[
  {
    "path": "README.md",
    "content": "# pLogicNet\nThis is an implementation of the model from the paper [Probabilistic Logic Neural Networks for Reasoning](https://arxiv.org/abs/1906.08495).\n\n## Usage\nIn our repo, four benchmark datasets are provided, including FB15k, FB15k-237, WN18, WN18RR. Those datasets are available in the ```data``` folder. The folder ```kge``` provides the codes for knowledge graph embedding, and the folder ```mln``` gives an implementation of the Markov logic network, in which four rule patterns are considered, including the composition rule, symmetric rule, inverse rule and subrelation rule.\n\nSince the MLN module is written in C++, we need to compile the MLN codes before running the program. To compile the codes, we can enter the ```mln```  folder and execute the following command:\n```\ng++ -O3 mln.cpp -o mln -lpthread\n```\nAfterwards, we can run pLogicNet by using the script ```run.py``` in the main folder.\n\nDuring training, the program will create a saving folder in ```record``` to save the intermediate outputs and the results, and the folder is named as the time when the job is submitted. For each iteration, the program will create a subfolder inside the saving folder. In each subfolder, the result of pLogicNet on validation set, the result of pLogicNet on test set and the result of pLogicNet* on test set are saved into ```result_kge_valid.txt```, ```result_kge.txt``` and ```result_kge_mln.txt``` respectively. Based on the validation results, we can then pick up the best model, and use it for evaluation or apply it to other knowledge graphs for link prediction.\n\n## Acknowledgement\nThe knowledge graph embedding codes in the ```kge``` folder are from the nice repo [KnowledgeGraphEmbedding](https://github.com/DeepGraphLearning/KnowledgeGraphEmbedding), where many knowledge graph embedding algorithms are implemented.\n\n## Citation\nPlease consider citing the following paper if you find our codes helpful. Thank you!\n```\n@inproceedings{qu2019probabilistic,\n  title={Probabilistic Logic Neural Networks for Reasoning},\n  author={Qu, Meng and Tang, Jian},\n  booktitle={Advances in neural information processing systems},\n  year={2019}\n}\n```\n\n\n"
  },
  {
    "path": "data/FB15k/entities.dict",
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  {
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1237\t/book/periodical/publisher./book/periodical_publisher_period/publisher\n1238\t/tv/tv_series_season/series\n1239\t/government/election/office\n1240\t/base/schemastaging/tv_character_extra/regular_dubbing_performances./base/schemastaging/tv_star_dubbing_performance/program\n1241\t/visual_art/artwork/art_subject\n1242\t/sports/pro_athlete/teams./ice_hockey/hockey_previous_roster_position/team\n1243\t/medicine/drug/drug_class\n1244\t/sports/sports_position/players./basketball/basketball_roster_position/team\n1245\t/theater/play/genre\n1246\t/tv/tv_program/regular_cast./tv/regular_tv_appearance/seasons\n1247\t/base/argumentmaps/innovator/original_ideas\n1248\t/government/governmental_jurisdiction/governing_officials./government/government_position_held/district_represented\n1249\t/visual_art/visual_art_form/artworks\n1250\t/sports/sports_team/roster./ice_hockey/hockey_previous_roster_position/player\n1251\t/base/events/type_of_festival/recurring_festivals_of_this_type\n1252\t/organization/organization_type/organizations_of_this_type\n1253\t/celebrities/celebrity/sexual_relationships./celebrities/romantic_relationship/celebrity\n1254\t/ice_hockey/hockey_team/historical_roster./ice_hockey/hockey_previous_roster_position/player\n1255\t/government/governmental_body/members./government/government_position_held/legislative_sessions\n1256\t/base/yalebase/secret_society/notable_members./base/yalebase/secret_society_membership/member\n1257\t/education/educational_institution/students_graduates./education/education/minor\n1258\t/fictional_universe/fictional_character/place_of_birth\n1259\t/military/armed_force/military_posts./military/military_post_use/military_post\n1260\t/business/business_operation/current_liabilities./measurement_unit/dated_money_value/currency\n1261\t/base/crime/crime/victim_s\n1262\t/music/artist/album\n1263\t/cvg/game_voice_actor/computer_game_voice_performances./cvg/game_performance/character\n1264\t/government/governmental_jurisdiction/governing_officials./government/government_position_held/governmental_body\n1265\t/base/fight/crime_type/people_convicted_of_this_crime./base/crime/criminal_conviction/convicted_person\n1266\t/organization/organization/board_members./organization/organization_board_membership/role\n1267\t/award/award_ceremony/awards_presented./award/award_honor/honored_for\n1268\t/government/government_agency/jurisdiction\n1269\t/sports/sports_team/roster./american_football/football_roster_position/position\n1270\t/visual_art/visual_artist/art_forms\n1271\t/film/film/written_by\n1272\t/olympics/olympic_participating_country/medals_won./olympics/olympic_medal_honor/medalist\n1273\t/user/radiusrs/default_domain/astrology/related_topics\n1274\t/baseball/baseball_position/players\n1275\t/sports/sports_position/players./soccer/football_roster_position/player\n1276\t/sports/sports_league_season/awards./sports/sports_award/award\n1277\t/location/hud_foreclosure_area/estimated_number_of_mortgages./measurement_unit/dated_integer/source\n1278\t/time/recurring_event/instances\n1279\t/military/military_person/service./military/military_service/military_force\n1280\t/broadcast/radio_format/stations\n1281\t/government/governmental_body/offices_positions\n1282\t/user/robert/us_congress/us_representative/congressional_caucus_memberships\n1283\t/base/biblioness/bibs_location/state\n1284\t/baseball/baseball_team/current_roster./baseball/baseball_roster_position/player\n1285\t/people/person/parents\n1286\t/biology/organism_classification/rank\n1287\t/book/newspaper_owner/newspapers_owned\n1288\t/education/educational_degree/people_with_this_degree./education/education/minor\n1289\t/food/ingredient/dishes\n1290\t/tv/tv_program/tv_producer./tv/tv_producer_term/producer\n1291\t/soccer/football_player/current_team./soccer/football_roster_position/team\n1292\t/ice_hockey/hockey_team/current_roster./ice_hockey/hockey_roster_position/position\n1293\t/people/deceased_person/cause_of_death\n1294\t/base/patronage/patron/related_client./base/patronage/patron_client_relationship/client\n1295\t/language/human_language/countries_spoken_in\n1296\t/base/fight/crime_type/victims_of_this_crime_type\n1297\t/dining/cuisine/restaurant\n1298\t/american_football/football_team/historical_coaching_staff./american_football/football_historical_coach_position/position\n1299\t/user/robert/us_congress/congressional_district/state\n1300\t/broadcast/content/producer\n1301\t/base/schemastaging/tv_program_extra/regular_dubbing_performances./base/schemastaging/tv_star_dubbing_performance/language\n1302\t/location/place_with_neighborhoods/neighborhoods\n1303\t/music/instrument/family\n1304\t/people/person/languages\n1305\t/cvg/computer_videogame/cvg_genre\n1306\t/award/hall_of_fame/inductees./award/hall_of_fame_induction/inductee\n1307\t/book/written_work/subjects\n1308\t/tv/tv_character/appeared_in_tv_program./tv/regular_tv_appearance/series\n1309\t/people/marriage_union_type/unions_of_this_type./people/marriage/spouse\n1310\t/american_football/football_player/current_team./sports/sports_team_roster/team\n1311\t/tv/tv_character/appeared_in_tv_episodes./tv/tv_guest_role/actor\n1312\t/base/endorsements/endorsing_newspaper/endorsements./base/endorsements/newspaper_endorsement/endorsee\n1313\t/basketball/basketball_player/former_teams./sports/sports_team_roster/team\n1314\t/music/genre/subgenre\n1315\t/tv/tv_program/filming_locations\n1316\t/business/board_member/organization_board_memberships./organization/organization_board_membership/role\n1317\t/user/jg/default_domain/olympic_games/sports\n1318\t/organization/organization/spin_offs./organization/organization_spin_off/child_company\n1319\t/olympics/olympic_athlete/country./olympics/olympic_athlete_affiliation/country\n1320\t/base/popstra/celebrity/wears./base/popstra/fashion_choice/designer\n1321\t/organization/organization/phone_number./common/phone_number/category\n1322\t/sports/sports_position/players./american_football/football_historical_roster_position/player\n1323\t/sports/school_sports_team/school\n1324\t/government/political_appointer/appointees./government/government_position_held/jurisdiction_of_office\n1325\t/film/film_story_contributor/film_story_credits\n1326\t/tv/tv_genre/programs\n1327\t/tv/tv_producer/programs_produced./tv/tv_producer_term/program\n1328\t/user/narphorium/people/wealthy_person/net_worth./measurement_unit/dated_money_value/currency\n1329\t/base/argumentmaps/abstract_moral_dispute/particular_instances\n1330\t/royalty/royal_line/kingdom_s_ruled\n1331\t/user/alexander/philosophy/era/philosophers\n1332\t/cvg/game_series/games_in_series\n1333\t/business/business_operation/net_profit./measurement_unit/dated_money_value/currency\n1334\t/music/group_member/membership./music/group_membership/role\n1335\t/basketball/basketball_team/historical_roster./sports/sports_team_roster/player\n1336\t/american_football/football_player/games./american_football/player_game_statistics/team\n1337\t/medicine/symptom/symptom_of\n1338\t/people/profession/people_with_this_profession\n1339\t/comic_books/comic_book_creator/characters_created\n1340\t/architecture/architect/structures_designed\n1341\t/fictional_universe/fictional_character/gender\n1342\t/sports/pro_athlete/teams./american_football/football_roster_position/position\n1343\t/award/ranked_item/appears_in_ranked_lists./award/ranking/list\n1344\t/government/government_office_category/officeholders./government/government_position_held/district_represented\n"
  },
  {
    "path": "data/FB15k/test.txt",
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  },
  {
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  {
    "path": "data/FB15k-237/README.txt",
    "content": "FB15K-237 Knowledge Base Completion Dataset\r\n\r\nThis dataset contains knowledge base relation triples and textual mentions of Freebase entity pairs, as used in the work published in [1] and [2]. \r\nThe knowledge base triples are a subset of the FB15K set [3], originally derived from Freebase. The textual mentions are derived from 200 million sentences from the ClueWeb12 [5] corpus coupled with Freebase entity mention annotations [4].\r\n\r\n\r\nFILE FORMAT DETAILS\r\n\r\nThe files train.txt, valid.txt, and test.text contain the training, development, and test set knowledge base triples used in both [1] and [2].\r\nThe file text_cvsc.txt contains the textual triples used in [2] and the file text_emnlp.txt contains the textual triples used in [1].\r\n\r\nThe knowledge base triples contain lines like this:\r\n\r\n/m/0grwj\t/people/person/profession\t/m/05sxg2\r\n\r\nThe format is:\r\n\r\nmid1\trelation\tmid2\r\n\r\nThe separator is a tab character; the mids are Freebase ids of entities, and the relation is a single or a two-hop relation from Freebase, where an intermediate complex value type entity has been collapsed out.\r\n\r\nThe textual mentions files have lines like this:\r\n\r\n/m/02qkt        [XXX]:<-nn>:fact:<-pobj>:in:<-prep>:game:<-nsubj>:'s:<ccomp>:pivot:<nsubj>:[YYY]    /m/05sb1    3\r\n\r\nThis indicates the mids of two Freebase entities, together with a fully lexicalized dependency path between the entities. The last element in the tuple is the number of occurrences of the specified entity pair with the given dependency path in sentences from ClueWeb12.\r\nThe dependency paths are specified as sequences of words (like the word \"fact\" above) and labeled dependency links (like <nsubj> above). The direction of traversal of a dependency arc is indicated by whether there is a - sign in front of the arc label \"e.g.\" <-nsubj> vs <nsubj>.\r\n\r\n\r\nREFERENCES\r\n\r\n[1] Kristina Toutanova, Danqi Chen, Patrick Pantel, Hoifung Poon, Pallavi Choudhury, and Michael Gamon. Representing text for joint embedding of text and knowledge bases.  In Proceedings of EMNLP 2015.\r\n[2] Kristina Toutanova and Danqi Chen. Observed versus latent features for knowledge base and text inference. In Proceedings of the 3rd Workshop on Continuous Vector Space Models and Their Compositionality 2015.\r\n[3] Antoine Bordes, Nicolas Usunier, Alberto Garcia Duran, Jason Weston, and Oksana Yakhnenko.  Translating embeddings for modeling multirelational data. In Advances in Neural Information Processing Systems (NIPS) 2013.\r\n[4] Evgeniy Gabrilovich, Michael Ringgaard, and Amarnag Subramanya. FACC1: Freebase annotation of ClueWeb corpora, Version 1 (release date 2013-06-26, format version 1, correction level 0). http://lemurproject.org/clueweb12/FACC1/\r\n[5] http://lemurproject.org/clueweb12/\r\n\r\n\r\nCONTACT\r\n\r\nPlease contact Kristina Toutanova kristout@microsoft.com if you have questions about the dataset.\r\n"
  },
  {
    "path": "data/FB15k-237/entities.dict",
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  },
  {
    "path": "data/FB15k-237/relations.dict",
    "content": "0\t/organization/organization/headquarters./location/mailing_address/state_province_region\n1\t/education/educational_institution/colors\n2\t/people/person/profession\n3\t/film/film/costume_design_by\n4\t/film/film/genre\n5\t/celebrities/celebrity/celebrity_friends./celebrities/friendship/friend\n6\t/tv/tv_producer/programs_produced./tv/tv_producer_term/producer_type\n7\t/film/film/executive_produced_by\n8\t/sports/sports_team/roster./basketball/basketball_roster_position/position\n9\t/award/award_nominee/award_nominations./award/award_nomination/nominated_for\n10\t/award/award_category/winners./award/award_honor/award_winner\n11\t/award/award_winner/awards_won./award/award_honor/award_winner\n12\t/music/artist/origin\n13\t/food/food/nutrients./food/nutrition_fact/nutrient\n14\t/film/film/distributors./film/film_film_distributor_relationship/region\n15\t/time/event/instance_of_recurring_event\n16\t/sports/professional_sports_team/draft_picks./sports/sports_league_draft_pick/school\n17\t/film/film/language\n18\t/location/statistical_region/places_exported_to./location/imports_and_exports/exported_to\n19\t/music/group_member/membership./music/group_membership/group\n20\t/tv/tv_network/programs./tv/tv_network_duration/program\n21\t/award/award_winning_work/awards_won./award/award_honor/award_winner\n22\t/people/person/places_lived./people/place_lived/location\n23\t/travel/travel_destination/climate./travel/travel_destination_monthly_climate/month\n24\t/broadcast/content/artist\n25\t/base/americancomedy/celebrity_impressionist/celebrities_impersonated\n26\t/base/popstra/celebrity/breakup./base/popstra/breakup/participant\n27\t/organization/organization/place_founded\n28\t/people/person/employment_history./business/employment_tenure/company\n29\t/location/statistical_region/gdp_nominal_per_capita./measurement_unit/dated_money_value/currency\n30\t/people/person/place_of_birth\n31\t/location/location/contains\n32\t/base/popstra/celebrity/dated./base/popstra/dated/participant\n33\t/user/ktrueman/default_domain/international_organization/member_states\n34\t/government/legislative_session/members./government/government_position_held/legislative_sessions\n35\t/film/film/estimated_budget./measurement_unit/dated_money_value/currency\n36\t/organization/non_profit_organization/registered_with./organization/non_profit_registration/registering_agency\n37\t/organization/organization/headquarters./location/mailing_address/country\n38\t/base/biblioness/bibs_location/country\n39\t/education/educational_institution/students_graduates./education/education/student\n40\t/music/group_member/membership./music/group_membership/role\n41\t/location/administrative_division/country\n42\t/award/ranked_item/appears_in_ranked_lists./award/ranking/list\n43\t/base/eating/practicer_of_diet/diet\n44\t/film/special_film_performance_type/film_performance_type./film/performance/film\n45\t/award/award_nominated_work/award_nominations./award/award_nomination/nominated_for\n46\t/film/director/film\n47\t/base/x2010fifaworldcupsouthafrica/world_cup_squad/current_world_cup_squad./base/x2010fifaworldcupsouthafrica/current_world_cup_squad/current_club\n48\t/olympics/olympic_games/participating_countries\n49\t/music/performance_role/regular_performances./music/group_membership/role\n50\t/music/artist/track_contributions./music/track_contribution/role\n51\t/base/aareas/schema/administrative_area/administrative_area_type\n52\t/film/film/distributors./film/film_film_distributor_relationship/film_distribution_medium\n53\t/olympics/olympic_games/sports\n54\t/soccer/football_team/current_roster./soccer/football_roster_position/position\n55\t/olympics/olympic_participating_country/athletes./olympics/olympic_athlete_affiliation/olympics\n56\t/military/military_combatant/military_conflicts./military/military_combatant_group/combatants\n57\t/tv/tv_personality/tv_regular_appearances./tv/tv_regular_personal_appearance/program\n58\t/common/topic/webpage./common/webpage/category\n59\t/music/genre/artists\n60\t/film/film/featured_film_locations\n61\t/location/location/adjoin_s./location/adjoining_relationship/adjoins\n62\t/sports/sports_team/colors\n63\t/tv/tv_program/program_creator\n64\t/business/business_operation/operating_income./measurement_unit/dated_money_value/currency\n65\t/ice_hockey/hockey_team/current_roster./sports/sports_team_roster/position\n66\t/film/film/prequel\n67\t/organization/endowed_organization/endowment./measurement_unit/dated_money_value/currency\n68\t/film/film_set_designer/film_sets_designed\n69\t/film/film/film_art_direction_by\n70\t/language/human_language/countries_spoken_in\n71\t/people/marriage_union_type/unions_of_this_type./people/marriage/location_of_ceremony\n72\t/tv/tv_writer/tv_programs./tv/tv_program_writer_relationship/tv_program\n73\t/government/political_party/politicians_in_this_party./government/political_party_tenure/politician\n74\t/sports/sports_team/roster./american_football/football_historical_roster_position/position_s\n75\t/film/film/release_date_s./film/film_regional_release_date/film_release_region\n76\t/film/film/release_date_s./film/film_regional_release_date/film_regional_debut_venue\n77\t/award/award_winning_work/awards_won./award/award_honor/honored_for\n78\t/location/capital_of_administrative_division/capital_of./location/administrative_division_capital_relationship/administrative_division\n79\t/location/hud_foreclosure_area/estimated_number_of_mortgages./measurement_unit/dated_integer/source\n80\t/award/award_category/winners./award/award_honor/ceremony\n81\t/people/person/languages\n82\t/film/actor/film./film/performance/film\n83\t/business/business_operation/revenue./measurement_unit/dated_money_value/currency\n84\t/base/petbreeds/city_with_dogs/top_breeds./base/petbreeds/dog_city_relationship/dog_breed\n85\t/sports/sports_team_location/teams\n86\t/film/film/music\n87\t/sports/professional_sports_team/draft_picks./sports/sports_league_draft_pick/draft\n88\t/education/educational_institution/students_graduates./education/education/major_field_of_study\n89\t/people/ethnicity/geographic_distribution\n90\t/sports/sports_league/teams./sports/sports_league_participation/team\n91\t/education/educational_degree/people_with_this_degree./education/education/student\n92\t/government/politician/government_positions_held./government/government_position_held/jurisdiction_of_office\n93\t/base/aareas/schema/administrative_area/capital\n94\t/film/film/film_production_design_by\n95\t/user/jg/default_domain/olympic_games/sports\n96\t/award/award_category/category_of\n97\t/education/educational_institution/school_type\n98\t/sports/sports_team/roster./baseball/baseball_roster_position/position\n99\t/tv/tv_producer/programs_produced./tv/tv_producer_term/program\n100\t/location/us_county/county_seat\n101\t/education/university/fraternities_and_sororities\n102\t/film/film/other_crew./film/film_crew_gig/crewmember\n103\t/military/military_conflict/combatants./military/military_combatant_group/combatants\n104\t/base/popstra/celebrity/canoodled./base/popstra/canoodled/participant\n105\t/education/educational_degree/people_with_this_degree./education/education/institution\n106\t/organization/organization/child./organization/organization_relationship/child\n107\t/travel/travel_destination/how_to_get_here./travel/transportation/mode_of_transportation\n108\t/award/award_category/nominees./award/award_nomination/nominated_for\n109\t/medicine/symptom/symptom_of\n110\t/people/ethnicity/people\n111\t/film/film/other_crew./film/film_crew_gig/film_crew_role\n112\t/government/governmental_body/members./government/government_position_held/legislative_sessions\n113\t/business/business_operation/industry\n114\t/film/film/country\n115\t/people/profession/specialization_of\n116\t/location/hud_county_place/place\n117\t/organization/role/leaders./organization/leadership/organization\n118\t/music/instrument/instrumentalists\n119\t/time/event/locations\n120\t/film/film/produced_by\n121\t/music/performance_role/track_performances./music/track_contribution/role\n122\t/film/film/runtime./film/film_cut/film_release_region\n123\t/olympics/olympic_sport/athletes./olympics/olympic_athlete_affiliation/country\n124\t/tv/tv_program/regular_cast./tv/regular_tv_appearance/actor\n125\t/award/award_nominee/award_nominations./award/award_nomination/award\n126\t/people/person/spouse_s./people/marriage/type_of_union\n127\t/film/actor/dubbing_performances./film/dubbing_performance/language\n128\t/sports/sports_position/players./sports/sports_team_roster/team\n129\t/award/award_ceremony/awards_presented./award/award_honor/honored_for\n130\t/sports/sports_team/sport\n131\t/tv/tv_program/country_of_origin\n132\t/award/award_category/disciplines_or_subjects\n133\t/base/popstra/celebrity/friendship./base/popstra/friendship/participant\n134\t/people/ethnicity/languages_spoken\n135\t/tv/tv_program/genre\n136\t/education/educational_degree/people_with_this_degree./education/education/major_field_of_study\n137\t/people/person/sibling_s./people/sibling_relationship/sibling\n138\t/business/business_operation/assets./measurement_unit/dated_money_value/currency\n139\t/olympics/olympic_games/medals_awarded./olympics/olympic_medal_honor/medal\n140\t/film/film/edited_by\n141\t/film/actor/film./film/performance/special_performance_type\n142\t/education/educational_institution_campus/educational_institution\n143\t/film/film/written_by\n144\t/sports/sports_position/players./sports/sports_team_roster/position\n145\t/base/schemastaging/organization_extra/phone_number./base/schemastaging/phone_sandbox/service_location\n146\t/film/film/personal_appearances./film/personal_film_appearance/person\n147\t/user/tsegaran/random/taxonomy_subject/entry./user/tsegaran/random/taxonomy_entry/taxonomy\n148\t/people/person/gender\n149\t/people/deceased_person/place_of_death\n150\t/location/statistical_region/rent50_2./measurement_unit/dated_money_value/currency\n151\t/music/performance_role/guest_performances./music/recording_contribution/performance_role\n152\t/olympics/olympic_participating_country/medals_won./olympics/olympic_medal_honor/medal\n153\t/dataworld/gardening_hint/split_to\n154\t/location/country/capital\n155\t/award/award_winning_work/awards_won./award/award_honor/award\n156\t/tv/tv_program/tv_producer./tv/tv_producer_term/producer_type\n157\t/base/biblioness/bibs_location/state\n158\t/influence/influence_node/peers./influence/peer_relationship/peers\n159\t/film/film/story_by\n160\t/location/administrative_division/first_level_division_of\n161\t/baseball/baseball_team/team_stats./baseball/baseball_team_stats/season\n162\t/award/hall_of_fame/inductees./award/hall_of_fame_induction/inductee\n163\t/sports/sports_team/roster./american_football/football_roster_position/position\n164\t/base/schemastaging/organization_extra/phone_number./base/schemastaging/phone_sandbox/service_language\n165\t/sports/sports_position/players./american_football/football_historical_roster_position/position_s\n166\t/media_common/netflix_genre/titles\n167\t/people/person/spouse_s./people/marriage/spouse\n168\t/people/cause_of_death/people\n169\t/organization/organization_founder/organizations_founded\n170\t/government/government_office_category/officeholders./government/government_position_held/jurisdiction_of_office\n171\t/tv/tv_program/languages\n172\t/base/popstra/location/vacationers./base/popstra/vacation_choice/vacationer\n173\t/influence/influence_node/influenced_by\n174\t/location/country/second_level_divisions\n175\t/sports/sport/pro_athletes./sports/pro_sports_played/athlete\n176\t/government/legislative_session/members./government/government_position_held/district_represented\n177\t/olympics/olympic_sport/athletes./olympics/olympic_athlete_affiliation/olympics\n178\t/medicine/disease/risk_factors\n179\t/award/award_ceremony/awards_presented./award/award_honor/award_winner\n180\t/american_football/football_team/current_roster./sports/sports_team_roster/position\n181\t/music/artist/contribution./music/recording_contribution/performance_role\n182\t/education/educational_institution/campuses\n183\t/location/country/form_of_government\n184\t/base/marchmadness/ncaa_basketball_tournament/seeds./base/marchmadness/ncaa_tournament_seed/team\n185\t/education/field_of_study/students_majoring./education/education/major_field_of_study\n186\t/people/person/nationality\n187\t/film/film/release_date_s./film/film_regional_release_date/film_release_distribution_medium\n188\t/film/film/film_format\n189\t/soccer/football_player/current_team./sports/sports_team_roster/team\n190\t/government/politician/government_positions_held./government/government_position_held/legislative_sessions\n191\t/film/film/cinematography\n192\t/people/deceased_person/place_of_burial\n193\t/base/aareas/schema/administrative_area/administrative_parent\n194\t/music/genre/parent_genre\n195\t/sports/sports_league_draft/picks./sports/sports_league_draft_pick/school\n196\t/location/statistical_region/religions./location/religion_percentage/religion\n197\t/location/location/time_zones\n198\t/olympics/olympic_participating_country/medals_won./olympics/olympic_medal_honor/olympics\n199\t/film/film_distributor/films_distributed./film/film_film_distributor_relationship/film\n200\t/film/film/dubbing_performances./film/dubbing_performance/actor\n201\t/organization/organization/headquarters./location/mailing_address/citytown\n202\t/sports/pro_athlete/teams./sports/sports_team_roster/team\n203\t/education/university/local_tuition./measurement_unit/dated_money_value/currency\n204\t/music/record_label/artist\n205\t/business/job_title/people_with_this_title./business/employment_tenure/company\n206\t/music/instrument/family\n207\t/user/alexander/philosophy/philosopher/interests\n208\t/location/statistical_region/gdp_real./measurement_unit/adjusted_money_value/adjustment_currency\n209\t/tv/non_character_role/tv_regular_personal_appearances./tv/tv_regular_personal_appearance/person\n210\t/location/hud_county_place/county\n211\t/government/politician/government_positions_held./government/government_position_held/basic_title\n212\t/base/schemastaging/organization_extra/phone_number./base/schemastaging/phone_sandbox/contact_category\n213\t/people/person/religion\n214\t/education/university/domestic_tuition./measurement_unit/dated_money_value/currency\n215\t/award/award_nominee/award_nominations./award/award_nomination/award_nominee\n216\t/music/performance_role/regular_performances./music/group_membership/group\n217\t/education/university/international_tuition./measurement_unit/dated_money_value/currency\n218\t/film/film/film_festivals\n219\t/location/statistical_region/gdp_nominal./measurement_unit/dated_money_value/currency\n220\t/base/saturdaynightlive/snl_cast_member/seasons./base/saturdaynightlive/snl_season_tenure/cast_members\n221\t/education/field_of_study/students_majoring./education/education/student\n222\t/location/statistical_region/gni_per_capita_in_ppp_dollars./measurement_unit/dated_money_value/currency\n223\t/base/localfood/seasonal_month/produce_available./base/localfood/produce_availability/seasonal_months\n224\t/film/film_subject/films\n225\t/soccer/football_team/current_roster./sports/sports_team_roster/position\n226\t/location/location/partially_contains\n227\t/celebrities/celebrity/sexual_relationships./celebrities/romantic_relationship/celebrity\n228\t/people/person/spouse_s./people/marriage/location_of_ceremony\n229\t/base/culturalevent/event/entity_involved\n230\t/organization/organization_member/member_of./organization/organization_membership/organization\n231\t/base/locations/continents/countries_within\n232\t/location/country/official_language\n233\t/film/film/production_companies\n234\t/base/schemastaging/person_extra/net_worth./measurement_unit/dated_money_value/currency\n235\t/medicine/disease/notable_people_with_this_condition\n236\t/film/person_or_entity_appearing_in_film/films./film/personal_film_appearance/type_of_appearance\n"
  },
  {
    "path": "data/FB15k-237/test.txt",
    "content": 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  },
  {
    "path": "data/FB15k-237/valid.txt",
    "content": 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  },
  {
    "path": "data/wn18/README",
    "content": "---------------------------------------------- \n-- WORDNET TENSOR DATA -- A. Bordes -- 2013 --\n----------------------------------------------\n\n------------------\nOUTLINE:\n1. Introduction\n2. Content\n3. Data Format\n4. Data Statistics\n5. How to Cite\n6. License\n7. Contact\n-------------------\n\n\n1. INTRODUCTION:\n\nThis WORDNET TENSOR DATA consists of a collection of triplets (synset, relation_type, \ntriplet) extracted from WordNet 3.0 (http://wordnet.princeton.edu). This data set can \nbe seen as a 3-mode tensor depicting ternary relationships between synsets. \n\n\n2. CONTENT:\n\nThe data archive contains 6 files:\n  - README 3K\n  - wordnet-mlj12-definitions.txt 4,2M\n  - wordnet-mlj12-train.txt 4,5M\n  - wordnet-mlj12-valid.txt 165K\n  - wordnet-mlj12-test.txt 165K\n\nThe 3 files wordnet-mlj12-*.txt contain the triplets (training, validation\nand test sets), while the file wordnet-mlj12-definitions.txt lists the WordNet \nsynsets definitions.\n\n\n3. DATA FORMAT\n\nThe definitions file (wordnet-mlj12-definitions.txt) contains one synset \nper line with the following format: synset_id (a 8-digit unique identifier)\nintelligible name (word+POS_tag+sense_index), definition. The previous 3\npieces of information are separated by a tab ('\\t').\n\nAll wordnet-mlj12-*.txt files contain one triplet per line, with 2 synset_ids \nand relation type identifier in a tab separated format. The first element is the \nsynset_id of the left hand side of the relation triple, the third one is the \nsynset_id of the right hand side and the second element is the name of the type \nof relations between them.\n\n\n4. DATA STATISTICS\n\nThere are 40,943 synsets and 18 relation types among them. The training set contains \n141,442 triplets, the validation set 5,000 and the test set 5,000.\n\nAll triplets are unique and we made sure that all synsets appearing in\nthe validation or test sets were occurring in the training set.\n\n5. HOW TO CITE\n\nWhen using this data, one should cite the original paper:\n  @article{bordes-mlj13,\n    title = {A Semantic Matching Energy Function for Learning with Multi-relational Data},\n    author = {Antoine Bordes and Xavier Glorot and Jason Weston and Yoshua Bengio},\n    journal={Machine Learning},\n    publisher={Springer},\n    year={2013},\n    note={to appear}\n  }\n\nOne should also point at the project page with either the long URL:\nhttps://www.hds.utc.fr/everest/doku.php?id=en:smemlj12 , or the short\none: http://goo.gl/bHWsK .\n\n6. LICENSE:\n\nWordNet data follows the attach license agreement.\n\n7. CONTACT\n\nFor all remarks or questions please contact Antoine Bordes: antoine\n(dot) bordes (at) utc (dot) fr .\n\n\n\n"
  },
  {
    "path": "data/wn18/Wordnet3.0-LICENSE",
    "content": "WordNet Release 3.0 This software and database is being provided to you, the LICENSEE, by Princeton University under the following license. By obtaining, using and/or copying this software and database, you agree that you have read, understood, and will comply with these terms and conditions.: Permission to use, copy, modify and distribute this software and database and its documentation for any purpose and without fee or royalty is hereby granted, provided that you agree to comply with the following copyright notice and statements, including the disclaimer, and that the same appear on ALL copies of the software, database and documentation, including modifications that you make for internal use or for distribution. WordNet 3.0 Copyright 2006 by Princeton University. All rights reserved. THIS SOFTWARE AND DATABASE IS PROVIDED \"AS IS\" AND PRINCETON UNIVERSITY MAKES NO REPRESENTATIONS OR WARRANTIES, EXPRESS OR IMPLIED. BY WAY OF EXAMPLE, BUT NOT LIMITATION, PRINCETON UNIVERSITY MAKES NO REPRESENTATIONS OR WARRANTIES OF MERCHANT- ABILITY OR FITNESS FOR ANY PARTICULAR PURPOSE OR THAT THE USE OF THE LICENSED SOFTWARE, DATABASE OR DOCUMENTATION WILL NOT INFRINGE ANY THIRD PARTY PATENTS, COPYRIGHTS, TRADEMARKS OR OTHER RIGHTS. The name of Princeton University or Princeton may not be used in advertising or publicity pertaining to distribution of the software and/or database. Title to copyright in this software, database and any associated documentation shall at all times remain with Princeton University and LICENSEE agrees to preserve same."
