--output-file',type=str, default='test_output.jsonl')
-    parser.add_argument('--ontology-file',type=str, default='aida_ontology_new.csv')
+    parser.add_argument('--ontology-file',type=str, default='aida_ontology_fj-5.csv')
     parser.add_argument('--head-only',action='store_true',default=False)
     parser.add_argument('--coref', action='store_true', default=False)
     args = parser.parse_args()
@@ -98,7 +98,7 @@ if __name__ == '__main__':
     nlp.tokenizer = WhitespaceTokenizer(nlp.vocab)
     # read ontology 读取事件本体 模板文件中的内容
     ontology_dict = {}
-    with open('aida_ontology_fj-w-2.csv', 'r') as f:
+    with open('aida_ontology_fj-5.csv', 'r') as f:
         for lidx, line in enumerate(f):
             if lidx == 0:  # header
                 continue

src/genie/data_module4.py

@@ -147,8 +147,8 @@ class RAMSDataModule(pl.LightningDataModule):
 
 
     def prepare_data(self):
-        if not os.path.exists('span_templates_preprocessed_data1'):
-            os.makedirs('span_templates_preprocessed_data1')
+        if not os.path.exists('span_4_preprocessed_data1'):
+            os.makedirs('span_4_preprocessed_data1')
 
             ontology_dict = self.load_ontology()
 
@@ -156,7 +156,7 @@ class RAMSDataModule(pl.LightningDataModule):
             
             for split, f in [('train', self.hparams.train_file), ('val', self.hparams.val_file),
                              ('test', self.hparams.test_file)]:
-                with open(f, 'r') as reader, open('span_templates_preprocessed_data1/{}.jsonl'.format(split), 'w') as writer:
+                with open(f, 'r') as reader, open('span_4_preprocessed_data1/{}.jsonl'.format(split), 'w') as writer:
                     for lidx, line in enumerate(reader):
                         ex = json.loads(line.strip())
                         input_template, output_template, context = self.create_gold_gen(ex, ontology_dict,
@@ -194,7 +194,7 @@ class RAMSDataModule(pl.LightningDataModule):
                             writer.write(json.dumps(processed_ex) + "\n")
 
     def train_dataloader(self):
-        dataset = IEDataset('span_templates_preprocessed_data1/train.jsonl')
+        dataset = IEDataset('span_4_preprocessed_data1/train.jsonl')
 
         dataloader = DataLoader(dataset,
                                 pin_memory=True, num_workers=2,
@@ -204,7 +204,7 @@ class RAMSDataModule(pl.LightningDataModule):
         return dataloader
 
     def val_dataloader(self):
-        dataset = IEDataset('span_templates_preprocessed_data1/val.jsonl')
+        dataset = IEDataset('span_4_preprocessed_data1/val.jsonl')
 
         dataloader = DataLoader(dataset, pin_memory=True, num_workers=2,
                                 collate_fn=my_collate,
@@ -212,7 +212,7 @@ class RAMSDataModule(pl.LightningDataModule):
         return dataloader
 
     def test_dataloader(self):
-        dataset = IEDataset('span_templates_preprocessed_data1/test.jsonl')
+        dataset = IEDataset('span_4_preprocessed_data1/test.jsonl')
 
         dataloader = DataLoader(dataset, pin_memory=True, num_workers=2,
                                 collate_fn=my_collate,
@@ -231,7 +231,6 @@ if __name__ == '__main__':
     parser.add_argument('--mark-trigger', action='store_true', default=True)
     args = parser.parse_args()
 
