try to add attn
This commit is contained in:
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commit
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@ -12407,3 +12407,233 @@
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12406 Carry out roadside bombing[65]
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12406 Carry out roadside bombing[65]
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12407 Appeal for target to allow international involvement (non-mediation)[1]
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12407 Appeal for target to allow international involvement (non-mediation)[1]
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12408 Reject request for change in leadership[179]
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12408 Reject request for change in leadership[179]
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12409 Criticize or denounce
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12410 Express intent to meet or negotiate
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12411 Consult
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12412 Make an appeal or request
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12413 Abduct, hijack, or take hostage
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12414 Praise or endorse
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12415 Engage in negotiation
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12416 Use unconventional violence
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12417 Make statement
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12418 Arrest, detain, or charge with legal action
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12419 Use conventional military force
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12420 Complain officially
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12421 Impose administrative sanctions
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12422 Express intent to cooperate
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12423 Make a visit
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12424 Appeal for de-escalation of military engagement
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12425 Sign formal agreement
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12426 Attempt to assassinate
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12427 Host a visit
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12428 Increase military alert status
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12429 Impose embargo, boycott, or sanctions
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12430 Provide economic aid
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12431 Demonstrate or rally
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12432 Express intent to engage in diplomatic cooperation (such as policy support)
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12433 Appeal for intelligence
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12434 Demand
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12435 Carry out suicide bombing
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12436 Threaten
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12437 Express intent to provide material aid
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12438 Grant diplomatic recognition
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12439 Meet at a 'third' location
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12440 Accuse
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12441 Investigate
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12442 Reject
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12443 Appeal for diplomatic cooperation (such as policy support)
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12444 Engage in symbolic act
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12445 Defy norms, law
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12446 Consider policy option
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12447 Provide aid
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12448 Sexually assault
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12449 Make empathetic comment
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12450 Bring lawsuit against
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12451 Impose blockade, restrict movement
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12452 Make pessimistic comment
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12453 Protest violently, riot
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12454 Reduce or break diplomatic relations
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12455 Grant asylum
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12456 Engage in diplomatic cooperation
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12457 Make optimistic comment
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12458 Torture
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12459 Refuse to yield
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12460 Appeal for change in leadership
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12461 Cooperate militarily
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12462 Mobilize or increase armed forces
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12463 fight with small arms and light weapons
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12464 Ease administrative sanctions
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12465 Appeal for political reform
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12466 Return, release person(s)
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12467 Discuss by telephone
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12468 Demonstrate for leadership change
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12469 Impose restrictions on political freedoms
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12470 Reduce relations
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12471 Investigate crime, corruption
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12472 Engage in material cooperation
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12473 Appeal to others to meet or negotiate
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12474 Provide humanitarian aid
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12475 Use tactics of violent repression
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12476 Occupy territory
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12477 Demand humanitarian aid
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12478 Threaten non-force
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12479 Express intent to cooperate economically
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12480 Conduct suicide, car, or other non-military bombing
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12481 Demand diplomatic cooperation (such as policy support)
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12482 Demand meeting, negotiation
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12483 Deny responsibility
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12484 Express intent to change institutions, regime