  },
  {
    "path": "data/wn18/entities.dict",
    "content": 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  },
  {
    "path": "data/wn18/relations.dict",
    "content": "0\t_member_of_domain_topic\n1\t_has_part\n2\t_synset_domain_usage_of\n3\t_synset_domain_region_of\n4\t_member_of_domain_region\n5\t_member_meronym\n6\t_part_of\n7\t_verb_group\n8\t_derivationally_related_form\n9\t_instance_hypernym\n10\t_instance_hyponym\n11\t_similar_to\n12\t_hyponym\n13\t_also_see\n14\t_member_of_domain_usage\n15\t_synset_domain_topic_of\n16\t_member_holonym\n17\t_hypernym\n"
  },
  {
    "path": "data/wn18/test.txt",
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  {
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    "content": 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  },
  {
    "path": "data/wn18rr/relations.dict",
    "content": "0\t_hypernym\n1\t_derivationally_related_form\n2\t_instance_hypernym\n3\t_also_see\n4\t_member_meronym\n5\t_synset_domain_topic_of\n6\t_has_part\n7\t_member_of_domain_usage\n8\t_member_of_domain_region\n9\t_verb_group\n10\t_similar_to\n"
  },
  {
    "path": "data/wn18rr/test.txt",
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  },
  {
    "path": "kge/LICENSE",
    "content": "MIT License\n\nCopyright (c) 2019 Edward-Sun\n\nPermission is hereby granted, free of charge, to any person obtaining a copy\nof this software and associated documentation files (the \"Software\"), to deal\nin the Software without restriction, including without limitation the rights\nto use, copy, modify, merge, publish, distribute, sublicense, and/or sell\ncopies of the Software, and to permit persons to whom the Software is\nfurnished to do so, subject to the following conditions:\n\nThe above copyright notice and this permission notice shall be included in all\ncopies or substantial portions of the Software.\n\nTHE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\nIMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\nFITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE\nAUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\nLIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,\nOUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE\nSOFTWARE."
  },
  {
    "path": "kge/best_config.sh",
    "content": "# Best Configuration for RotatE\n#\nbash run.sh train RotatE FB15k 0 0 1024 256 1000 24.0 1.0 0.0001 150000 16 -de\nbash run.sh train RotatE FB15k-237 0 0 1024 256 1000 9.0 1.0 0.00005 100000 16 -de\nbash run.sh train RotatE wn18 0 0 512 1024 500 12.0 0.5 0.0001 80000 8 -de\nbash run.sh train RotatE wn18rr 0 0 512 1024 500 6.0 0.5 0.00005 80000 8 -de\nbash run.sh train RotatE countries_S1 0 0 512 64 1000 0.1 1.0 0.000002 40000 8 -de --countries\nbash run.sh train RotatE countries_S2 0 0 512 64 1000 0.1 1.0 0.000002 40000 8 -de --countries \nbash run.sh train RotatE countries_S3 0 0 512 64 1000 0.1 1.0 0.000002 40000 8 -de --countries\nbash run.sh train RotatE YAGO3-10 0 0 1024 400 500 24.0 1.0 0.0002 100000 4 -de\n#\n# Best Configuration for pRotatE\n#\nbash run.sh train pRotatE FB15k 0 0 1024 256 1000 24.0 1.0 0.0001 150000 16\nbash run.sh train pRotatE FB15k-237 0 0 1024 256 1000 9.0 1.0 0.00005 100000 16\nbash run.sh train pRotatE wn18 0 0 512 1024 500 12.0 0.5 0.0001 80000 8\nbash run.sh train pRotatE wn18rr 0 0 512 1024 500 6.0 0.5 0.00005 80000 8\nbash run.sh train pRotatE countries_S1 0 0 512 64 1000 0.1 1.0 0.000002 40000 8 --countries\nbash run.sh train pRotatE countries_S2 0 0 512 64 1000 0.1 1.0 0.000002 40000 8 --countries\nbash run.sh train pRotatE countries_S3 0 0 512 64 1000 0.1 1.0 0.000002 40000 8 --countries\n#\n# Best Configuration for TransE\n# \nbash run.sh train TransE FB15k 0 0 1024 256 1000 24.0 1.0 0.0001 150000 16\nbash run.sh train TransE FB15k-237 0 0 1024 256 1000 9.0 1.0 0.00005 100000 16\nbash run.sh train TransE wn18 0 0 512 1024 500 12.0 0.5 0.0001 80000 8\nbash run.sh train TransE wn18rr 0 0 512 1024 500 6.0 0.5 0.00005 80000 8\nbash run.sh train TransE countries_S1 0 0 512 64 1000 0.1 1.0 0.000002 40000 8 --countries\nbash run.sh train TransE countries_S2 0 0 512 64 1000 0.1 1.0 0.000002 40000 8 --countries\nbash run.sh train TransE countries_S3 0 0 512 64 1000 0.1 1.0 0.000002 40000 8 --countries\n#\n# Best Configuration for ComplEx\n# \nbash run.sh train ComplEx FB15k 0 0 1024 256 1000 500.0 1.0 0.001 150000 16 -de -dr -r 0.000002\nbash run.sh train ComplEx FB15k-237 0 0 1024 256 1000 200.0 1.0 0.001 100000 16 -de -dr -r 0.00001\nbash run.sh train ComplEx wn18 0 0 512 1024 500 200.0 1.0 0.001 80000 8 -de -dr -r 0.00001\nbash run.sh train ComplEx wn18rr 0 0 512 1024 500 200.0 1.0 0.002 80000 8 -de -dr -r 0.000005\nbash run.sh train ComplEx countries_S1 0 0 512 64 1000 1.0 1.0 0.000002 40000 8 -de -dr -r 0.0005 --countries\nbash run.sh train ComplEx countries_S2 0 0 512 64 1000 1.0 1.0 0.000002 40000 8 -de -dr -r 0.0005 --countries\nbash run.sh train ComplEx countries_S3 0 0 512 64 1000 1.0 1.0 0.000002 40000 8 -de -dr -r 0.0005 --countries\n#\n# Best Configuration for DistMult\n# \nbash run.sh train DistMult FB15k 0 0 1024 256 1000 500.0 1.0 0.001 150000 16 -de -dr -r 0.000002\nbash run.sh train DistMult FB15k-237 0 0 1024 256 1000 200.0 1.0 0.001 100000 16 -de -dr -r 0.00001\nbash run.sh train DistMult wn18 0 0 512 1024 500 200.0 1.0 0.001 80000 8 -de -dr -r 0.00001\nbash run.sh train DistMult wn18rr 0 0 512 1024 500 200.0 1.0 0.002 80000 8 -de -dr -r 0.000005\nbash run.sh train DistMult countries_S1 0 0 512 64 1000 1.0 1.0 0.000002 40000 8 -de -dr -r 0.0005 --countries\nbash run.sh train DistMult countries_S2 0 0 512 64 1000 1.0 1.0 0.000002 40000 8 -de -dr -r 0.0005 --countries\nbash run.sh train DistMult countries_S3 0 0 512 64 1000 1.0 1.0 0.000002 40000 8 -de -dr -r 0.0005 --countries\n#"
  },
  {
    "path": "kge/dataloader.py",
    "content": "#!/usr/bin/python3\n\nfrom __future__ import absolute_import\nfrom __future__ import division\nfrom __future__ import print_function\n\nimport numpy as np\nimport torch\n\nfrom torch.utils.data import Dataset\n\nclass TrainDataset(Dataset):\n    def __init__(self, triples, nentity, nrelation, negative_sample_size, mode):\n        self.len = len(triples)\n        self.triples = triples\n        self.triple_set = set(triples)\n        self.nentity = nentity\n        self.nrelation = nrelation\n        self.negative_sample_size = negative_sample_size\n        self.mode = mode\n        self.count = self.count_frequency(triples)\n        self.true_head, self.true_tail = self.get_true_head_and_tail(self.triples)\n        \n    def __len__(self):\n        return self.len\n    \n    def __getitem__(self, idx):\n        positive_sample = self.triples[idx]\n\n        head, relation, tail = positive_sample\n\n        subsampling_weight = self.count[(head, relation)] + self.count[(tail, -relation-1)]\n        subsampling_weight = torch.sqrt(1 / torch.Tensor([subsampling_weight]))\n        \n        negative_sample_list = []\n        negative_sample_size = 0\n\n        while negative_sample_size < self.negative_sample_size:\n            negative_sample = np.random.randint(self.nentity, size=self.negative_sample_size*2)\n            if self.mode == 'head-batch':\n                mask = np.in1d(\n                    negative_sample, \n                    self.true_head[(relation, tail)], \n                    assume_unique=True, \n                    invert=True\n                )\n            elif self.mode == 'tail-batch':\n                mask = np.in1d(\n                    negative_sample, \n                    self.true_tail[(head, relation)], \n                    assume_unique=True, \n                    invert=True\n                )\n            else:\n                raise ValueError('Training batch mode %s not supported' % self.mode)\n            negative_sample = negative_sample[mask]\n            negative_sample_list.append(negative_sample)\n            negative_sample_size += negative_sample.size\n        \n        negative_sample = np.concatenate(negative_sample_list)[:self.negative_sample_size]\n\n        negative_sample = torch.from_numpy(negative_sample)\n        \n        positive_sample = torch.LongTensor(positive_sample)\n            \n        return positive_sample, negative_sample, subsampling_weight, self.mode\n    \n    @staticmethod\n    def collate_fn(data):\n        positive_sample = torch.stack([_[0] for _ in data], dim=0)\n        negative_sample = torch.stack([_[1] for _ in data], dim=0)\n        subsample_weight = torch.cat([_[2] for _ in data], dim=0)\n        mode = data[0][3]\n        return positive_sample, negative_sample, subsample_weight, mode\n    \n    @staticmethod\n    def count_frequency(triples, start=4):\n        '''\n        Get frequency of a partial triple like (head, relation) or (relation, tail)\n        The frequency will be used for subsampling like word2vec\n        '''\n        count = {}\n        for head, relation, tail in triples:\n            if (head, relation) not in count:\n                count[(head, relation)] = start\n            else:\n                count[(head, relation)] += 1\n\n            if (tail, -relation-1) not in count:\n                count[(tail, -relation-1)] = start\n            else:\n                count[(tail, -relation-1)] += 1\n        return count\n    \n    @staticmethod\n    def get_true_head_and_tail(triples):\n        '''\n        Build a dictionary of true triples that will\n        be used to filter these true triples for negative sampling\n        '''\n        \n        true_head = {}\n        true_tail = {}\n\n        for head, relation, tail in triples:\n            if (head, relation) not in true_tail:\n                true_tail[(head, relation)] = []\n            true_tail[(head, relation)].append(tail)\n            if (relation, tail) not in true_head:\n                true_head[(relation, tail)] = []\n            true_head[(relation, tail)].append(head)\n\n        for relation, tail in true_head:\n            true_head[(relation, tail)] = np.array(list(set(true_head[(relation, tail)])))\n        for head, relation in true_tail:\n            true_tail[(head, relation)] = np.array(list(set(true_tail[(head, relation)])))                 \n\n        return true_head, true_tail\n\n    \nclass TestDataset(Dataset):\n    def __init__(self, triples, all_true_triples, nentity, nrelation, mode):\n        self.len = len(triples)\n        self.triple_set = set(all_true_triples)\n        self.triples = triples\n        self.nentity = nentity\n        self.nrelation = nrelation\n        self.mode = mode\n\n    def __len__(self):\n        return self.len\n    \n    def __getitem__(self, idx):\n        head, relation, tail = self.triples[idx]\n\n        if self.mode == 'head-batch':\n            tmp = [(0, rand_head) if (rand_head, relation, tail) not in self.triple_set\n                   else (-1, head) for rand_head in range(self.nentity)]\n            tmp[head] = (0, head)\n        elif self.mode == 'tail-batch':\n            tmp = [(0, rand_tail) if (head, relation, rand_tail) not in self.triple_set\n                   else (-1, tail) for rand_tail in range(self.nentity)]\n            tmp[tail] = (0, tail)\n        else:\n            raise ValueError('negative batch mode %s not supported' % self.mode)\n            \n        tmp = torch.LongTensor(tmp)            \n        filter_bias = tmp[:, 0].float()\n        negative_sample = tmp[:, 1]\n\n        positive_sample = torch.LongTensor((head, relation, tail))\n            \n        return positive_sample, negative_sample, filter_bias, self.mode\n    \n    @staticmethod\n    def collate_fn(data):\n        positive_sample = torch.stack([_[0] for _ in data], dim=0)\n        negative_sample = torch.stack([_[1] for _ in data], dim=0)\n        filter_bias = torch.stack([_[2] for _ in data], dim=0)\n        mode = data[0][3]\n        return positive_sample, negative_sample, filter_bias, mode\n    \nclass BidirectionalOneShotIterator(object):\n    def __init__(self, dataloader_head, dataloader_tail):\n        self.iterator_head = self.one_shot_iterator(dataloader_head)\n        self.iterator_tail = self.one_shot_iterator(dataloader_tail)\n        self.step = 0\n        \n    def __next__(self):\n        self.step += 1\n        if self.step % 2 == 0:\n            data = next(self.iterator_head)\n        else:\n            data = next(self.iterator_tail)\n        return data\n    \n    @staticmethod\n    def one_shot_iterator(dataloader):\n        '''\n        Transform a PyTorch Dataloader into python iterator\n        '''\n        while True:\n            for data in dataloader:\n                yield data"
  },
  {
    "path": "kge/kge.sh",
    "content": "#!/bin/sh\n\npython -u -c 'import torch; print(torch.__version__)'\n\nCODE_PATH=kge\nSAVE_PATH=models\n\n#The first four parameters must be provided\nMODE=$1\nMODEL=$2\nDATA_PATH=$3\nGPU_DEVICE=$4\n\n#Only used in training\nBATCH_SIZE=$5\nNEGATIVE_SAMPLE_SIZE=$6\nHIDDEN_DIM=$7\nGAMMA=$8\nALPHA=$9\nLEARNING_RATE=${10}\nMAX_STEPS=${11}\nTEST_BATCH_SIZE=${12}\nWORKSPACE_PATH=${13}\nTOP_K=${14}\n\nSAVE=$WORKSPACE_PATH/\"$MODEL\"\n\nif [ $MODE == \"train\" ]\nthen\n\necho \"Start Training......\"\n\nCUDA_VISIBLE_DEVICES=$GPU_DEVICE python -u $CODE_PATH/run.py --do_train \\\n    --cuda \\\n    --do_valid \\\n    --do_test \\\n    --data_path $DATA_PATH \\\n    --model $MODEL \\\n    -n $NEGATIVE_SAMPLE_SIZE -b $BATCH_SIZE -d $HIDDEN_DIM \\\n    -g $GAMMA -a $ALPHA -adv --record --valid_steps 50000 \\\n    -lr $LEARNING_RATE --max_steps $MAX_STEPS \\\n    -save $SAVE --test_batch_size $TEST_BATCH_SIZE --workspace_path $WORKSPACE_PATH --topk $TOP_K \\\n    ${15} ${16} ${17} ${18} ${19} ${20} ${21}\n\n\nelif [ $MODE == \"valid\" ]\nthen\n\necho \"Start Evaluation on Valid Data Set......\"\n\nCUDA_VISIBLE_DEVICES=$GPU_DEVICE python -u $CODE_PATH/run.py --do_valid --cuda -init $SAVE\n    \nelif [ $MODE == \"test\" ]\nthen\n\necho \"Start Evaluation on Test Data Set......\"\n\nCUDA_VISIBLE_DEVICES=$GPU_DEVICE python -u $CODE_PATH/run.py --do_test --cuda -init $SAVE\n\nelse\n   echo \"Unknown MODE\" $MODE\nfi\n"
  },
  {
    "path": "kge/model.py",