-    print("data_module1.pyaaaaaaaaaaaaaaa")
     dm = RAMSDataModule(args=args)
     dm.prepare_data()
 

src/genie/data_module_w.py

@@ -128,7 +128,7 @@ class RAMSDataModule(pl.LightningDataModule):
 
     def load_ontology(self):
         ontology_dict = {}
-        with open('aida_ontology_fj-w-2.csv', 'r') as f:
+        with open('aida_ontology_fj-w-3.csv', 'r') as f:
             for lidx, line in enumerate(f):
                 if lidx == 0:  # header
                     continue
@@ -157,8 +157,8 @@ class RAMSDataModule(pl.LightningDataModule):
 
 
     def prepare_data(self):
-        if not os.path.exists('head_what_preprocessed_data'):
-            os.makedirs('head_what_preprocessed_data')
+        if not os.path.exists('span_3_preprocessed_data1'):
+            os.makedirs('span_3_preprocessed_data1')
 
             ontology_dict = self.load_ontology()
 
@@ -166,7 +166,7 @@ class RAMSDataModule(pl.LightningDataModule):
             
             for split, f in [('train', self.hparams.train_file), ('val', self.hparams.val_file),
                              ('test', self.hparams.test_file)]:
-                with open(f, 'r') as reader, open('head_what_preprocessed_data/{}.jsonl'.format(split), 'w') as writer:
+                with open(f, 'r') as reader, open('span_3_preprocessed_data1/{}.jsonl'.format(split), 'w') as writer:
                     for lidx, line in enumerate(reader):
                         ex = json.loads(line.strip())
                         input_template, output_template, context = self.create_gold_gen(ex, ontology_dict,
@@ -204,7 +204,7 @@ class RAMSDataModule(pl.LightningDataModule):
                             writer.write(json.dumps(processed_ex) + "\n")
 
     def train_dataloader(self):
-        dataset = IEDataset('head_what_preprocessed_data/train.jsonl')
+        dataset = IEDataset('span_3_preprocessed_data1/train.jsonl')
 
         dataloader = DataLoader(dataset,
                                 pin_memory=True, num_workers=2,
@@ -214,7 +214,7 @@ class RAMSDataModule(pl.LightningDataModule):
         return dataloader
 
     def val_dataloader(self):
-        dataset = IEDataset('head_what_preprocessed_data/val.jsonl')
+        dataset = IEDataset('span_3_preprocessed_data1/val.jsonl')
 
         dataloader = DataLoader(dataset, pin_memory=True, num_workers=2,
                                 collate_fn=my_collate,
@@ -222,7 +222,7 @@ class RAMSDataModule(pl.LightningDataModule):
         return dataloader
 
     def test_dataloader(self):
-        dataset = IEDataset('head_what_preprocessed_data/test.jsonl')
+        dataset = IEDataset('span_3_preprocessed_data1/test.jsonl')
 
         dataloader = DataLoader(dataset, pin_memory=True, num_workers=2,
                                 collate_fn=my_collate,
@@ -235,7 +235,7 @@ if __name__ == '__main__':
     parser = argparse.ArgumentParser()
     parser.add_argument('--train-file', type=str, default='data/RAMS_1.0/data/train.jsonlines')
     parser.add_argument('--val-file', type=str, default='data/RAMS_1.0/data/dev.jsonlines')
-    parser.add_argument('--test-file', type=str, default='data/RAMS_1.0/data/test_head.jsonlines')
+    parser.add_argument('--test-file', type=str, default='data/RAMS_1.0/data/test.jsonlines')
     parser.add_argument('--train_batch_size', type=int, default=2)
     parser.add_argument('--eval_batch_size', type=int, default=4)
     parser.add_argument('--mark-trigger', action='store_true', default=True)

src/genie/model.py

@@ -1,5 +1,6 @@
 import os 
-import argparse 
+import argparse
+from sys import prefix 
 import torch 
 import logging 
 import json 
@@ -116,7 +117,7 @@ class GenIEModel(pl.LightningModule):
         doc_key = batch['doc_key'] # list 
         tgt_token_ids = batch['tgt_token_ids']
 
-        return (doc_key, sample_output, tgt_token_ids) 
+        return (doc_key, sample_output, tgt_token_ids)
 
     def test_epoch_end(self, outputs):
         # evaluate F1 
@@ -131,7 +132,21 @@ class GenIEModel(pl.LightningModule):
                     }
                     writer.write(json.dumps(pred)+'\n')
 