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12485 Give ultimatum
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12486 Appeal for judicial cooperation
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12487 Rally support on behalf of
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12488 Obstruct passage, block
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12489 Share intelligence or information
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12490 Expel or deport individuals
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12491 Confiscate property
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12492 Accuse of aggression
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12493 Physically assault
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12494 Retreat or surrender militarily
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12495 Veto
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12496 Kill by physical assault
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12497 Assassinate
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12498 Appeal for change in institutions, regime
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12499 Forgive
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12500 Reject proposal to meet, discuss, or negotiate
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12501 Express intent to provide humanitarian aid
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12502 Appeal for release of persons or property
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12503 Acknowledge or claim responsibility
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12504 Ease economic sanctions, boycott, embargo
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12505 Express intent to cooperate militarily
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12506 Cooperate economically
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12507 Express intent to provide economic aid
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12508 Mobilize or increase police power
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12509 Employ aerial weapons
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12510 Accuse of human rights abuses
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12511 Conduct strike or boycott
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12512 Appeal for policy change
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12513 Demonstrate military or police power
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12514 Provide military aid
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12515 Reject plan, agreement to settle dispute
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12516 Yield
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12517 Appeal for easing of administrative sanctions
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12518 Mediate
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12519 Apologize
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12520 Express intent to release persons or property
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12521 Express intent to de-escalate military engagement
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12522 Accede to demands for rights
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12523 Demand economic aid
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12524 Impose state of emergency or martial law
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12525 Receive deployment of peacekeepers
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12526 Demand de-escalation of military engagement
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12527 Declare truce, ceasefire
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12528 Reduce or stop humanitarian assistance
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12529 Appeal to others to settle dispute
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12530 Reject request for military aid
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12531 Threaten with political dissent, protest
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12532 Appeal to engage in or accept mediation
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12533 Express intent to ease economic sanctions, boycott, or embargo
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12534 Coerce
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12535 fight with artillery and tanks
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12536 Express intent to cooperate on intelligence
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12537 Express intent to settle dispute
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12538 Express accord
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12539 Decline comment
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12540 Rally opposition against
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12541 Halt negotiations
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12542 Demand that target yields
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12543 Appeal for military aid
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12544 Threaten with military force
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12545 Express intent to provide military protection or peacekeeping
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12546 Threaten with sanctions, boycott, embargo
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12547 Express intent to provide military aid
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12548 Demand change in leadership
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12549 Appeal for economic aid
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12550 Refuse to de-escalate military engagement
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12551 Refuse to release persons or property
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12552 Increase police alert status
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12553 Return, release property
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12554 Ease military blockade
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12555 Appeal for material cooperation
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12556 Express intent to cooperate on judicial matters
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12557 Appeal for economic cooperation
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12558 Demand settling of dispute
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12559 Accuse of crime, corruption
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12560 Defend verbally
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12561 Provide military protection or peacekeeping
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12562 Accuse of espionage, treason
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12563 Seize or damage property
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12564 Accede to requests or demands for political reform
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12565 Appeal for easing of economic sanctions, boycott, or embargo