    "content": "#!/usr/bin/python3\n\nfrom __future__ import absolute_import\nfrom __future__ import division\nfrom __future__ import print_function\n\nimport logging\n\nimport numpy as np\n\nimport torch\nimport torch.nn as nn\nimport torch.nn.functional as F\n\nfrom sklearn.metrics import average_precision_score\n\nfrom torch.utils.data import DataLoader\n\nfrom dataloader import TestDataset\n\nclass KGEModel(nn.Module):\n    def __init__(self, model_name, nentity, nrelation, hidden_dim, gamma, \n                 double_entity_embedding=False, double_relation_embedding=False):\n        super(KGEModel, self).__init__()\n        self.model_name = model_name\n        self.nentity = nentity\n        self.nrelation = nrelation\n        self.hidden_dim = hidden_dim\n        self.epsilon = 2.0\n        \n        self.gamma = nn.Parameter(\n            torch.Tensor([gamma]), \n            requires_grad=False\n        )\n        \n        self.embedding_range = nn.Parameter(\n            torch.Tensor([(self.gamma.item() + self.epsilon) / hidden_dim]), \n            requires_grad=False\n        )\n        \n        self.entity_dim = hidden_dim*2 if double_entity_embedding else hidden_dim\n        self.relation_dim = hidden_dim*2 if double_relation_embedding else hidden_dim\n        \n        self.entity_embedding = nn.Parameter(torch.zeros(nentity, self.entity_dim))\n        nn.init.uniform_(\n            tensor=self.entity_embedding, \n            a=-self.embedding_range.item(), \n            b=self.embedding_range.item()\n        )\n        \n        self.relation_embedding = nn.Parameter(torch.zeros(nrelation, self.relation_dim))\n        nn.init.uniform_(\n            tensor=self.relation_embedding, \n            a=-self.embedding_range.item(), \n            b=self.embedding_range.item()\n        )\n        \n        if model_name == 'pRotatE':\n            self.modulus = nn.Parameter(torch.Tensor([[0.5 * self.embedding_range.item()]]))\n        \n        #Do not forget to modify this line when you add a new model in the \"forward\" function\n        if model_name not in ['TransE', 'DistMult', 'ComplEx', 'RotatE', 'pRotatE']:\n            raise ValueError('model %s not supported' % model_name)\n            \n        if model_name == 'RotatE' and (not double_entity_embedding or double_relation_embedding):\n            raise ValueError('RotatE should use --double_entity_embedding')\n\n        if model_name == 'ComplEx' and (not double_entity_embedding or not double_relation_embedding):\n            raise ValueError('ComplEx should use --double_entity_embedding and --double_relation_embedding')\n        \n    def forward(self, sample, mode='single'):\n        '''\n        Forward function that calculate the score of a batch of triples.\n        In the 'single' mode, sample is a batch of triple.\n        In the 'head-batch' or 'tail-batch' mode, sample consists two part.\n        The first part is usually the positive sample.\n        And the second part is the entities in the negative samples.\n        Because negative samples and positive samples usually share two elements \n        in their triple ((head, relation) or (relation, tail)).\n        '''\n\n        if mode == 'single':\n            batch_size, negative_sample_size = sample.size(0), 1\n            \n            head = torch.index_select(\n                self.entity_embedding, \n                dim=0, \n                index=sample[:,0]\n            ).unsqueeze(1)\n            \n            relation = torch.index_select(\n                self.relation_embedding, \n                dim=0, \n                index=sample[:,1]\n            ).unsqueeze(1)\n            \n            tail = torch.index_select(\n                self.entity_embedding, \n                dim=0, \n                index=sample[:,2]\n            ).unsqueeze(1)\n            \n        elif mode == 'head-batch':\n            tail_part, head_part = sample\n            batch_size, negative_sample_size = head_part.size(0), head_part.size(1)\n            \n            head = torch.index_select(\n                self.entity_embedding, \n                dim=0, \n                index=head_part.view(-1)\n            ).view(batch_size, negative_sample_size, -1)\n            \n            relation = torch.index_select(\n                self.relation_embedding, \n                dim=0, \n                index=tail_part[:, 1]\n            ).unsqueeze(1)\n            \n            tail = torch.index_select(\n                self.entity_embedding, \n                dim=0, \n                index=tail_part[:, 2]\n            ).unsqueeze(1)\n            \n        elif mode == 'tail-batch':\n            head_part, tail_part = sample\n            batch_size, negative_sample_size = tail_part.size(0), tail_part.size(1)\n            \n            head = torch.index_select(\n                self.entity_embedding, \n                dim=0, \n                index=head_part[:, 0]\n            ).unsqueeze(1)\n            \n            relation = torch.index_select(\n                self.relation_embedding,\n                dim=0,\n                index=head_part[:, 1]\n            ).unsqueeze(1)\n            \n            tail = torch.index_select(\n                self.entity_embedding, \n                dim=0, \n                index=tail_part.view(-1)\n            ).view(batch_size, negative_sample_size, -1)\n            \n        else:\n            raise ValueError('mode %s not supported' % mode)\n            \n        model_func = {\n            'TransE': self.TransE,\n            'DistMult': self.DistMult,\n            'ComplEx': self.ComplEx,\n            'RotatE': self.RotatE,\n            'pRotatE': self.pRotatE\n        }\n        \n        if self.model_name in model_func:\n            score = model_func[self.model_name](head, relation, tail, mode)\n        else:\n            raise ValueError('model %s not supported' % self.model_name)\n        \n        return score\n    \n    def TransE(self, head, relation, tail, mode):\n        if mode == 'head-batch':\n            score = head + (relation - tail)\n        else:\n            score = (head + relation) - tail\n\n        score = self.gamma.item() - torch.norm(score, p=1, dim=2)\n        return score\n\n    def DistMult(self, head, relation, tail, mode):\n        if mode == 'head-batch':\n            score = head * (relation * tail)\n        else:\n            score = (head * relation) * tail\n\n        score = score.sum(dim = 2)\n        return score\n\n    def ComplEx(self, head, relation, tail, mode):\n        re_head, im_head = torch.chunk(head, 2, dim=2)\n        re_relation, im_relation = torch.chunk(relation, 2, dim=2)\n        re_tail, im_tail = torch.chunk(tail, 2, dim=2)\n\n        if mode == 'head-batch':\n            re_score = re_relation * re_tail + im_relation * im_tail\n            im_score = re_relation * im_tail - im_relation * re_tail\n            score = re_head * re_score + im_head * im_score\n        else:\n            re_score = re_head * re_relation - im_head * im_relation\n            im_score = re_head * im_relation + im_head * re_relation\n            score = re_score * re_tail + im_score * im_tail\n\n        score = score.sum(dim = 2)\n        return score\n\n    def RotatE(self, head, relation, tail, mode):\n        pi = 3.14159265358979323846\n        \n        re_head, im_head = torch.chunk(head, 2, dim=2)\n        re_tail, im_tail = torch.chunk(tail, 2, dim=2)\n\n        #Make phases of relations uniformly distributed in [-pi, pi]\n\n        phase_relation = relation/(self.embedding_range.item()/pi)\n\n        re_relation = torch.cos(phase_relation)\n        im_relation = torch.sin(phase_relation)\n\n        if mode == 'head-batch':\n            re_score = re_relation * re_tail + im_relation * im_tail\n            im_score = re_relation * im_tail - im_relation * re_tail\n            re_score = re_score - re_head\n            im_score = im_score - im_head\n        else:\n            re_score = re_head * re_relation - im_head * im_relation\n            im_score = re_head * im_relation + im_head * re_relation\n            re_score = re_score - re_tail\n            im_score = im_score - im_tail\n\n        score = torch.stack([re_score, im_score], dim = 0)\n        score = score.norm(dim = 0)\n\n        score = self.gamma.item() - score.sum(dim = 2)\n        return score\n\n    def pRotatE(self, head, relation, tail, mode):\n        pi = 3.14159262358979323846\n        \n        #Make phases of entities and relations uniformly distributed in [-pi, pi]\n\n        phase_head = head/(self.embedding_range.item()/pi)\n        phase_relation = relation/(self.embedding_range.item()/pi)\n        phase_tail = tail/(self.embedding_range.item()/pi)\n\n        if mode == 'head-batch':\n            score = phase_head + (phase_relation - phase_tail)\n        else:\n            score = (phase_head + phase_relation) - phase_tail\n\n        score = torch.sin(score)            \n        score = torch.abs(score)\n\n        score = self.gamma.item() - score.sum(dim = 2) * self.modulus\n        return score\n    \n    @staticmethod\n    def train_step(model, optimizer, train_iterator, args):\n        '''\n        A single train step. Apply back-propation and return the loss\n        '''\n\n        model.train()\n\n        optimizer.zero_grad()\n\n        positive_sample, negative_sample, subsampling_weight, mode = next(train_iterator)\n\n        if args.cuda:\n            positive_sample = positive_sample.cuda()\n            negative_sample = negative_sample.cuda()\n            subsampling_weight = subsampling_weight.cuda()\n\n        negative_score = model((positive_sample, negative_sample), mode=mode)\n\n        if args.negative_adversarial_sampling:\n            #In self-adversarial sampling, we do not apply back-propagation on the sampling weight\n            negative_score = (F.softmax(negative_score * args.adversarial_temperature, dim = 1).detach() \n                              * F.logsigmoid(-negative_score)).sum(dim = 1)\n        else:\n            negative_score = F.logsigmoid(-negative_score).mean(dim = 1)\n\n        positive_score = model(positive_sample)\n\n        positive_score = F.logsigmoid(positive_score).squeeze(dim = 1)\n\n        if args.uni_weight:\n            positive_sample_loss = - positive_score.mean()\n            negative_sample_loss = - negative_score.mean()\n        else:\n            positive_sample_loss = - (subsampling_weight * positive_score).sum()/subsampling_weight.sum()\n            negative_sample_loss = - (subsampling_weight * negative_score).sum()/subsampling_weight.sum()\n\n        loss = (positive_sample_loss + negative_sample_loss)/2\n        \n        if args.regularization != 0.0:\n            #Use L3 regularization for ComplEx and DistMult\n            regularization = args.regularization * (\n                model.entity_embedding.norm(p = 3)**3 + \n                model.relation_embedding.norm(p = 3).norm(p = 3)**3\n            )\n            loss = loss + regularization\n            regularization_log = {'regularization': regularization.item()}\n        else:\n            regularization_log = {}\n            \n        loss.backward()\n\n        optimizer.step()\n\n        log = {\n            **regularization_log,\n            'positive_sample_loss': positive_sample_loss.item(),\n            'negative_sample_loss': negative_sample_loss.item(),\n            'loss': loss.item()\n        }\n\n        return log\n    \n    @staticmethod\n    def test_step(model, test_triples, all_true_triples, args):\n        '''\n        Evaluate the model on test or valid datasets\n        '''\n        \n        model.eval()\n        \n        if args.countries:\n            #Countries S* datasets are evaluated on AUC-PR\n            #Process test data for AUC-PR evaluation\n            sample = list()\n            y_true  = list()\n            for head, relation, tail in test_triples:\n                for candidate_region in args.regions:\n                    y_true.append(1 if candidate_region == tail else 0)\n                    sample.append((head, relation, candidate_region))\n\n            sample = torch.LongTensor(sample)\n            if args.cuda:\n                sample = sample.cuda()\n\n            with torch.no_grad():\n                y_score = model(sample).squeeze(1).cpu().numpy()\n\n            y_true = np.array(y_true)\n\n            #average_precision_score is the same as auc_pr\n            auc_pr = average_precision_score(y_true, y_score)\n\n            metrics = {'auc_pr': auc_pr}\n            \n        else:\n            #Otherwise use standard (filtered) MRR, MR, HITS@1, HITS@3, and HITS@10 metrics\n            #Prepare dataloader for evaluation\n            test_dataloader_head = DataLoader(\n                TestDataset(\n                    test_triples, \n                    all_true_triples, \n                    args.nentity, \n                    args.nrelation, \n                    'head-batch'\n                ), \n                batch_size=args.test_batch_size,\n                num_workers=max(1, args.cpu_num//2), \n                collate_fn=TestDataset.collate_fn\n            )\n\n            test_dataloader_tail = DataLoader(\n                TestDataset(\n                    test_triples, \n                    all_true_triples, \n                    args.nentity, \n                    args.nrelation, \n                    'tail-batch'\n                ), \n                batch_size=args.test_batch_size,\n                num_workers=max(1, args.cpu_num//2), \n                collate_fn=TestDataset.collate_fn\n            )\n            \n            test_dataset_list = [test_dataloader_head, test_dataloader_tail]\n            \n            logs = []\n\n            step = 0\n            total_steps = sum([len(dataset) for dataset in test_dataset_list])\n\n            # --------------------------------------------------\n            # Comments by Meng:\n            # Here we slightly modify the codes to save the intermediate prediction results of KGE models, so that we can combine the predictions from KGE and MLN to improve the results.