-        return {} 
+        return {}
+
+    def pred(self, batch):
+        if self.hparams.sample_gen:
+            sample_output = self.model.generate(batch, do_sample=True,
+                                                top_k=20, top_p=0.95, max_length=30, num_return_sequences=1,
+                                                num_beams=1,
+                                                )
+        else:
+            sample_output = self.model.generate(batch, do_sample=False,
+                                                max_length=30, num_return_sequences=1, num_beams=1,
+                                                )
+
+        sample_output = sample_output.reshape(batch.size(0), 1, -1)
+        return [self.tokenizer.decode(sample.squeeze(0), skip_special_tokens=True) for sample in sample_output]
 
 
     def configure_optimizers(self):

src/runner.py

@@ -0,0 +1,416 @@
+import difflib
+import os
+import json
+from tqdm import tqdm
+from glob import glob
+#
+# if not os.path.exists('./evttgr2type.json'):
+#     for file_name in glob('data/RAMS_1.0/data/test.jsonlines'):
+#         dic = {}
+#         with open(file_name,'r',encoding='utf-8') as f:
+#             lines = f.readlines()
+#             for line in tqdm(lines):
+#                 linej = json.loads(line.strip())
+#                 evt_triggers = linej['evt_triggers']
+#                 # print(evt_triggers)
+#                 sentences = linej['sentences']
+#                 # print(sentences)
+#                 sentences_uni = []
+#                 for s in sentences:
+#                     sentences_uni += s
+#                 print(' '.join(sentences_uni))
+#                 triggers = ' '.join(sentences_uni[evt_triggers[0][0]:evt_triggers[0][1]+1])
+#                 evt_type = evt_triggers[0][2][0][0]
+#                 if triggers in dic:
+#                     if dic[triggers] != evt_type:
+#                         print('一个触发词有不同的事件类型: {} {} {}'.format(triggers,evt_type,dic[triggers]))
+#                 dic[triggers] = evt_type
+#                 print(evt_type, triggers)
+#                 exit()
+
+import argparse
+import jsonlines
+import torch
+
+from src.genie.data import my_collate
+from src.genie.data_module_w import RAMSDataModule
+from src.genie.model import GenIEModel
+
+import gradio as gr
+
+import re
+from transformers import BartTokenizer
+
+MAX_LENGTH = 424
+MAX_TGT_LENGTH = 72
+DOC_STRIDE = 256
+
+class DataModule4():
+    def __init__(self, ontology_file):
+        super().__init__()
+        self.ontology_file = ontology_file
+        self.tokenizer = BartTokenizer.from_pretrained('facebook/bart-large')
+        self.tokenizer.add_tokens([' <arg>', ' <tgr>'])
+        self.ontology_dict = self.load_ontology()
+
+    def create_gold_gen(self, context_words, evt_type, trigger):
+        # 设置三个总列表、存放输入模板、输出模板
+        INPUT = []
+        CONTEXT = []
+        input_template = self.ontology_dict[evt_type.replace('n/a', 'unspecified')]['template']
+        i = len(input_template)
+        input_list = []
+        for x in range(i):
+            str = re.sub(r'<arg\d>', '<arg>', input_template[x])
+            input_list.append(str)
+        # 其中input_list种存放的是 原始数据中<arg1> 全部替换为 <arg> 之后的模板 下一步应该进行分词
+        temp = []
+        for x in range(i):
+            space_tokenized_template = input_list[x].split(' ')
+            temp.append(space_tokenized_template)
+        # 其中temp中存放的都是分词后的模板 下一步对temp中的所有元素进行tokenize
+        tokenized_input_template = []
+        for x in range(len(temp)):
+            for w in temp[x]:
+                tokenized_input_template.extend(self.tokenizer.tokenize(w, add_prefix_space=True))
+            INPUT.append(tokenized_input_template)
+            tokenized_input_template = []
+        context_words = context_words.split(' ')
+        trigger_words = trigger.split(' ')
+        trigger_span_start = context_words.index(trigger_words[0])