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12566 Threaten to reduce or stop aid
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12567 Engage in judicial cooperation
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12568 Appeal to yield
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12569 Demand military aid
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12570 Refuse to ease administrative sanctions
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12571 Demand release of persons or property
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12572 Accede to demands for change in leadership
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12573 Appeal for humanitarian aid
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12574 Threaten with repression
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12575 Demand change in institutions, regime
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12576 Demonstrate for policy change
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12577 Appeal for aid
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12578 Appeal for rights
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12579 Engage in violent protest for rights
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12580 Express intent to mediate
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12581 Expel or withdraw peacekeepers
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12582 Appeal for military protection or peacekeeping
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12583 Engage in mass killings
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12584 Accuse of war crimes
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12585 Reject military cooperation
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12586 Threaten to halt negotiations
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12587 Ban political parties or politicians
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12588 Express intent to change leadership
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12589 Demand material cooperation
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12590 Express intent to institute political reform
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12591 Demand easing of administrative sanctions
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12592 Express intent to engage in material cooperation
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12593 Reduce or stop economic assistance
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12594 Express intent to ease administrative sanctions
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12595 Demand intelligence cooperation
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12596 Ease curfew
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12597 Receive inspectors
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12598 Demand rights
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12599 Demand political reform
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12600 Demand judicial cooperation
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12601 Engage in political dissent
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12602 Detonate nuclear weapons
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12603 Violate ceasefire
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12604 Express intent to accept mediation
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12605 Refuse to ease economic sanctions, boycott, or embargo
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12606 Demand mediation
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12607 Obstruct passage to demand leadership change
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12608 Express intent to yield
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12609 Conduct hunger strike
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12610 Threaten to halt mediation
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12611 Reject judicial cooperation
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12612 Reduce or stop military assistance
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12613 Ease political dissent
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12614 Threaten to reduce or break relations
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12615 Demobilize armed forces
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12616 Use as human shield
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12617 Demand policy change
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12618 Accede to demands for change in institutions, regime
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12619 Reject economic cooperation
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12620 Reject material cooperation
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12621 Halt mediation
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12622 Accede to demands for change in policy
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12623 Investigate war crimes
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12624 Threaten with administrative sanctions
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12625 Reduce or stop material aid
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12626 Destroy property
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12627 Express intent to change policy
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12628 Use chemical, biological, or radiological weapons
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12629 Reject request for military protection or peacekeeping
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12630 Demand material aid
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12631 Engage in mass expulsion
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12632 Investigate human rights abuses
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12633 Carry out car bombing
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12634 Expel or withdraw
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12635 Ease state of emergency or martial law
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12636 Carry out roadside bombing
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12637 Appeal for target to allow international involvement (non-mediation)
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12638 Reject request for change in leadership
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43
main.py
43
main.py
@ -111,47 +111,48 @@ class Main(object):
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for split in ['train', 'test', 'valid']:
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for split in ['train', 'test', 'valid']:
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for line in open('./data/{}/{}.txt'.format(self.p.dataset, split)):
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for line in open('./data/{}/{}.txt'.format(self.p.dataset, split)):
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sub, rel, obj, *_ = map(str.lower, line.replace('\xa0', '').strip().split('\t'))
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sub, rel, obj, *_ = map(str.lower, line.replace('\xa0', '').strip().split('\t'))