\n            # --------------------------------------------------\n            \n            predictions = []\n\n            with torch.no_grad():\n                for test_dataset in test_dataset_list:\n                    for positive_sample, negative_sample, filter_bias, mode in test_dataset:\n                        if args.cuda:\n                            positive_sample = positive_sample.cuda()\n                            negative_sample = negative_sample.cuda()\n                            filter_bias = filter_bias.cuda()\n\n                        # Save prediction results\n                        prediction = positive_sample.data.cpu().numpy().tolist()\n\n                        batch_size = positive_sample.size(0)\n\n                        score = torch.sigmoid(model((positive_sample, negative_sample), mode))\n                        score += filter_bias\n\n                        #Explicitly sort all the entities to ensure that there is no test exposure bias\n                        valsort, argsort = torch.sort(score, dim = 1, descending=True)\n\n                        if mode == 'head-batch':\n                            positive_arg = positive_sample[:, 0]\n                        elif mode == 'tail-batch':\n                            positive_arg = positive_sample[:, 2]\n                        else:\n                            raise ValueError('mode %s not supported' % mode)\n\n                        for i in range(batch_size):\n                            #Notice that argsort is not ranking\n                            ranking = (argsort[i, :] == positive_arg[i]).nonzero()\n                            assert ranking.size(0) == 1\n\n                            # For each test triplet, save the ranked list (h, r, [ts]) and ([hs], r, t)\n                            if mode == 'head-batch':\n                                prediction[i].append('h')\n                                prediction[i].append(ranking.item() + 1)\n                                ls = zip(argsort[i, 0:args.topk].data.cpu().numpy().tolist(), valsort[i, 0:args.topk].data.cpu().numpy().tolist())\n                                prediction[i].append(ls)\n                            elif mode == 'tail-batch':\n                                prediction[i].append('t')\n                                prediction[i].append(ranking.item() + 1)\n                                ls = zip(argsort[i, 0:args.topk].data.cpu().numpy().tolist(), valsort[i, 0:args.topk].data.cpu().numpy().tolist())\n                                prediction[i].append(ls)\n\n                            #ranking + 1 is the true ranking used in evaluation metrics\n                            ranking = 1 + ranking.item()\n                            logs.append({\n                                'MR': float(ranking),\n                                'MRR': 1.0/ranking,\n                                'HITS@1': 1.0 if ranking <= 1 else 0.0,\n                                'HITS@3': 1.0 if ranking <= 3 else 0.0,\n                                'HITS@10': 1.0 if ranking <= 10 else 0.0,\n                            })\n\n                        predictions += prediction\n\n                        if step % args.test_log_steps == 0:\n                            logging.info('Evaluating the model... (%d/%d)' % (step, total_steps))\n\n                        step += 1\n\n            metrics = {}\n            for metric in logs[0].keys():\n                metrics[metric] = sum([log[metric] for log in logs])/len(logs)\n\n        return metrics, predictions\n\n    # --------------------------------------------------\n    # Comments by Meng:\n    # Here we add a new function, which will predict the probability of each hidden triplet being true.\n    # The results will be used by MLN.\n    # --------------------------------------------------\n\n    @staticmethod\n    def infer_step(model, infer_triples, args):\n        batch_size = args.batch_size\n        scores = []\n        model.eval()\n        for k in range(0, len(infer_triples), batch_size):\n            bg = k\n            ed = min(k + batch_size, len(infer_triples))\n            batch = infer_triples[bg:ed]\n            batch = torch.LongTensor(batch)\n            if args.cuda:\n                batch = batch.cuda()\n            score = torch.sigmoid(model(batch)).squeeze(1)\n            scores += score.data.cpu().numpy().tolist()\n\n        return scores\n"
  },
  {
    "path": "kge/run.py",
    "content": "#!/usr/bin/python3\n\nfrom __future__ import absolute_import\nfrom __future__ import division\nfrom __future__ import print_function\n\nimport argparse\nimport json\nimport logging\nimport os\nimport random\n\nimport numpy as np\nimport torch\n\nfrom torch.utils.data import DataLoader\n\nfrom model import KGEModel\n\nfrom dataloader import TrainDataset\nfrom dataloader import BidirectionalOneShotIterator\n\ndef parse_args(args=None):\n    parser = argparse.ArgumentParser(\n        description='Training and Testing Knowledge Graph Embedding Models',\n        usage='train.py [<args>] [-h | --help]'\n    )\n\n    parser.add_argument('--cuda', action='store_true', help='use GPU')\n    \n    parser.add_argument('--do_train', action='store_true')\n    parser.add_argument('--do_valid', action='store_true')\n    parser.add_argument('--do_test', action='store_true')\n    parser.add_argument('--evaluate_train', action='store_true', help='Evaluate on training data')\n    \n    parser.add_argument('--countries', action='store_true', help='Use Countries S1/S2/S3 datasets')\n    parser.add_argument('--regions', type=int, nargs='+', default=None, \n                        help='Region Id for Countries S1/S2/S3 datasets, DO NOT MANUALLY SET')\n    \n    parser.add_argument('--data_path', type=str, default=None)\n    parser.add_argument('--workspace_path', type=str, default=None)\n    parser.add_argument('--model', default='TransE', type=str)\n    parser.add_argument('-de', '--double_entity_embedding', action='store_true')\n    parser.add_argument('-dr', '--double_relation_embedding', action='store_true')\n    \n    parser.add_argument('-n', '--negative_sample_size', default=128, type=int)\n    parser.add_argument('-d', '--hidden_dim', default=500, type=int)\n    parser.add_argument('-g', '--gamma', default=12.0, type=float)\n    parser.add_argument('-adv', '--negative_adversarial_sampling', action='store_true')\n    parser.add_argument('-a', '--adversarial_temperature', default=1.0, type=float)\n    parser.add_argument('-b', '--batch_size', default=1024, type=int)\n    parser.add_argument('-r', '--regularization', default=0.0, type=float)\n    parser.add_argument('--test_batch_size', default=4, type=int, help='valid/test batch size')\n    parser.add_argument('--uni_weight', action='store_true', \n                        help='Otherwise use subsampling weighting like in word2vec')\n    \n    parser.add_argument('-lr', '--learning_rate', default=0.0001, type=float)\n    parser.add_argument('-cpu', '--cpu_num', default=10, type=int)\n    parser.add_argument('-init', '--init_checkpoint', default=None, type=str)\n    parser.add_argument('-save', '--save_path', default=None, type=str)\n    parser.add_argument('--max_steps', default=100000, type=int)\n    parser.add_argument('--warm_up_steps', default=None, type=int)\n    \n    parser.add_argument('--save_checkpoint_steps', default=10000, type=int)\n    parser.add_argument('--valid_steps', default=10000, type=int)\n    parser.add_argument('--log_steps', default=100, type=int, help='train log every xx steps')\n    parser.add_argument('--test_log_steps', default=1000, type=int, help='valid/test log every xx steps')\n    \n    parser.add_argument('--nentity', type=int, default=0, help='DO NOT MANUALLY SET')\n    parser.add_argument('--nrelation', type=int, default=0, help='DO NOT MANUALLY SET')\n\n    parser.add_argument('--record', action='store_true')\n    parser.add_argument('--topk', default=100, type=int)\n    \n    return parser.parse_args(args)\n\ndef override_config(args):\n    '''\n    Override model and data configuration\n    '''\n    \n    with open(os.path.join(args.init_checkpoint, 'config.json'), 'r') as fjson:\n        argparse_dict = json.load(fjson)\n    \n    args.countries = argparse_dict['countries']\n    if args.data_path is None:\n        args.data_path = argparse_dict['data_path']\n    args.model = argparse_dict['model']\n    args.double_entity_embedding = argparse_dict['double_entity_embedding']\n    args.double_relation_embedding = argparse_dict['double_relation_embedding']\n    args.hidden_dim = argparse_dict['hidden_dim']\n    args.test_batch_size = argparse_dict['test_batch_size']\n    \ndef save_model(model, optimizer, save_variable_list, args):\n    '''\n    Save the parameters of the model and the optimizer,\n    as well as some other variables such as step and learning_rate\n    '''\n    \n    argparse_dict = vars(args)\n    with open(os.path.join(args.save_path, 'config.json'), 'w') as fjson:\n        json.dump(argparse_dict, fjson)\n\n    torch.save({\n        **save_variable_list,\n        'model_state_dict': model.state_dict(),\n        'optimizer_state_dict': optimizer.state_dict()},\n        os.path.join(args.save_path, 'checkpoint')\n    )\n    \n    entity_embedding = model.entity_embedding.detach().cpu().numpy()\n    np.save(\n        os.path.join(args.save_path, 'entity_embedding'), \n        entity_embedding\n    )\n    \n    relation_embedding = model.relation_embedding.detach().cpu().numpy()\n    np.save(\n        os.path.join(args.save_path, 'relation_embedding'), \n        relation_embedding\n    )\n\ndef read_triple(file_path, entity2id, relation2id):\n    '''\n    Read triples and map them into ids.\n    '''\n    triples = []\n    with open(file_path) as fin:\n        for line in fin:\n            h, r, t = line.strip().split('\\t')\n            triples.append((entity2id[h], relation2id[r], entity2id[t]))\n    return triples\n\ndef set_logger(args):\n    '''\n    Write logs to checkpoint and console\n    '''\n\n    if args.do_train:\n        log_file = os.path.join(args.save_path or args.init_checkpoint, 'train.log')\n    else:\n        log_file = os.path.join(args.save_path or args.init_checkpoint, 'test.log')\n\n    logging.basicConfig(\n        format='%(asctime)s %(levelname)-8s %(message)s',\n        level=logging.INFO,\n        datefmt='%Y-%m-%d %H:%M:%S',\n        filename=log_file,\n        filemode='w'\n    )\n    console = logging.StreamHandler()\n    console.setLevel(logging.INFO)\n    formatter = logging.Formatter('%(asctime)s %(levelname)-8s %(message)s')\n    console.setFormatter(formatter)\n    logging.getLogger('').addHandler(console)\n\ndef log_metrics(mode, step, metrics):\n    '''\n    Print the evaluation logs\n    '''\n    for metric in metrics:\n        logging.info('%s %s at step %d: %f' % (mode, metric, step, metrics[metric]))\n        \ndef ensure_dir(d):\n    if not os.path.exists(d):\n        os.makedirs(d)\n        \ndef main(args):\n    if (not args.do_train) and (not args.do_valid) and (not args.do_test):\n        raise ValueError('one of train/val/test mode must be choosed.')\n    \n    if args.init_checkpoint:\n        override_config(args)\n    elif args.data_path is None:\n        raise ValueError('one of init_checkpoint/data_path must be choosed.')\n\n    if args.do_train and args.save_path is None:\n        raise ValueError('Where do you want to save your trained model?')\n    \n    if args.save_path and not os.path.exists(args.save_path):\n        os.makedirs(args.save_path)\n    \n    # Write logs to checkpoint and console\n    set_logger(args)\n    \n    with open(os.path.join(args.data_path, 'entities.dict')) as fin:\n        entity2id = dict()\n        id2entity = dict()\n        for line in fin:\n            eid, entity = line.strip().split('\\t')\n            entity2id[entity] = int(eid)\n            id2entity[int(eid)] = entity\n\n    with open(os.path.join(args.data_path, 'relations.dict')) as fin:\n        relation2id = dict()\n        id2relation = dict()\n        for line in fin:\n            rid, relation = line.strip().split('\\t')\n            relation2id[relation] = int(rid)\n            id2relation[int(rid)] = relation\n    \n    # Read regions for Countries S* datasets\n    if args.countries:\n        regions = list()\n        with open(os.path.join(args.data_path, 'regions.list')) as fin:\n            for line in fin:\n                region = line.strip()\n                regions.append(entity2id[region])\n        args.regions = regions\n\n    nentity = len(entity2id)\n    nrelation = len(relation2id)\n    \n    args.nentity = nentity\n    args.nrelation = nrelation\n    \n    logging.info('Model: %s' % args.model)\n    logging.info('Data Path: %s' % args.data_path)\n    logging.info('#entity: %d' % nentity)\n    logging.info('#relation: %d' % nrelation)\n    \n    # --------------------------------------------------\n    # Comments by Meng:\n    # During training, pLogicNet will augment the training triplets,\n    # so here we load both the augmented triplets (train.txt) for training and\n    # the original triplets (train_kge.txt) for evaluation.\n    # Also, the hidden triplets (hidden.txt) are also loaded for annotation.\n    # --------------------------------------------------\n    train_triples = read_triple(os.path.join(args.workspace_path, 'train_kge.txt'), entity2id, relation2id)\n    logging.info('#train: %d' % len(train_triples))\n    train_original_triples = read_triple(os.path.join(args.data_path, 'train.txt'), entity2id, relation2id)\n    logging.info('#train original: %d' % len(train_original_triples))\n    valid_triples = read_triple(os.path.join(args.data_path, 'valid.txt'), entity2id, relation2id)\n    logging.info('#valid: %d' % len(valid_triples))\n    test_triples = read_triple(os.path.join(args.data_path, 'test.txt'), entity2id, relation2id)\n    logging.info('#test: %d' % len(test_triples))\n    hidden_triples = read_triple(os.path.join(args.workspace_path, 'hidden.txt'), entity2id, relation2id)\n    logging.info('#hidden: %d' % len(hidden_triples))\n    \n    #All true triples\n    all_true_triples = train_original_triples + valid_triples + test_triples\n    \n    kge_model = KGEModel(\n        model_name=args.model,\n        nentity=nentity,\n        nrelation=nrelation,\n        hidden_dim=args.hidden_dim,\n        gamma=args.gamma,\n        double_entity_embedding=args.double_entity_embedding,\n        double_relation_embedding=args.double_relation_embedding\n    )\n    \n    logging.info('Model Parameter Configuration:')\n    for name, param in kge_model.named_parameters():\n        logging.info('Parameter %s: %s, require_grad = %s' % (name, str(param.size()), str(param.requires_grad)))\n\n    if args.cuda:\n        kge_model = kge_model.cuda()\n    \n    if args.do_train:\n        # Set training dataloader iterator\n        train_dataloader_head = DataLoader(\n            TrainDataset(train_triples, nentity, nrelation, args.negative_sample_size, 'head-batch'), \n            batch_size=args.batch_size,\n            shuffle=True, \n            num_workers=max(1, args.cpu_num//2),\n            collate_fn=TrainDataset.collate_fn\n        )\n        \n        train_dataloader_tail = DataLoader(\n            TrainDataset(train_triples, nentity, nrelation, args.negative_sample_size, 'tail-batch'), \n            batch_size=args.batch_size,\n            shuffle=True, \n            num_workers=max(1, args.cpu_num//2),\n            collate_fn=TrainDataset.collate_fn\n        )\n        \n        train_iterator = BidirectionalOneShotIterator(train_dataloader_head, train_dataloader_tail)\n        \n        # Set training configuration\n        current_learning_rate = args.learning_rate\n        optimizer = torch.optim.Adam(\n            filter(lambda p: p.requires_grad, kge_model.parameters()), \n            lr=current_learning_rate\n        )\n        if args.warm_up_steps:\n            warm_up_steps = args.warm_up_steps\n        else:\n            warm_up_steps = args.max_steps // 2\n\n    if args.init_checkpoint:\n        # Restore model from checkpoint directory\n        logging.info('Loading checkpoint %s...' % args.init_checkpoint)\n        checkpoint = torch.load(os.path.join(args.init_checkpoint, 'checkpoint'))\n        init_step = checkpoint['step']\n        kge_model.load_state_dict(checkpoint['model_state_dict'])\n        if args.do_train:\n            current_learning_rate = checkpoint['current_learning_rate']\n            warm_up_steps = checkpoint['warm_up_steps']\n            optimizer.load_state_dict(checkpoint['optimizer_state_dict'])\n    else:\n        logging.info('Ramdomly Initializing %s Model...' % args.model)\n        init_step = 0\n    \n    step = init_step\n    \n    logging.info('Start Training...')