+        trigger_span_end = context_words.index(trigger_words[-1])
+        # 触发词之前的单词
+        prefix = self.tokenizer.tokenize(' '.join(context_words[:trigger_span_start]), add_prefix_space=True)
+        # 触发词短语
+        tgt = self.tokenizer.tokenize(trigger, add_prefix_space=True)
+        # 触发词之后的单词
+        suffix = self.tokenizer.tokenize(' '.join(context_words[trigger_span_end+1:]), add_prefix_space=True)
+        context = prefix + [' <tgr>', ] + tgt + [' <tgr>', ] + suffix
+        # context = self.tokenizer.tokenize(' '.join(context_words), add_prefix_space=True)
+
+        # 将context放入CONTEXT中
+        for w in range(i):
+            CONTEXT.append(context)
+        return INPUT, CONTEXT
+
+    def load_ontology(self):
+        ontology_dict = {}
+        with open(self.ontology_file, 'r') as f:
+            for lidx, line in enumerate(f):
+                if lidx == 0:  # header
+                    continue
+                fields = line.strip().split(',')
+                if len(fields) < 2:
+                    break
+                evt_type = fields[0]
+                if evt_type in ontology_dict.keys():
+                    args = fields[2:]
+                    ontology_dict[evt_type]['template'].append(fields[1])
+                    for i, arg in enumerate(args):
+                        if arg != '':
+                            ontology_dict[evt_type]['arg{}'.format(i + 1)] = arg
+                            ontology_dict[evt_type][arg] = 'arg{}'.format(i + 1)
+                else:
+                    ontology_dict[evt_type] = {}
+                    args = fields[2:]
+                    ontology_dict[evt_type]['template'] = []
+                    ontology_dict[evt_type]['template'].append(fields[1])
+                    for i, arg in enumerate(args):
+                        if arg != '':
+                            ontology_dict[evt_type]['arg{}'.format(i + 1)] = arg
+                            ontology_dict[evt_type][arg] = 'arg{}'.format(i + 1)
+
+        return ontology_dict
+
+    def prepare_data(self, sentences, evt_type, trigger):
+        input_template, context = self.create_gold_gen(sentences, evt_type, trigger)
+        length = len(input_template)
+        # print(input_template)
+        # print(context)
+        results = []
+        for i in range(length):
+            input_tokens = self.tokenizer.encode_plus(input_template[i], context[i],
+                                                      add_special_tokens=True,
+                                                      add_prefix_space=True,
+                                                      max_length=MAX_LENGTH,
+                                                      truncation='only_second',
+                                                      padding='max_length')
+            # input_ids 单词在词典中的编码
+            results.append(input_tokens['input_ids'])
+        temp = self.ontology_dict[evt_type.replace('n/a', 'unspecified')]
+        return results, temp
+
+class DataModuleW():
+    def __init__(self, ontology_file):
+        super().__init__()
+        self.ontology_file = ontology_file
+        self.tokenizer = BartTokenizer.from_pretrained('facebook/bart-large')
+        self.tokenizer.add_tokens([' <arg>', ' <tgr>'])
+        self.ontology_dict = self.load_ontology()
+
+    def create_gold_gen(self, context_words, evt_type, trigger):
+        # 设置三个总列表、存放输入模板、输出模板
+        INPUT = []
+        CONTEXT = []
+        input_template = self.ontology_dict[evt_type.replace('n/a', 'unspecified')]['template']
+        i = len(input_template)
+        input_list = []
+        for x in range(i):
+            str = re.sub('<trg>', trigger, input_template[x])
+            str = re.sub('<trg>', trigger, str)
+            input_list.append(str)
+        # 其中input_list种存放的是 原始数据中<arg1> 全部替换为 <arg> 之后的模板 下一步应该进行分词
+        temp = []
+        for x in range(i):
+            space_tokenized_template = input_list[x].split(' ')