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sub, rel, obj = self.ent2id[sub], self.rel2id[rel], self.ent2id[obj]
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nt_rel = rel.split('[')[0]
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self.data[split].append((sub, rel, obj))
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sub, rel, obj, nt_rel = self.ent2id[sub], self.rel2id[rel], self.ent2id[obj], self.rel2id[nt_rel]
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self.data[split].append((sub, rel, obj, nt_rel))
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if split == 'train':
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if split == 'train':
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sr2o[(sub, rel)].add(obj)
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sr2o[(sub, rel, nt_rel)].add(obj)
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sr2o[(obj, rel+self.p.num_rel)].add(sub)
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sr2o[(obj, rel+self.p.num_rel, nt_rel + self.p.num_rel)].add(sub)
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self.data = dict(self.data)
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self.data = dict(self.data)
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self.sr2o = {k: list(v) for k, v in sr2o.items()}
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self.sr2o = {k: list(v) for k, v in sr2o.items()}
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for split in ['test', 'valid']:
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for split in ['test', 'valid']:
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for sub, rel, obj in self.data[split]:
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for sub, rel, obj, nt_rel in self.data[split]:
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sr2o[(sub, rel)].add(obj)
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sr2o[(sub, rel, nt_rel)].add(obj)
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sr2o[(obj, rel+self.p.num_rel)].add(sub)
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sr2o[(obj, rel+self.p.num_rel, nt_rel + self.p.num_rel)].add(sub)
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self.sr2o_all = {k: list(v) for k, v in sr2o.items()}
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self.sr2o_all = {k: list(v) for k, v in sr2o.items()}
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self.triples = ddict(list)
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self.triples = ddict(list)
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if self.p.train_strategy == 'one_to_n':
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if self.p.train_strategy == 'one_to_n':
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for (sub, rel), obj in self.sr2o.items():
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for (sub, rel, nt_rel), obj in self.sr2o.items():
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self.triples['train'].append(
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self.triples['train'].append(
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{'triple': (sub, rel, -1), 'label': self.sr2o[(sub, rel)], 'sub_samp': 1})
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{'triple': (sub, rel, -1, nt_rel), 'label': self.sr2o[(sub, rel, nt_rel)], 'sub_samp': 1})
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else:
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else:
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for sub, rel, obj in self.data['train']:
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for sub, rel, obj, nt_rel in self.data['train']:
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rel_inv = rel + self.p.num_rel
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rel_inv = rel + self.p.num_rel
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sub_samp = len(self.sr2o[(sub, rel)]) + \
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sub_samp = len(self.sr2o[(sub, rel, nt_rel)]) + \
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len(self.sr2o[(obj, rel_inv)])
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len(self.sr2o[(obj, rel_inv)])
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sub_samp = np.sqrt(1/sub_samp)
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sub_samp = np.sqrt(1/sub_samp)
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self.triples['train'].append({'triple': (
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self.triples['train'].append({'triple': (
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sub, rel, obj), 'label': self.sr2o[(sub, rel)], 'sub_samp': sub_samp})
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sub, rel, obj, nt_rel), 'label': self.sr2o[(sub, rel, nt_rel)], 'sub_samp': sub_samp})
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self.triples['train'].append({'triple': (
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self.triples['train'].append({'triple': (
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obj, rel_inv, sub), 'label': self.sr2o[(obj, rel_inv)], 'sub_samp': sub_samp})
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obj, rel_inv, sub, nt_rel + self.p.num_rel), 'label': self.sr2o[(obj, rel_inv, nt_rel)], 'sub_samp': sub_samp})
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for split in ['test', 'valid']:
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for split in ['test', 'valid']:
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for sub, rel, obj in self.data[split]:
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for sub, rel, obj, nt_rel in self.data[split]:
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rel_inv = rel + self.p.num_rel
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rel_inv = rel + self.p.num_rel
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self.triples['{}_{}'.format(split, 'tail')].append(
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self.triples['{}_{}'.format(split, 'tail')].append(
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{'triple': (sub, rel, obj), 'label': self.sr2o_all[(sub, rel)]})
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{'triple': (sub, rel, obj, nt_rel), 'label': self.sr2o_all[(sub, rel, nt_rel)]})
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self.triples['{}_{}'.format(split, 'head')].append(
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self.triples['{}_{}'.format(split, 'head')].append(
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{'triple': (obj, rel_inv, sub), 'label': self.sr2o_all[(obj, rel_inv)]})
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{'triple': (obj, rel_inv, sub, nt_rel + self.p.num_rel), 'label': self.sr2o_all[(obj, rel_inv, nt_rel + self.p.num_rel)]})
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self.triples = dict(self.triples)
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self.triples = dict(self.triples)
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@ -275,13 +276,13 @@ class Main(object):
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if self.p.train_strategy == 'one_to_x':
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if self.p.train_strategy == 'one_to_x':