\n    logging.info('init_step = %d' % init_step)\n    logging.info('learning_rate = %d' % current_learning_rate)\n    logging.info('batch_size = %d' % args.batch_size)\n    logging.info('negative_adversarial_sampling = %d' % args.negative_adversarial_sampling)\n    logging.info('hidden_dim = %d' % args.hidden_dim)\n    logging.info('gamma = %f' % args.gamma)\n    logging.info('negative_adversarial_sampling = %s' % str(args.negative_adversarial_sampling))\n    if args.negative_adversarial_sampling:\n        logging.info('adversarial_temperature = %f' % args.adversarial_temperature)\n\n    if args.record:\n        local_path = args.workspace_path\n        ensure_dir(local_path)\n\n        opt = vars(args)\n        with open(local_path + '/opt.txt', 'w') as fo:\n            for key, val in opt.items():\n                fo.write('{} {}\\n'.format(key, val))\n    \n    # Set valid dataloader as it would be evaluated during training\n    \n    if args.do_train:\n        training_logs = []\n        \n        #Training Loop\n        for step in range(init_step, args.max_steps):\n            \n            log = kge_model.train_step(kge_model, optimizer, train_iterator, args)\n            \n            training_logs.append(log)\n            \n            if step >= warm_up_steps:\n                current_learning_rate = current_learning_rate / 10\n                logging.info('Change learning_rate to %f at step %d' % (current_learning_rate, step))\n                optimizer = torch.optim.Adam(\n                    filter(lambda p: p.requires_grad, kge_model.parameters()), \n                    lr=current_learning_rate\n                )\n                warm_up_steps = warm_up_steps * 3\n            \n            if step % args.save_checkpoint_steps == 0:\n                save_variable_list = {\n                    'step': step, \n                    'current_learning_rate': current_learning_rate,\n                    'warm_up_steps': warm_up_steps\n                }\n                save_model(kge_model, optimizer, save_variable_list, args)\n                \n            if step % args.log_steps == 0:\n                metrics = {}\n                for metric in training_logs[0].keys():\n                    metrics[metric] = sum([log[metric] for log in training_logs])/len(training_logs)\n                log_metrics('Training average', step, metrics)\n                training_logs = []\n                \n            if args.do_valid and (step + 1) % args.valid_steps == 0:\n                logging.info('Evaluating on Valid Dataset...')\n                metrics, preds = kge_model.test_step(kge_model, valid_triples, all_true_triples, args)\n                log_metrics('Valid', step, metrics)\n        \n        save_variable_list = {\n            'step': step, \n            'current_learning_rate': current_learning_rate,\n            'warm_up_steps': warm_up_steps\n        }\n        save_model(kge_model, optimizer, save_variable_list, args)\n        \n    if args.do_valid:\n        logging.info('Evaluating on Valid Dataset...')\n        metrics, preds = kge_model.test_step(kge_model, valid_triples, all_true_triples, args)\n        log_metrics('Valid', step, metrics)\n        \n        # --------------------------------------------------\n        # Comments by Meng:\n        # Save the prediction results of KGE on validation set.\n        # --------------------------------------------------\n\n        if args.record:\n            # Save the final results\n            with open(local_path + '/result_kge_valid.txt', 'w') as fo:\n                for metric in metrics:\n                    fo.write('{} : {}\\n'.format(metric, metrics[metric]))\n\n            # Save the predictions on test data\n            with open(local_path + '/pred_kge_valid.txt', 'w') as fo:\n                for h, r, t, f, rk, l in preds:\n                    fo.write('{}\\t{}\\t{}\\t{}\\t{}\\n'.format(id2entity[h], id2relation[r], id2entity[t], f, rk))\n                    for e, val in l:\n                        fo.write('{}:{:.4f} '.format(id2entity[e], val))\n                    fo.write('\\n')\n    \n    if args.do_test:\n        logging.info('Evaluating on Test Dataset...')\n        metrics, preds = kge_model.test_step(kge_model, test_triples, all_true_triples, args)\n        log_metrics('Test', step, metrics)\n        \n        # --------------------------------------------------\n        # Comments by Meng:\n        # Save the prediction results of KGE on test set.\n        # --------------------------------------------------\n\n        if args.record:\n            # Save the final results\n            with open(local_path + '/result_kge.txt', 'w') as fo:\n                for metric in metrics:\n                    fo.write('{} : {}\\n'.format(metric, metrics[metric]))\n\n            # Save the predictions on test data\n            with open(local_path + '/pred_kge.txt', 'w') as fo:\n                for h, r, t, f, rk, l in preds:\n                    fo.write('{}\\t{}\\t{}\\t{}\\t{}\\n'.format(id2entity[h], id2relation[r], id2entity[t], f, rk))\n                    for e, val in l:\n                        fo.write('{}:{:.4f} '.format(id2entity[e], val))\n                    fo.write('\\n')\n\n    # --------------------------------------------------\n    # Comments by Meng:\n    # Save the annotations on hidden triplets.\n    # --------------------------------------------------\n\n    if args.record:\n        # Annotate hidden triplets\n        scores = kge_model.infer_step(kge_model, hidden_triples, args)\n        with open(local_path + '/annotation.txt', 'w') as fo:\n            for (h, r, t), s in zip(hidden_triples, scores):\n                fo.write('{}\\t{}\\t{}\\t{}\\n'.format(id2entity[h], id2relation[r], id2entity[t], s))\n    \n    if args.evaluate_train:\n        logging.info('Evaluating on Training Dataset...')\n        metrics, preds = kge_model.test_step(kge_model, train_triples, all_true_triples, args)\n        log_metrics('Test', step, metrics)\n        \nif __name__ == '__main__':\n    main(parse_args())\n"
  },
  {
    "path": "mln/mln.cpp",
    "content": "#include <stdio.h>\n#include <stdlib.h>\n#include <string.h>\n#include <math.h>\n#include <time.h>\n#include <pthread.h>\n#include <semaphore.h>\n#include <vector>\n#include <string>\n#include <map>\n#include <set>\n#include <algorithm>\n\n#define MAX_STRING 1000\n#define MAX_THREADS 100\n\ndouble sigmoid(double x)\n{\n    return 1.0 / (1.0 + exp(-x));\n}\n\ndouble inv_sigmoid(double x)\n{\n    return -log(1.0 / x - 1.0);\n}\n\nint min(int a, int b)\n{\n    if (a < b) return a;\n    return b;\n}\n\nstruct Triplet\n{\n    int h, t, r;\n    char type;\n    int valid;\n    double truth, logit;\n    std::vector<int> rule_ids;\n    \n    Triplet()\n    {\n        h = -1;\n        t = -1;\n        r = -1;\n        type = -1;\n        valid = -1;\n        truth = 0;\n        logit = 0;\n        rule_ids.clear();\n    }\n    \n    ~Triplet()\n    {\n        rule_ids.clear();\n    }\n    \n    void init()\n    {\n        truth = 0;\n        logit = 0;\n        rule_ids.clear();\n    }\n    \n    friend bool operator < (Triplet u, Triplet v)\n    {\n        if (u.r == v.r)\n        {\n            if (u.h == v.h) return u.t < v.t;\n            return u.h < v.h;\n        }\n        return u.r < v.r;\n    }\n    \n    friend bool operator == (Triplet u, Triplet v)\n    {\n        if (u.h == v.h && u.t == v.t && u.r == v.r) return true;\n        return false;\n    }\n};\n\nstruct Pair\n{\n    int e, r;\n};\n\nstruct Rule\n{\n    std::vector<int> r_premise;\n    int r_hypothesis;\n    std::string type;\n    double precision, weight, grad;\n    \n    Rule()\n    {\n        precision = 0;\n        weight = 0;\n        grad = 0;\n    }\n    \n    friend bool operator < (Rule u, Rule v)\n    {\n        if (u.type == v.type)\n        {\n            if (u.r_hypothesis == v.r_hypothesis)\n            {\n                int min_length = min(int(u.r_premise.size()), int(v.r_premise.size()));\n                for (int k = 0; k != min_length; k++)\n                {\n                    if (u.r_premise[k] != v.r_premise[k])\n                    return u.r_premise[k] < v.r_premise[k];\n                }\n            }\n            return u.r_hypothesis < v.r_hypothesis;\n        }\n        return u.type < v.type;\n    }\n};\n\nchar observed_triplet_file[MAX_STRING], probability_file[MAX_STRING], output_rule_file[MAX_STRING], output_prediction_file[MAX_STRING], output_hidden_file[MAX_STRING], save_file[MAX_STRING], load_file[MAX_STRING];\nint entity_size = 0, relation_size = 0, triplet_size = 0, observed_triplet_size = 0, hidden_triplet_size = 0, rule_size = 0, iterations = 10, num_threads = 1;\ndouble rule_threshold = 0, triplet_threshold = 1, learning_rate = 0.01;\nlong long total_count = 0;\nstd::map<std::string, int> ent2id, rel2id;\nstd::vector<std::string> id2ent, id2rel;\nstd::vector<Triplet> triplets;\nstd::vector<Pair> *h2rt = NULL;\nstd::set<Rule> candidate_rules;\nstd::vector<Rule> rules;\nstd::set<Triplet> observed_triplets, hidden_triplets;\nstd::map<Triplet, double> triplet2prob;\nstd::map<Triplet, int> triplet2id;\nstd::vector<int> rand_idx;\nsem_t mutex;\n\n/* Debug */\nvoid print_rule(Rule rule)\n{\n    for (int k = 0; k != int(rule.r_premise.size()); k++) printf(\"%s \", id2rel[rule.r_premise[k]].c_str());\n    printf(\"-> %s %s\\n\", id2rel[rule.r_hypothesis].c_str(), rule.type.c_str());\n}\n\n/* Debug */\nvoid print_triplet(Triplet triplet)\n{\n    int h = triplet.h;\n    int t = triplet.t;\n    int r = triplet.r;\n    printf(\"%s %s %s\\n\", id2ent[h].c_str(), id2rel[r].c_str(), id2ent[t].c_str());\n    printf(\"%c %d %lf %lf\\n\", triplet.type, triplet.valid, triplet.truth, triplet.logit);\n    for (int k = 0; k != int(triplet.rule_ids.size()); k++) print_rule(rules[triplet.rule_ids[k]]);\n    printf(\"\\n\");\n    printf(\"\\n\");\n}\n\nvoid read_data()\n{\n    char s_head[MAX_STRING], s_tail[MAX_STRING], s_rel[MAX_STRING];\n    int h, t, r;\n    Triplet triplet;\n    Pair ent_rel_pair;\n    std::map<std::string, int>::iterator iter;\n    FILE *fi;\n    \n    fi = fopen(observed_triplet_file, \"rb\");\n    if (fi == NULL)\n    {\n        printf(\"ERROR: file of observed triplets not found!\\n\");\n        exit(1);\n    }\n    while (1)\n    {\n        if (fscanf(fi, \"%s %s %s\", s_head, s_rel, s_tail) != 3) break;\n        \n        if (ent2id.count(s_head) == 0)\n        {\n            ent2id[s_head] = entity_size;\n            id2ent.push_back(s_head);\n            entity_size += 1;\n        }\n        \n        if (ent2id.count(s_tail) == 0)\n        {\n            ent2id[s_tail] = entity_size;\n            id2ent.push_back(s_tail);\n            entity_size += 1;\n        }\n        \n        if (rel2id.count(s_rel) == 0)\n        {\n            rel2id[s_rel] = relation_size;\n            id2rel.push_back(s_rel);\n            relation_size += 1;\n        }\n        \n        h = ent2id[s_head]; t = ent2id[s_tail]; r = rel2id[s_rel];\n        triplet.h = h; triplet.t = t; triplet.r = r; triplet.type = 'o'; triplet.valid = 1;\n        triplets.push_back(triplet);\n        observed_triplets.insert(triplet);\n    }\n    fclose(fi);\n    \n    observed_triplet_size = int(triplets.size());\n    \n    h2rt = new std::vector<Pair> [entity_size];\n    for (int k = 0; k != observed_triplet_size; k++)\n    {\n        h = triplets[k].h; r = triplets[k].r; t = triplets[k].t;\n        \n        ent_rel_pair.e = t;\n        ent_rel_pair.r = r;\n        h2rt[h].push_back(ent_rel_pair);\n    }\n    \n    printf(\"#Entities: %d          \\n\", entity_size);\n    printf(\"#Relations: %d          \\n\", relation_size);\n    printf(\"#Observed triplets: %d          \\n\", observed_triplet_size);\n}\n\nbool check_observed(Triplet triplet)\n{\n    if (observed_triplets.count(triplet) != 0) return true;\n    else return false;\n}\n\nvoid search_composition_rules(int h, int r, int t)\n{\n    int len0, len1, mid, r0, r1;\n    Rule rule;\n    \n    len0 = int(h2rt[h].size());\n    for (int k = 0; k != len0; k++)\n    {\n        mid = h2rt[h][k].e;\n        r0 = h2rt[h][k].r;\n        \n        len1 = int(h2rt[mid].size());\n        for (int i = 0; i != len1; i++)\n        {\n            if (h2rt[mid][i].e != t) continue;\n            \n            r1 = h2rt[mid][i].r;\n            \n            rule.r_premise.clear();\n            rule.r_premise.push_back(r0);\n            rule.r_premise.push_back(r1);\n            rule.r_hypothesis = r;\n            rule.type = \"composition\";\n            candidate_rules.insert(rule);\n        }\n    }\n}\n\nvoid search_symmetric_rules(int h, int r, int t)\n{\n    int len;\n    Rule rule;\n    \n    len = int(h2rt[t].size());\n    for (int k = 0; k != len; k++)\n    {\n        if (h2rt[t][k].r != r) continue;\n        if (h2rt[t][k].e != h) continue;\n        \n        rule.r_premise.clear();\n        rule.r_premise.push_back(r);\n        rule.r_hypothesis = r;\n        rule.type = \"symmetric\";\n        candidate_rules.insert(rule);\n    }\n    \n}\n\nvoid search_inverse_rules(int h, int r, int t)\n{\n    int len, invr;\n    Rule rule;\n    \n    len = int(h2rt[t].size());\n    for (int k = 0; k != len; k++)\n    {\n        if (h2rt[t][k].r == r) continue;\n        if (h2rt[t][k].e != h) continue;\n        \n        invr = h2rt[t][k].r;\n        \n        rule.r_premise.clear();\n        rule.r_premise.push_back(invr);\n        rule.r_hypothesis = r;\n        rule.type = \"inverse\";\n        candidate_rules.insert(rule);\n    }\n}\n\nvoid search_subrelation_rules(int h, int r, int t)\n{\n    int len, subr;\n    Rule rule;\n    \n    len = int(h2rt[h].size());\n    for (int k = 0; k != len; k++)\n    {\n        if (h2rt[h][k].e != t) continue;\n        \n        subr = h2rt[h][k].r;\n        if (subr == r) continue;\n        \n        rule.r_premise.clear();\n        rule.r_premise.push_back(subr);\n        rule.r_hypothesis = r;\n        rule.type = \"subrelation\";\n        candidate_rules.insert(rule);\n    }\n}\n\nvoid search_candidate_rules()\n{\n    for (int k = 0; k != observed_triplet_size; k++)\n    {\n        if (k % 100 == 0)\n        {\n            printf(\"Progress: %.3lf%%          %c\", (double)k / (double)(observed_triplet_size + 1) * 100, 13);\n            fflush(stdout);\n        }\n\n        search_composition_rules(triplets[k].h, triplets[k].r, triplets[k].t);\n        search_symmetric_rules(triplets[k].h, triplets[k].r, triplets[k].t);\n        search_inverse_rules(triplets[k].h, triplets[k].r, triplets[k].t);\n        search_subrelation_rules(triplets[k].h, triplets[k].r, triplets[k].t);\n    }\n    \n    std::set<Rule>::iterator iter;\n    for (iter = candidate_rules.begin(); iter != candidate_rules.end(); iter++)\n    rules.push_back(*iter);\n    \n    rule_size = int(candidate_rules.size());\n    candidate_rules.clear();\n    