+            temp.append(space_tokenized_template)
+        # 其中temp中存放的都是分词后的模板 下一步对temp中的所有元素进行tokenize
+        tokenized_input_template = []
+        for x in range(len(temp)):
+            for w in temp[x]:
+                tokenized_input_template.extend(self.tokenizer.tokenize(w, add_prefix_space=True))
+            INPUT.append(tokenized_input_template)
+            tokenized_input_template = []
+        template = self.ontology_dict[evt_type.replace('n/a', 'unspecified')]['template']
+        for y in range(len(template)):
+            template[y] = re.sub('<trg>', trigger, template[y])
+
+        context = self.tokenizer.tokenize(context_words, add_prefix_space=True)
+        # 将context放入CONTEXT中
+        for w in range(i):
+            CONTEXT.append(context)
+
+        return INPUT, CONTEXT
+
+    def load_ontology(self):
+        ontology_dict = {}
+        with open(self.ontology_file, 'r') as f:
+            for lidx, line in tqdm(enumerate(f)):
+                if lidx == 0:  # header
+                    continue
+                fields = line.strip().split(',')
+                if len(fields) < 2:
+                    break
+                evt_type = fields[0]
+                if evt_type in ontology_dict.keys():
+                    args = fields[2:]
+                    ontology_dict[evt_type]['template'].append(fields[1])
+                    for i, arg in enumerate(args):
+                        if arg != '':
+                            ontology_dict[evt_type]['arg{}'.format(i + 1)] = arg
+                            ontology_dict[evt_type][arg] = 'arg{}'.format(i + 1)
+                else:
+                    ontology_dict[evt_type] = {}
+                    args = fields[2:]
+                    ontology_dict[evt_type]['template'] = []
+                    ontology_dict[evt_type]['template'].append(fields[1])
+                    for i, arg in enumerate(args):
+                        if arg != '':
+                            ontology_dict[evt_type]['arg{}'.format(i + 1)] = arg
+                            ontology_dict[evt_type][arg] = 'arg{}'.format(i + 1)
+
+        return ontology_dict
+
+    def prepare_data(self, sentences, evt_type, trigger):
+        input_template, context =  self.create_gold_gen(sentences, evt_type, trigger)
+        length = len(input_template)
+        # print(input_template)
+        # print(output_template)
+        # print(context)
+        results = []
+        for i in range(length):
+            input_tokens = self.tokenizer.encode_plus(input_template[i], context[i],
+                                                      add_special_tokens=True,
+                                                      add_prefix_space=True,
+                                                      max_length=MAX_LENGTH,
+                                                      truncation='only_second',
+                                                      padding='max_length')
+            # input_ids 单词在词典中的编码
+            results.append(input_tokens['input_ids'])
+        temp = self.ontology_dict[evt_type.replace('n/a', 'unspecified')]
+        return results, temp
+
+class Runner():
+    def __init__(self, load_ckpt = 'checkpoints/gen-RAMS-what-new-span/epoch=2-v0.ckpt'):
+        model = 'gen'
+        self.ckpt_name = 'gen-RAMS-pred'
+        self.load_ckpt = load_ckpt
+        self.dataset = 'RAMS'
+        self.eval_only = True
+        self.train_file = 'data/RAMS_1.0/data/train.jsonlines'
+        self.val_file = 'data/RAMS_1.0/data/dev.jsonlines'
+        self.test_file = 'data/RAMS_1.0/data/test.jsonlines'
+        self.train_batch_size = 2
+        self.eval_batch_size = 4
+        self.learning_rate = 3e-5
+        self.accumulate_grad_batches = 4
+        self.num_train_epochs = 3
+
+        parser = argparse.ArgumentParser()
+
+        # Required parameters
+        parser.add_argument(
+            "--model",
+            type=str,