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triple, label, neg_ent, sub_samp = [
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triple, label, neg_ent, sub_samp = [
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_.to(self.device) for _ in batch]
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_.to(self.device) for _ in batch]
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return triple[:, 0], triple[:, 1], triple[:, 2], label, neg_ent, sub_samp
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return triple[:, 0], triple[:, 1], triple[:, 2], triple[:, 3], label, neg_ent, sub_samp
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else:
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else:
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triple, label = [_.to(self.device) for _ in batch]
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triple, label = [_.to(self.device) for _ in batch]
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return triple[:, 0], triple[:, 1], triple[:, 2], label, None, None
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return triple[:, 0], triple[:, 1], triple[:, 2], triple[:, 3], label, None, None
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else:
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else:
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triple, label = [_.to(self.device) for _ in batch]
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triple, label = [_.to(self.device) for _ in batch]
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return triple[:, 0], triple[:, 1], triple[:, 2], label
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return triple[:, 0], triple[:, 1], triple[:, 2], triple[:, 3], label
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def save_model(self, save_path):
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def save_model(self, save_path):
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"""
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"""
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@ -474,10 +475,10 @@ class Main(object):
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for step, batch in enumerate(train_iter):
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for step, batch in enumerate(train_iter):
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self.optimizer.zero_grad()
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self.optimizer.zero_grad()
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sub, rel, obj, label, neg_ent, sub_samp = self.read_batch(
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sub, rel, obj, nt_rel, label, neg_ent, sub_samp = self.read_batch(
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batch, 'train')
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batch, 'train')
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pred = self.model.forward(sub, rel, neg_ent, self.p.train_strategy)
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pred = self.model.forward(sub, rel, nt_rel, neg_ent, self.p.train_strategy)
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loss = self.model.loss(pred, label, sub_samp)
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loss = self.model.loss(pred, label, sub_samp)
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loss.backward()
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loss.backward()
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24
models.py
24
models.py
@ -466,6 +466,10 @@ class FouriER(torch.nn.Module):
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self.p.ent_vec_dim, image_h*image_w)
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self.p.ent_vec_dim, image_h*image_w)
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torch.nn.init.xavier_normal_(self.ent_fusion.weight)
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torch.nn.init.xavier_normal_(self.ent_fusion.weight)
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self.ent_attn = torch.nn.Linear(
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128, 128)
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torch.nn.init.xavier_normal_(self.ent_attn.weight)
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|
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self.rel_fusion = torch.nn.Linear(
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self.rel_fusion = torch.nn.Linear(
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self.p.rel_vec_dim, image_h*image_w)
|
self.p.rel_vec_dim, image_h*image_w)
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torch.nn.init.xavier_normal_(self.rel_fusion.weight)
|
torch.nn.init.xavier_normal_(self.rel_fusion.weight)
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@ -548,7 +552,14 @@ class FouriER(torch.nn.Module):
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# output only the features of last layer for image classification
|
# output only the features of last layer for image classification
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return x
|
return x
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||||||
|
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||||||
def forward(self, sub, rel, neg_ents, strategy='one_to_x'):
|
def fuse_attention(self, s_embedding, l_embedding):
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|
w1 = self.ent_attn(torch.tanh(s_embedding))
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|
w2 = self.ent_attn(torch.tanh(l_embedding))
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|
aff = F.softmax(torch.cat((w1,w2),1), 1)
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|
en_embedding = aff[:,0].unsqueeze(1) * s_embedding + aff[:, 1].unsqueeze(1) * l_embedding
|
||||||
|
return en_embedding
|
||||||
|
|
||||||
|
def forward(self, sub, rel, nt_rel, neg_ents, strategy='one_to_x'):
|
||||||
sub_emb = self.ent_fusion(self.ent_embed(sub))
|
sub_emb = self.ent_fusion(self.ent_embed(sub))
|
||||||
rel_emb = self.rel_fusion(self.rel_embed(rel))
|
rel_emb = self.rel_fusion(self.rel_embed(rel))
|
||||||
comb_emb = torch.stack([sub_emb.view(-1, self.p.image_h, self.p.image_w), rel_emb.view(-1, self.p.image_h, self.p.image_w)], dim=1)
|
comb_emb = torch.stack([sub_emb.view(-1, self.p.image_h, self.p.image_w), rel_emb.view(-1, self.p.image_h, self.p.image_w)], dim=1)
|
||||||
@ -557,6 +568,17 @@ class FouriER(torch.nn.Module):
|
|||||||
z = self.forward_embeddings(y)
|
z = self.forward_embeddings(y)
|
||||||
z = self.forward_tokens(z)
|
z = self.forward_tokens(z)
|
||||||
z = z.mean([-2, -1])
|
z = z.mean([-2, -1])
|
||||||
|
|
||||||
|
nt_rel_emb = self.rel_fusion(self.rel_embed(nt_rel))
|
||||||
|
comb_emb_1 = torch.stack([sub_emb.view(-1, self.p.image_h, self.p.image_w), nt_rel_emb.view(-1, self.p.image_h, self.p.image_w)], dim=1)
|
||||||
|
y_1 = comb_emb_1.view(-1, 2, self.p.image_h, self.p.image_w)
|
||||||
|
y_1 = self.bn0(y_1)
|
||||||
|
z_1 = self.forward_embeddings(y_1)
|
||||||
|
z_1 = self.forward_tokens(z_1)
|
||||||
|
z_1 = z_1.mean([-2, -1])
|
||||||
|
|
||||||
|
z = self.fuse_attention(z, z_1)
|
||||||
|
|
||||||
z = self.norm(z)
|
z = self.norm(z)
|
||||||
x = self.head(z)
|
x = self.head(z)
|
||||||
x = self.hidden_drop(x)
|
x = self.hidden_drop(x)
|
||||||
|
Loading…
Reference in New Issue
Block a user