+            default=model
+        )
+        parser.add_argument(
+            "--dataset",
+            type=str,
+            default=self.dataset
+        )
+        parser.add_argument('--tmp_dir', type=str)
+        parser.add_argument(
+            "--ckpt_name",
+            default=self.ckpt_name,
+            type=str,
+            help="The output directory where the model checkpoints and predictions will be written.",
+        )
+        parser.add_argument(
+            "--load_ckpt",
+            default=self.load_ckpt,
+            type=str,
+        )
+        parser.add_argument(
+            "--train_file",
+            default=self.train_file,
+            type=str,
+            help="The input training file. If a data dir is specified, will look for the file there"
+                 + "If no data dir or train/predict files are specified, will run with tensorflow_datasets.",
+        )
+        parser.add_argument(
+            "--val_file",
+            default=self.val_file,
+            type=str,
+            help="The input evaluation file. If a data dir is specified, will look for the file there"
+                 + "If no data dir or train/predict files are specified, will run with tensorflow_datasets.",
+        )
+        parser.add_argument(
+            '--test_file',
+            type=str,
+            default=self.test_file,
+        )
+        parser.add_argument('--input_dir', type=str, default=None)
+        parser.add_argument('--coref_dir', type=str, default='data/kairos/coref_outputs')
+        parser.add_argument('--use_info', action='store_true', default=False,
+                            help='use informative mentions instead of the nearest mention.')
+        parser.add_argument('--mark_trigger', action='store_true')
+        parser.add_argument('--sample-gen', action='store_true', help='Do sampling when generation.')
+        parser.add_argument("--train_batch_size", default=self.train_batch_size, type=int,
+                            help="Batch size per GPU/CPU for training.")
+        parser.add_argument(
+            "--eval_batch_size", default=self.eval_batch_size, type=int, help="Batch size per GPU/CPU for evaluation."
+        )
+        parser.add_argument("--learning_rate", default=self.learning_rate, type=float,
+                            help="The initial learning rate for Adam.")
+        parser.add_argument(
+            "--accumulate_grad_batches",
+            type=int,
+            default=self.accumulate_grad_batches,
+            help="Number of updates steps to accumulate before performing a backward/update pass.",
+        )
+        parser.add_argument("--weight_decay", default=0.0, type=float, help="Weight decay if we apply some.")
+        parser.add_argument("--adam_epsilon", default=1e-8, type=float, help="Epsilon for Adam optimizer.")
+        parser.add_argument("--gradient_clip_val", default=1.0, type=float, help="Max gradient norm.")
+        parser.add_argument(
+            "--num_train_epochs", default=self.num_train_epochs, type=int,
+            help="Total number of training epochs to perform."
+        )
+        parser.add_argument(
+            "--max_steps",
+            default=-1,
+            type=int,
+            help="If > 0: set total number of training steps to perform. Override num_train_epochs.",
+        )
+        parser.add_argument("--warmup_steps", default=0, type=int, help="Linear warmup over warmup_steps.")
+
+        parser.add_argument("--gpus", default=None, help='-1 means train on all gpus')
+        parser.add_argument("--seed", type=int, default=42, help="random seed for initialization")
+        parser.add_argument(
+            "--fp16",
+            action="store_true",
+            help="Whether to use 16-bit (mixed) precision (through NVIDIA apex) instead of 32-bit",
+        )
+        parser.add_argument("--threads", type=int, default=1,
+                            help="multiple threads for converting example to features")
+        self.args = parser.parse_args()
+
+        self.model = GenIEModel(self.args)
+        self.model.load_state_dict(torch.load(self.args.load_ckpt, map_location=self.model.device)['state_dict'])
+
+    def pred(self,input):
+        x = torch.stack([torch.LongTensor(u) for u in input])
+        return self.model.pred(x)
+
+print('Loading data...')
+dm1 = DataModule4('aida_ontology_cleaned.csv')
+dm2 = DataModuleW('aida_ontology_fj-w-2.csv')
+dm3 = DataModuleW('aida_ontology_fj-w-3.csv')
+dm4 = DataModule4('aida_ontology_fj-5.csv')
+
+print('Loading Model 1...')
+runner1 = Runner('checkpoints/gen-RAMS-1-span/epoch=2-v1.ckpt')
+print('Loading Model 2...')
+runner2 = Runner('checkpoints/gen-RAMS-2-span/epoch=2-v0.ckpt')
+print('Loading Model 3...')
+runner3 = Runner('checkpoints/gen-RAMS-3-span/epoch=2-v0.ckpt')
+print('Loading Model 4...')
+runner4 = Runner('checkpoints/gen-RAMS-4-span/epoch=2-v0.ckpt')
+
+def handle(sentences,trigger, temp=3, evt_type='contact.prevarication.broadcast'):
+    x, argnames = eval('dm{}.prepare_data(sentences,evt_type,trigger)'.format(temp+1))
+    ys = eval('runner{}.pred(x)'.format(temp+1))
+    print(ys)
+    results = []
+    for y in ys:
+        while '  ' in y:
+            y = y.replace('  ', ' ')
+        result = y.strip(' ').split(' ')
+        results.append(result)
+    print(results)
+    argss = []
+    for n,template in enumerate(argnames['template']):
+        template = template.split(' ')
+        # print(template)
+        args = []
+        for i, w in enumerate(template):
+            if '<arg' in w:
+                m = re.match(r'evt\d+arg\d+(\w+)', argnames[re.match(r'<(\w+)>', w).group(1)])
+                if m:
+                    label = m.group(1)
+                    if results[n][i] == '<arg>':
+                        args.append(label+': None')
+                    else:
+                        args.append(label+': '+results[n][i])
+        argss.append(', '.join(args))
+    return '\n'.join(argss)
+
+if __name__ == "__main__":
+    # trigger = 'deceive'
+    # sentences = """We are ashamed of them . " However , Mutko stopped short of admitting the doping scandal was state sponsored . " We are very sorry that athletes who tried to deceive us , and the world , were not caught sooner . We are very sorry because Russia is committed to upholding the highest standards in sport and is opposed to anything that threatens the Olympic values , " he said . English former heptathlete and Athens 2004 bronze medallist Kelly Sotherton was unhappy with Mutko 's plea for Russia 's ban to be lifted for Rio"""
+    # print(handle(sentences, trigger))
+
+    dm_key = list(dm1.ontology_dict.keys())
+    print(len(dm_key))
+    def get_tmp(index,evt_type):
+        if index is None or evt_type is None:
+            return ''
+        input_template = eval("dm{}.ontology_dict[evt_type.replace('n/a', 'unspecified')]['template']".format(index+1))
+        return '\n'.join(input_template)
+
+    with gr.Blocks() as demo:
+        with gr.Row().style(equal_height=False):
+            with gr.Column(variant="panel"):
+                stens = gr.Text(label='文档')
+                evt_type  = gr.Dropdown(choices=dm_key, label='事件类型')
+                trigger = gr.Text(label='触发词')
+                temp = gr.Dropdown(choices=['基础模板', '简单子模板', '融入语义信息的子模板', '融入论元信息的子模板'],
+                        type='index', value='基础模板', label='模板')
+                output_tmp = gr.Text(label='模板内容')
+                btn = gr.Button("Run")
+            with gr.Column(variant="panel"):
+                result  = gr.Text(label='输出')
+            evt_type.change(get_tmp,inputs=[temp,evt_type],outputs=[output_tmp])
+            temp.change(get_tmp,inputs=[temp,evt_type],outputs=[output_tmp])
+            btn.click(fn=handle, inputs=[stens,trigger,temp,evt_type], outputs=[result])
+    demo.launch(server_name='0.0.0.0',server_port=6006,share=True)

test_rams.sh

@@ -5,12 +5,12 @@ CKPT_NAME=gen-RAMS
 MODEL=gen
 
 python train.py --model=$MODEL --ckpt_name=$CKPT_NAME-pred \
-    --load_ckpt=checkpoints/$CKPT_NAME-what-head/epoch=2-v0.ckpt \
+    --load_ckpt=checkpoints/$CKPT_NAME-4-span/epoch=2-v0.ckpt \
     --dataset=RAMS \
     --eval_only \
     --train_file=data/RAMS_1.0/data/train.jsonlines \
     --val_file=data/RAMS_1.0/data/dev.jsonlines \
-    --test_file=data/RAMS_1.0/data/test_head.jsonlines \
+    --test_file=data/RAMS_1.0/data/test.jsonlines \
     --train_batch_size=2 \
     --eval_batch_size=4 \
     --learning_rate=3e-5 \
@@ -19,18 +19,18 @@ python train.py --model=$MODEL --ckpt_name=$CKPT_NAME-pred \
 
 
 #span eval 
-#python src/genie/convert_gen_to_output5.py --gen-file=checkpoints/$CKPT_NAME-pred/predictions.jsonl \
-#--output-file=checkpoints/$CKPT_NAME-pred/span_output.jsonl 
+python src/genie/convert_gen_to_output5.py --gen-file=checkpoints/$CKPT_NAME-pred/predictions.jsonl \
+--output-file=checkpoints/$CKPT_NAME-pred/span_output.jsonl 
 
-#python data/RAMS_1.0/scorer/scorer.py -g=data/RAMS_1.0/data/test.jsonlines -p=checkpoints/$CKPT_NAME-pred/span_output.jsonl \
-#--reuse_gold_format --do_all > checkpoints/$CKPT_NAME-pred/span_metrics.txt 
+python data/RAMS_1.0/scorer/scorer.py -g=data/RAMS_1.0/data/test.jsonlines -p=checkpoints/$CKPT_NAME-pred/span_output.jsonl \
+--reuse_gold_format --do_all > checkpoints/$CKPT_NAME-pred/span_metrics.txt 
 
 # head eval
-python src/genie/convert_gen_to_output5.py --gen-file=checkpoints/$CKPT_NAME-pred/predictions.jsonl \
---output-file=checkpoints/$CKPT_NAME-pred/output.jsonl --head-only 
+# python src/genie/convert_gen_to_output5.py --gen-file=checkpoints/$CKPT_NAME-pred/predictions.jsonl \
+# --output-file=checkpoints/$CKPT_NAME-pred/output.jsonl --head-only 
 
-python data/RAMS_1.0/scorer/scorer.py -g=data/RAMS_1.0/data/test_head.jsonlines -p=checkpoints/$CKPT_NAME-pred/output.jsonl \
---reuse_gold_format --do_all > checkpoints/$CKPT_NAME-pred/head_metrics.txt 
+# python data/RAMS_1.0/scorer/scorer.py -g=data/RAMS_1.0/data/test_head.jsonlines -p=checkpoints/$CKPT_NAME-pred/output.jsonl \
+# --reuse_gold_format --do_all > checkpoints/$CKPT_NAME-pred/head_metrics.txt 
 
 # head + coref eval 
 #python genie/convert_gen_to_output.py --gen-file=checkpoints/$CKPT_NAME-pred/predictions.jsonl \

train.py

@@ -14,7 +14,7 @@ from pytorch_lightning.utilities.seed import seed_everything
 
 
 
-from src.genie.data_module_w import RAMSDataModule
+from src.genie.data_module4 import RAMSDataModule
 from src.genie.ACE_data_module import ACEDataModule
 from src.genie.KAIROS_data_module import KAIROSDataModule 
 from src.genie.model import GenIEModel 

train_rams.sh

@@ -2,11 +2,11 @@
 set -e 
 set -x 
 
-python train.py --model=gen --ckpt_name='gen-RAMS-what-head' \
+python train.py --model=gen --ckpt_name='gen-RAMS-4-span' \
     --dataset=RAMS \
     --train_file=data/RAMS_1.0/data/train.jsonlines \
     --val_file=data/RAMS_1.0/data/dev.jsonlines \
-    --test_file=data/RAMS_1.0/data/test_head.jsonlines \
+    --test_file=data/RAMS_1.0/data/test.jsonlines \
     --train_batch_size=2 \
     --eval_batch_size=4 \
     --learning_rate=3e-5 \