printf(\"#Candidate rules: %d          \\n\", rule_size);\n\n    for (int k = 0; k != rule_size; k++) rand_idx.push_back(k);\n    std::random_shuffle(rand_idx.begin(), rand_idx.end());\n}\n\ndouble precision_composition_rule(Rule rule)\n{\n    int len, h, mid, t;\n    int rp0, rp1, rh;\n    double p = 0, q = 0;\n    Triplet triplet;\n    \n    rp0 = rule.r_premise[0];\n    rp1 = rule.r_premise[1];\n    rh = rule.r_hypothesis;\n    \n    len = int(triplets.size());\n    for (int k = 0; k != len; k++)\n    {\n        if (triplets[k].r != rp0) continue;\n        \n        h = triplets[k].h;\n        mid = triplets[k].t;\n        \n        for (int i = 0; i != int(h2rt[mid].size()); i++)\n        {\n            if (h2rt[mid][i].r != rp1) continue;\n            \n            t = h2rt[mid][i].e;\n            triplet.h = h; triplet.r = rh; triplet.t = t;\n            \n            if (check_observed(triplet) == true) p += 1;\n            q += 1;\n        }\n    }\n    \n    return p / q;\n}\n\ndouble precision_symmetric_rule(Rule rule)\n{\n    int h, t, rp, rh, len;\n    double p = 0, q = 0;\n    Triplet triplet;\n    \n    rp = rule.r_premise[0];\n    rh = rule.r_hypothesis;\n    \n    len = int(triplets.size());\n    for (int k = 0; k != len; k++)\n    {\n        if (triplets[k].r != rp) continue;\n        \n        h = triplets[k].h; t = triplets[k].t;\n        triplet.h = t; triplet.t = h; triplet.r = rh;\n        \n        if (check_observed(triplet) == true) p += 1;\n        q += 1;\n    }\n    \n    return p / q;\n}\n\ndouble precision_inverse_rule(Rule rule)\n{\n    int h, t, rp, rh, len;\n    double p = 0, q = 0;\n    Triplet triplet;\n    \n    rp = rule.r_premise[0];\n    rh = rule.r_hypothesis;\n    \n    len = int(triplets.size());\n    for (int k = 0; k != len; k++)\n    {\n        if (triplets[k].r != rp) continue;\n        \n        h = triplets[k].h; t = triplets[k].t;\n        triplet.h = t; triplet.t = h; triplet.r = rh;\n        \n        if (check_observed(triplet) == true) p += 1;\n        q += 1;\n    }\n    \n    return p / q;\n}\n\ndouble precision_subrelation_rule(Rule rule)\n{\n    int h, t, rp, rh, len;\n    double p = 0, q = 0;\n    Triplet triplet;\n    \n    rp = rule.r_premise[0];\n    rh = rule.r_hypothesis;\n    \n    len = int(triplets.size());\n    for (int k = 0; k != len; k++)\n    {\n        if (triplets[k].r != rp) continue;\n        \n        h = triplets[k].h; t = triplets[k].t;\n        triplet.h = h; triplet.t = t; triplet.r = rh;\n        \n        if (check_observed(triplet) == true) p += 1;\n        q += 1;\n    }\n    \n    return p / q;\n}\n\nvoid *compute_rule_precision_thread(void *id)\n{\n    int thread = int((long)(id));\n    int bg = int(rule_size / num_threads) * thread;\n    int ed = int(rule_size / num_threads) * (thread + 1);\n    if (thread == num_threads - 1) ed = rule_size;\n    \n    for (int T = bg; T != ed; T++)\n    {\n        if (T % 10 == 0)\n        {\n            total_count += 10;\n            printf(\"Progress: %.3lf%%          %c\", (double)total_count / (double)(rule_size + 1) * 100, 13);\n            fflush(stdout);\n        }\n\n        int k = rand_idx[T];\n\n        if (rules[k].type == \"composition\") rules[k].precision = precision_composition_rule(rules[k]);\n        if (rules[k].type == \"symmetric\") rules[k].precision = precision_symmetric_rule(rules[k]);\n        if (rules[k].type == \"inverse\") rules[k].precision = precision_inverse_rule(rules[k]);\n        if (rules[k].type == \"subrelation\") rules[k].precision = precision_subrelation_rule(rules[k]);\n    }\n    \n    pthread_exit(NULL);\n}\n\nvoid compute_rule_precision()\n{\n    pthread_t *pt = (pthread_t *)malloc(num_threads * sizeof(pthread_t));\n    total_count = 0;\n    for (long a = 0; a < num_threads; a++) pthread_create(&pt[a], NULL, compute_rule_precision_thread, (void *)a);\n    for (long a = 0; a < num_threads; a++) pthread_join(pt[a], NULL);\n    free(pt);\n    \n    std::vector<Rule> rules_copy(rules);\n    rules.clear();\n    for (int k = 0; k != rule_size; k++)\n    {\n        if (rules_copy[k].precision >= rule_threshold) rules.push_back(rules_copy[k]);\n    }\n    rules_copy.clear();\n    \n    rule_size = int(rules.size());\n    printf(\"#Final Rules: %d          \\n\", rule_size);\n}\n\nvoid search_hidden_with_composition(int id, int thread)\n{\n    int h, mid, t, len;\n    int rp1, rp2, rh;\n    Triplet triplet;\n    \n    rp1 = rules[id].r_premise[0];\n    rp2 = rules[id].r_premise[1];\n    rh = rules[id].r_hypothesis;\n    \n    len = int(triplets.size());\n    for (int k = 0; k != len; k++)\n    {\n        if (triplets[k].r != rp1) continue;\n        \n        h = triplets[k].h;\n        mid = triplets[k].t;\n        \n        for (int i = 0; i != int(h2rt[mid].size()); i++)\n        {\n            if (h2rt[mid][i].r != rp2) continue;\n            \n            t = h2rt[mid][i].e;\n            triplet.h = h; triplet.t = t; triplet.r = rh;\n            \n            if (check_observed(triplet) == true) continue;\n            triplet.type = 'h'; triplet.valid = 0;\n            sem_wait(&mutex);\n            hidden_triplets.insert(triplet);\n            sem_post(&mutex);\n        }\n    }\n}\n\nvoid search_hidden_with_symmetric(int id, int thread)\n{\n    int h, t, rp, rh, len;\n    Triplet triplet;\n    \n    rp = rules[id].r_premise[0];\n    rh = rules[id].r_hypothesis;\n    \n    len = int(triplets.size());\n    for (int k = 0; k != len; k++)\n    {\n        if (triplets[k].r != rp) continue;\n        \n        h = triplets[k].h; t = triplets[k].t;\n        triplet.h = t; triplet.t = h; triplet.r = rh;\n        \n        if (check_observed(triplet) == true) continue;\n        triplet.type = 'h'; triplet.valid = 0;\n        sem_wait(&mutex);\n        hidden_triplets.insert(triplet);\n        sem_post(&mutex);\n    }\n}\n\nvoid search_hidden_with_inverse(int id, int thread)\n{\n    int h, t, rp, rh, len;\n    Triplet triplet;\n    \n    rp = rules[id].r_premise[0];\n    rh = rules[id].r_hypothesis;\n    \n    len = int(triplets.size());\n    for (int k = 0; k != len; k++)\n    {\n        if (triplets[k].r != rp) continue;\n        \n        h = triplets[k].h; t = triplets[k].t;\n        triplet.h = t; triplet.t = h; triplet.r = rh;\n        \n        if (check_observed(triplet) == true) continue;\n        triplet.type = 'h'; triplet.valid = 0;\n        sem_wait(&mutex);\n        hidden_triplets.insert(triplet);\n        sem_post(&mutex);\n    }\n}\n\nvoid search_hidden_with_subrelation(int id, int thread)\n{\n    int h, t, rp, rh, len;\n    Triplet triplet;\n    \n    rp = rules[id].r_premise[0];\n    rh = rules[id].r_hypothesis;\n    \n    len = int(triplets.size());\n    for (int k = 0; k != len; k++)\n    {\n        if (triplets[k].r != rp) continue;\n        \n        h = triplets[k].h; t = triplets[k].t;\n        triplet.h = h; triplet.t = t; triplet.r = rh;\n        \n        if (check_observed(triplet) == true) continue;\n        triplet.type = 'h'; triplet.valid = 0;\n        sem_wait(&mutex);\n        hidden_triplets.insert(triplet);\n        sem_post(&mutex);\n    }\n}\n\nvoid *search_hidden_triplets_thread(void *id)\n{\n    int thread = int((long)(id));\n    int bg = int(rule_size / num_threads) * thread;\n    int ed = int(rule_size / num_threads) * (thread + 1);\n    if (thread == num_threads - 1) ed = rule_size;\n    \n    for (int k = bg; k != ed; k++)\n    {\n        if (k % 10 == 0)\n        {\n            total_count += 10;\n            printf(\"Progress: %.3lf%%          %c\", (double)total_count / (double)(rule_size + 1) * 100, 13);\n            fflush(stdout);\n        }\n\n        if (rules[k].type == \"composition\") search_hidden_with_composition(k, thread);\n        if (rules[k].type == \"symmetric\") search_hidden_with_symmetric(k, thread);\n        if (rules[k].type == \"inverse\") search_hidden_with_inverse(k, thread);\n        if (rules[k].type == \"subrelation\") search_hidden_with_subrelation(k, thread);\n    }\n    \n    pthread_exit(NULL);\n}\n\nvoid search_hidden_triplets()\n{\n    sem_init(&mutex, 0, 1);\n    pthread_t *pt = (pthread_t *)malloc(num_threads * sizeof(pthread_t));\n    total_count = 0;\n    for (long a = 0; a < num_threads; a++) pthread_create(&pt[a], NULL, search_hidden_triplets_thread, (void *)a);\n    for (long a = 0; a < num_threads; a++) pthread_join(pt[a], NULL);\n    free(pt);\n    \n    hidden_triplet_size = int(hidden_triplets.size());\n    triplet_size = observed_triplet_size + hidden_triplet_size;\n    \n    std::set<Triplet>::iterator iter;\n    for (iter = hidden_triplets.begin(); iter != hidden_triplets.end(); iter++) triplets.push_back(*iter);\n    printf(\"#Hidden triplets: %d          \\n\", hidden_triplet_size);\n    printf(\"#Triplets: %d          \\n\", triplet_size);\n}\n\nvoid read_probability_of_hidden_triplets()\n{\n    if (probability_file[0] == 0)\n    {\n        Pair ent_rel_pair;\n        \n        triplet2id.clear();\n        for (int k = 0; k != entity_size; k++) h2rt[k].clear();\n        \n        for (int k = 0; k != triplet_size; k++)\n        {\n            triplet2id[triplets[k]] = k;\n            \n            if (triplets[k].type == 'o')\n            {\n                triplets[k].valid = 1;\n                triplets[k].truth = 1;\n                ent_rel_pair.e = triplets[k].t;\n                ent_rel_pair.r = triplets[k].r;\n                h2rt[triplets[k].h].push_back(ent_rel_pair);\n            }\n            else\n            {\n                triplets[k].valid = 0;\n                triplets[k].truth = 0;\n            }\n        }\n        return;\n    }\n    \n    char s_head[MAX_STRING], s_tail[MAX_STRING], s_rel[MAX_STRING];\n    double prob;\n    Triplet triplet;\n    \n    FILE *fi = fopen(probability_file, \"rb\");\n    if (fi == NULL)\n    {\n        printf(\"ERROR: probability file not found!\\n\");\n        exit(1);\n    }\n    while (1)\n    {\n        if (fscanf(fi, \"%s %s %s %lf\", s_head, s_rel, s_tail, &prob) != 4) break;\n        \n        if (ent2id.count(s_head) == 0) continue;\n        if (ent2id.count(s_tail) == 0) continue;\n        if (rel2id.count(s_rel) == 0) continue;\n        \n        triplet.h = ent2id[s_head];\n        triplet.t = ent2id[s_tail];\n        triplet.r = rel2id[s_rel];\n        \n        triplet2prob[triplet] = prob;\n    }\n    fclose(fi);\n    \n    for (int k = 0; k != triplet_size; k++)\n    {\n        if (triplets[k].type == 'o')\n        {\n            triplets[k].truth = 1;\n            triplets[k].valid = 1;\n            continue;\n        }\n        \n        if (triplet2prob.count(triplets[k]) != 0 && triplet2prob[triplets[k]] >= triplet_threshold)\n        {\n            triplets[k].truth = triplet2prob[triplets[k]];\n            triplets[k].valid = 1;\n        }\n        else\n        {\n            triplets[k].truth = triplet2prob[triplets[k]];\n            triplets[k].valid = 0;\n        }\n    }\n    \n    for (int k = 0; k != entity_size; k++) h2rt[k].clear();\n    \n    int h, r, t;\n    Pair ent_rel_pair;\n    for (int k = 0; k != triplet_size; k++)\n    {\n        triplet2id[triplets[k]] = k;\n        \n        if (triplets[k].valid == 0) continue;\n        \n        h = triplets[k].h; r = triplets[k].r; t = triplets[k].t;\n        \n        ent_rel_pair.e = t;\n        ent_rel_pair.r = r;\n        h2rt[h].push_back(ent_rel_pair);\n    }\n}\n\nvoid link_composition_rule(int id)\n{\n    int tid, h, mid, t;\n    int rp0, rp1, rh;\n    Triplet triplet;\n    \n    rp0 = rules[id].r_premise[0];\n    rp1 = rules[id].r_premise[1];\n    rh = rules[id].r_hypothesis;\n    \n    for (int k = 0; k != triplet_size; k++)\n    {\n        if (triplets[k].valid == 0) continue;\n        if (triplets[k].r != rp0) continue;\n        \n        h = triplets[k].h;\n        mid = triplets[k].t;\n        \n        for (int i = 0; i != int(h2rt[mid].size()); i++)\n        {\n            if (h2rt[mid][i].r != rp1) continue;\n            \n            t = h2rt[mid][i].e;\n            triplet.h = h; triplet.r = rh; triplet.t = t;\n            \n            if (triplet2id.count(triplet) == 0) continue;\n            tid = triplet2id[triplet];\n            sem_wait(&mutex);\n            triplets[tid].rule_ids.push_back(id);\n            sem_post(&mutex);\n        }\n    }\n}\n\nvoid link_symmetric_rule(int id)\n{\n    int tid, h, t, rp, rh;\n    Triplet triplet;\n    \n    rp = rules[id].r_premise[0];\n    rh = rules[id].r_hypothesis;\n    \n    for (int k = 0; k != triplet_size; k++)\n    {\n        if (triplets[k].valid == 0) continue;\n        if (triplets[k].r != rp) continue;\n        \n        h = triplets[k].h; t = triplets[k].t;\n        triplet.h = t; triplet.t = h; triplet.r = rh;\n        \n        if (triplet2id.count(triplet) == 0) continue;\n        tid = triplet2id[triplet];\n        sem_wait(&mutex);\n        triplets[tid].rule_ids.push_back(id);\n        sem_post(&mutex);\n    }\n}\n\nvoid link_inverse_rule(int id)\n{\n    int tid, h, t, rp, rh;\n    Triplet triplet;\n    \n    rp = rules[id].r_premise[0];\n    rh = rules[id].r_hypothesis;\n    \n    for (int k = 0; k != triplet_size; k++)\n    {\n        if (triplets[k].valid == 0) continue;\n        if (triplets[k].r != rp) continue;\n        \n        h = triplets[k].h; t = triplets[k].t;\n        triplet.h = t; triplet.t = h; triplet.r = rh;\n        \n        if (triplet2id.count(triplet) == 0) continue;\n        tid = triplet2id[triplet];\n        sem_wait(&mutex);\n        triplets[tid].rule_ids.push_back(id);\n        sem_post(&mutex);\n    }\n}\n\nvoid link_subrelation_rule(int id)\n{\n    int tid, h, t, rp, rh;\n    Triplet triplet;\n    \n    rp = rules[id].r_premise[0];\n    rh = rules[id].r_hypothesis;\n    \n    for (int k = 0; k != triplet_size; k++)\n    {\n        if (triplets[k].valid == 0) continue;\n        if (triplets[k].r != rp) continue;\n        \n        h = triplets[k].h; t = triplets[k].t;\n        triplet.h = h; triplet.t = t; triplet.r = rh;\n        \n        if (triplet2id.count(triplet) == 0) continue;\n        tid = triplet2id[triplet];\n        sem_wait(&mutex);\n        triplets[tid].rule_ids.push_back(id);\n        sem_post(&mutex);\n    }\n}\n\nvoid *link_rules_thread(void *id)\n{\n    int thread = int((long)(id));\n    int bg = int(rule_size / num_threads) * thread;\n    int ed = int(rule_size / num_threads) * (thread + 1);\n    if (thread == num_threads - 1) ed = rule_size;\n    \n    for (int k = bg; k != ed; k++)\n    {\n        if (k % 10 == 0)\n        {\n            total_count += 10;\n            printf(\"Progress: %.3lf%%          %c\", (double)total_count / (double)(rule_size + 1) * 100, 13);\n            fflush(stdout);\n        }\n\n        if (rules[k].type == \"composition\") link_composition_rule(k);\n        if (rules[k].type == \"symmetric\") link_symmetric_rule(k);\n        if (rules[k].type == \"inverse\") link_inverse_rule(k);\n        if (rules[k].type == \"subrelation\") link_subrelation_rule(k);\n    }\n    \n    pthread_exit(NULL);\n}\n\nvoid link_rules()\n{\n    sem_init(&mutex, 0, 1);\n    pthread_t *pt = (pthread_t *)malloc(num_threads * sizeof(pthread_t));\n    total_count = 0;\n    for (long a = 0; a < num_threads; a++) pthread_create(&pt[a], NULL, link_rules_thread, (void *)a);\n    for (long a = 0; a < num_threads; a++) pthread_join(pt[a], NULL);\n    free(pt);\n\n    printf(\"Data preprocessing done!          \\n\");\n}\n\nvoid init_weight()\n{\n    for (int k = 0; k != rule_size; k++)\n    rules[k].weight = (rand() / double(RAND_MAX) - 0.5) / 100;\n}\n\ndouble train_epoch(double lr)\n{\n    double error = 0, cn = 0;\n    \n    for (int k = 0; k != rule_size; k++) rules[k].grad = 0;\n    \n    for (int k = 0; k != triplet_size; k++)\n    {\n        int len = int(triplets[k].rule_ids.size());\n        if (len == 0) continue;\n        \n        triplets[k].logit = 0;\n        for (int i = 0; i != len; i++)\n        {\n            int rule_id = triplets[k].rule_ids[i];\n            triplets[k].logit += rules[rule_id].weight / len;\n        }\n        \n        triplets[k].logit = sigmoid(triplets[k].logit);\n        for (int i = 0; i != len; i++)\n        {\n            int rule_id = triplets[k].rule_ids[i];\n            rules[rule_id].grad += (triplets[k].truth - triplets[k].logit) / len;\n        }\n        \n        error += (triplets[k].truth - triplets[k].logit) * (triplets[k].truth - triplets[k].logit);\n        cn += 1;\n    }\n    \n    for (int k = 0; k != rule_size; k++) rules[k].weight += lr * rules[k].grad;\n    \n    return sqrt(error / cn);\n}\n\nvoid output_rules()\n{\n    if (output_rule_file[0] == 0) return;\n    \n    FILE *fo = fopen(output_rule_file, \"wb\");\n    for (int k = 0; k != rule_size; k++)\n    {\n        std::string type = rules[k].type;\n        double weight = rules[k].weight;\n        \n        fprintf(fo, \"%s\\t%s\\t\", type.c_str(), id2rel[rules[k].r_hypothesis].c_str());\n        for (int i = 0; i != int(rules[k].r_premise.size()); i++)\n        fprintf(fo, \"%s\\t\", id2rel[rules[k].r_premise[i]].c_str());\n        fprintf(fo, \"%lf\\n\", weight);\n    }\n    fclose(fo);\n}\n\nvoid output_predictions()\n{\n    if (output_prediction_file[0] == 0) return;\n    \n    FILE *fo = fopen(output_prediction_file, \"wb\");\n    for (int k = 0; k != triplet_size; k++)\n    {\n        if (triplets[k].type == 'o') continue;\n        \n        int h = triplets[k].h;\n        int t = triplets[k].t;\n        int r = triplets[k].r;\n        double prob = triplets[k].logit;\n        \n        fprintf(fo, \"%s\\t%s\\t%s\\t%lf\\n\", id2ent[h].c_str(), id2rel[r].c_str(), id2ent[t].c_str(), prob);\n    }\n    fclose(fo);\n}\n\nvoid output_hidden_triplets()\n{\n    if (output_hidden_file[0] == 0) return;\n    \n    FILE *fo = fopen(output_hidden_file, \"wb\");\n    for (int k = 0; k != triplet_size; k++)\n    {\n        if (triplets[k].type == 'o') continue;\n        \n        int h = triplets[k].h;\n        int t = triplets[k].t;\n        int r = triplets[k].r;\n        \n        fprintf(fo, \"%s\\t%s\\t%s\\n\", id2ent[h].c_str(), id2rel[r].c_str(), id2ent[t].c_str());\n    }\n    fclose(fo);\n}\n\nvoid save()\n{\n    if (save_file[0] == 0) return;\n    \n    FILE *fo = fopen(save_file, \"wb\");\n    \n    fprintf(fo, \"%d\\n\", entity_size);\n    for (int k = 0; k != entity_size; k++) fprintf(fo, \"%d\\t%s\\n\", k, id2ent[k].c_str());\n    \n    fprintf(fo, \"%d\\n\", relation_size);\n    for (int k = 0; k != relation_size; k++) fprintf(fo, \"%d\\t%s\\n\", k, id2rel[k].c_str());\n    \n    fprintf(fo, \"%d\\n\", triplet_size);\n    for (int k = 0; k != triplet_size; k++)\n    {\n        int h = triplets[k].h;\n        int r = triplets[k].r;\n        int t = triplets[k].t;\n        char type = triplets[k].type;\n        int valid = triplets[k].valid;\n        \n        fprintf(fo, \"%s\\t%s\\t%s\\t%c\\t%d\\n\", id2ent[h].c_str(), id2rel[r].c_str(), id2ent[t].c_str(), type, valid);\n    }\n    \n    fprintf(fo, \"%d\\n\", rule_size);\n    for (int k = 0; k != rule_size; k++)\n    {\n        std::string type = rules[k].type;\n        double weight = rules[k].weight;\n        \n        fprintf(fo, \"%s\\t%lf\\t%s\\t%d\\t\", type.c_str(), rules[k].precision, id2rel[rules[k].r_hypothesis].c_str(), int(rules[k].r_premise.size()));\n        for (int i = 0; i != int(rules[k].r_premise.size()); i++)\n        fprintf(fo, \"%s\\t\", id2rel[rules[k].r_premise[i]].c_str());\n        fprintf(fo, \"%lf\\n\", weight);\n    }\n    \n    fclose(fo);\n}\n\nvoid load()\n{\n    if (load_file[0] == 0) return;\n    \n    FILE *fi = fopen(load_file, \"rb\");\n    if (fi == NULL)\n    {\n        printf(\"ERROR: loading file not found!\\n\");\n        exit(1);\n    }\n    \n    fscanf(fi, \"%d\", &entity_size);\n    id2ent.clear(); ent2id.clear();\n    int eid; char s_ent[MAX_STRING];\n    for (int k = 0; k != entity_size; k++)\n    {\n        fscanf(fi, \"%d %s\", &eid, s_ent);\n        id2ent.push_back(s_ent);\n        ent2id[s_ent] = eid;\n    }\n    \n    fscanf(fi, \"%d\", &relation_size);\n    id2rel.clear(); rel2id.clear();\n    int rid; char s_rel[MAX_STRING];\n    for (int k = 0; k != relation_size; k++)\n    {\n        fscanf(fi, \"%d %s\", &rid, s_rel);\n        id2rel.push_back(s_rel);\n        rel2id[s_rel] = rid;\n    }\n    \n    fscanf(fi, \"%d\", &triplet_size);\n    triplets.clear();\n    observed_triplets.clear();\n    h2rt = new std::vector<Pair> [entity_size];\n    int h, r, t;\n    char t_type, s_head[MAX_STRING], s_tail[MAX_STRING];\n    int valid;\n    Triplet triplet;\n    Pair ent_rel_pair;\n    observed_triplet_size = 0; hidden_triplet_size = 0;\n    for (int k = 0; k != triplet_size; k++)\n    {\n        fscanf(fi, \"%s %s %s %c %d\\n\", s_head, s_rel, s_tail, &t_type, &valid);\n        h = ent2id[s_head]; r = rel2id[s_rel]; t = ent2id[s_tail];\n        triplet.h = h; triplet.r = r; triplet.t = t; triplet.type = t_type; triplet.valid = valid;\n        triplet.rule_ids.clear();\n        triplets.push_back(triplet);\n        \n        if (t_type == 'o')\n        {\n            observed_triplets.insert(triplet);\n            observed_triplet_size += 1;\n        }\n        else\n        {\n            hidden_triplet_size += 1;\n        }\n        \n        if (valid == 0) continue;\n        ent_rel_pair.e = t;\n        ent_rel_pair.r = r;\n        h2rt[h].push_back(ent_rel_pair);\n    }\n    \n    fscanf(fi, \"%d\", &rule_size);\n    rules.clear();\n    Rule rule;\n    char r_type[MAX_STRING];\n    for (int k = 0; k != rule_size; k++)\n    {\n        int cn;\n        fscanf(fi, \"%s %lf %s %d\", r_type, &rule.precision, s_rel, &cn);\n        rule.r_hypothesis = rel2id[s_rel];\n        rule.type = r_type;\n        rule.r_premise.clear();\n        for (int i = 0; i != cn; i++)\n        {\n            fscanf(fi, \"%s\", s_rel);\n            rule.r_premise.push_back(rel2id[s_rel]);\n        }\n        fscanf(fi, \"%lf\", &rule.weight);\n        rules.push_back(rule);\n    }\n    \n    fclose(fi);\n    \n    printf(\"#Entities: %d          \\n\", entity_size);\n    printf(\"#Relations: %d          \\n\", relation_size);\n    printf(\"#Observed triplets: %d          \\n\", observed_triplet_size);\n    printf(\"#Hidden triplets: %d          \\n\", hidden_triplet_size);\n    printf(\"#Triplets: %d          n\", triplet_size);\n    printf(\"#Rules: %d          \\n\", rule_size);\n}\n\nvoid train()\n{\n    if (load_file[0] == 0)\n    {\n        // Read observed triplets\n        read_data();\n        // Search for candidate logic rules\n        search_candidate_rules();\n        // Compute the empirical precision of logic rules and filter out low-precision ones\n        compute_rule_precision();\n        // Search for hidden triplets with the extracted logic rules\n        search_hidden_triplets();\n    }\n    else\n    {\n        load();\n    }\n    \n    save();\n    output_hidden_triplets();\n\n    if (iterations == 0) return;\n\n    // Read the probability of hidden triplets predicted by KGE models\n    read_probability_of_hidden_triplets();\n    // Link each triplet to logic rules which can extract the triplet\n    link_rules();\n    // Initialize the weight of logic rules randomly\n    init_weight();\n    for (int k = 0; k != iterations; k++)\n    {\n        double error = train_epoch(learning_rate);\n        printf(\"Iteration: %d %lf          \\n\", k, error);\n    }\n    output_rules();\n    output_predictions();\n}\n\nint ArgPos(char *str, int argc, char **argv)\n{\n    int a;\n    for (a = 1; a < argc; a++) if (!strcmp(str, argv[a])) \n    {\n        if (a == argc - 1) \n        {\n            printf(\"Argument missing for %s\\n\", str);\n            exit(1);\n        }\n        return a;\n    }\n    return -1;\n}\n\nint main(int argc, char **argv)\n{\n    int i;\n    if (argc == 1)\n    {\n        printf(\"Options:\\n\");\n        printf(\"Parameters for training:\\n\");\n        printf(\"\\t-observed <file>\\n\");\n        printf(\"\\t\\tFile of observed triplets, one triplet per line, with the format: <h> <r> <t>.\\n\");\n        printf(\"\\t-probability <file>\\n\");\n        printf(\"\\t\\tAnnotation of hidden triplets from KGE model, one triplet per line, with the format: <h> <r> <t> <prob>.\\n\");\n        printf(\"\\t-out-rule <file>\\n\");\n        printf(\"\\t\\tOutput file of logic rules.\\n\");\n        printf(\"\\t-out-prediction <file>\\n\");\n        printf(\"\\t\\tOutput file of predictions on hidden triplets by MLN.\\n\");\n        printf(\"\\t-out-hidden <file>\\n\");\n        printf(\"\\t\\tOutput file of discovered hidden triplets.\\n\");\n        printf(\"\\t-save <file>\\n\");\n        printf(\"\\t\\tSaving file.\\n\");\n        printf(\"\\t-load <file>\\n\");\n        printf(\"\\t\\tLoading file.\\n\");\n        printf(\"\\t-iterations <int>\\n\");\n        printf(\"\\t\\tNumber of iterations for training.\\n\");\n        printf(\"\\t-lr <float>\\n\");\n        printf(\"\\t\\tLearning rate.\\n\");\n        printf(\"\\t-thresh-rule <float>\\n\");\n        printf(\"\\t\\tThreshold for logic rules. Logic rules whose empirical precision is less than the threshold will be filtered out.\\n\");\n        printf(\"\\t-thresh-triplet <float>\\n\");\n        printf(\"\\t\\tThreshold for triplets. Hidden triplets whose probability is less than the threshold will be viewed as false ones.\\n\");\n        printf(\"\\t-threads <int>\\n\");\n        printf(\"\\t\\tNumber of running threads.\\n\");\n        return 0;\n    }\n    observed_triplet_file[0] = 0;\n    probability_file [0] = 0;\n    output_rule_file[0] = 0;\n    output_prediction_file[0] = 0;\n    output_hidden_file[0] = 0;\n    save_file[0] = 0;\n    load_file[0] = 0;\n    if ((i = ArgPos((char *)\"-observed\", argc, argv)) > 0) strcpy(observed_triplet_file, argv[i + 1]);\n    if ((i = ArgPos((char *)\"-probability\", argc, argv)) > 0) strcpy(probability_file, argv[i + 1]);\n    if ((i = ArgPos((char *)\"-out-rule\", argc, argv)) > 0) strcpy(output_rule_file, argv[i + 1]);\n    if ((i = ArgPos((char *)\"-out-prediction\", argc, argv)) > 0) strcpy(output_prediction_file, argv[i + 1]);\n    if ((i = ArgPos((char *)\"-out-hidden\", argc, argv)) > 0) strcpy(output_hidden_file, argv[i + 1]);\n    if ((i = ArgPos((char *)\"-save\", argc, argv)) > 0) strcpy(save_file, argv[i + 1]);\n    if ((i = ArgPos((char *)\"-load\", argc, argv)) > 0) strcpy(load_file, argv[i + 1]);\n    if ((i = ArgPos((char *)\"-iterations\", argc, argv)) > 0) iterations = atoi(argv[i + 1]);\n    if ((i = ArgPos((char *)\"-lr\", argc, argv)) > 0) learning_rate = atof(argv[i + 1]);\n    if ((i = ArgPos((char *)\"-thresh-rule\", argc, argv)) > 0) rule_threshold = atof(argv[i + 1]);\n    if ((i = ArgPos((char *)\"-thresh-triplet\", argc, argv)) > 0) triplet_threshold = atof(argv[i + 1]);\n    if ((i = ArgPos((char *)\"-threads\", argc, argv)) > 0) num_threads = atoi(argv[i + 1]);\n    train();\n    return 0;\n}\n"
  },
  {
    "path": "requirements.txt",
    "content": "pytorch >= 1.0.0\nnumpy >= 1.15.4 #For data preparation process\nscikit-learn >= 0.20.2 #For AUC-PR"
  },
  {
    "path": "run.py",
    "content": "import sys\nimport os\nimport datetime\nfrom utils import augment_triplet, evaluate\n\ndataset = 'data/FB15k'\npath = './record'\n\niterations = 2\n\nkge_model = 'TransE'\nkge_batch = 1024\nkge_neg = 256\nkge_dim = 100\nkge_gamma = 24\nkge_alpha = 1\nkge_lr = 0.001\nkge_iters = 10000\nkge_tbatch = 16\nkge_reg = 0.0\nkge_topk = 100\n\nif kge_model == 'RotatE':\n    if dataset.split('/')[-1] == 'FB15k':\n        kge_batch, kge_neg, kge_dim, kge_gamma, kge_alpha, kge_lr, kge_iters, kge_tbatch = 1024, 256, 1000, 24.0, 1.0, 0.0001, 150000, 16\n    if dataset.split('/')[-1] == 'FB15k-237':\n        kge_batch, kge_neg, kge_dim, kge_gamma, kge_alpha, kge_lr, kge_iters, kge_tbatch = 1024, 256, 1000, 9.0, 1.0, 0.00005, 100000, 16\n    if dataset.split('/')[-1] == 'wn18':\n        kge_batch, kge_neg, kge_dim, kge_gamma, kge_alpha, kge_lr, kge_iters, kge_tbatch = 512, 1024, 500, 12.0, 0.5, 0.0001, 80000, 8\n    if dataset.split('/')[-1] == 'wn18rr':\n        kge_batch, kge_neg, kge_dim, kge_gamma, kge_alpha, kge_lr, kge_iters, kge_tbatch = 512, 1024, 500, 6.0, 0.5, 0.00005, 80000, 8\n\nif kge_model == 'TransE':\n    if dataset.split('/')[-1] == 'FB15k':\n        kge_batch, kge_neg, kge_dim, kge_gamma, kge_alpha, kge_lr, kge_iters, kge_tbatch = 1024, 256, 1000, 24.0, 1.0, 0.0001, 150000, 16\n    if dataset.split('/')[-1] == 'FB15k-237':\n        kge_batch, kge_neg, kge_dim, kge_gamma, kge_alpha, kge_lr, kge_iters, kge_tbatch = 1024, 256, 1000, 9.0, 1.0, 0.00005, 100000, 16\n    if dataset.split('/')[-1] == 'wn18':\n        kge_batch, kge_neg, kge_dim, kge_gamma, kge_alpha, kge_lr, kge_iters, kge_tbatch = 512, 1024, 500, 12.0, 0.5, 0.0001, 80000, 8\n    if dataset.split('/')[-1] == 'wn18rr':\n        kge_batch, kge_neg, kge_dim, kge_gamma, kge_alpha, kge_lr, kge_iters, kge_tbatch = 512, 1024, 500, 6.0, 0.5, 0.00005, 80000, 8\n\nif kge_model == 'DistMult':\n    if dataset.split('/')[-1] == 'FB15k':\n        kge_batch, kge_neg, kge_dim, kge_gamma, kge_alpha, kge_lr, kge_iters, kge_tbatch, kge_reg = 1024, 256, 2000, 500.0, 1.0, 0.001, 150000, 16, 0.000002\n    if dataset.split('/')[-1] == 'FB15k-237':\n        kge_batch, kge_neg, kge_dim, kge_gamma, kge_alpha, kge_lr, kge_iters, kge_tbatch, kge_reg = 1024, 256, 2000, 200.0, 1.0, 0.001, 100000, 16, 0.00001\n    if dataset.split('/')[-1] == 'wn18':\n        kge_batch, kge_neg, kge_dim, kge_gamma, kge_alpha, kge_lr, kge_iters, kge_tbatch, kge_reg = 512, 1024, 1000, 200.0, 1.0, 0.001, 80000, 8, 0.00001\n    if dataset.split('/')[-1] == 'wn18rr':\n        kge_batch, kge_neg, kge_dim, kge_gamma, kge_alpha, kge_lr, kge_iters, kge_tbatch, kge_reg = 512, 1024, 1000, 200.0, 1.0, 0.002, 80000, 8, 0.000005\n\nif kge_model == 'ComplEx':\n    if dataset.split('/')[-1] == 'FB15k':\n        kge_batch, kge_neg, kge_dim, kge_gamma, kge_alpha, kge_lr, kge_iters, kge_tbatch, kge_reg = 1024, 256, 1000, 500.0, 1.0, 0.001, 150000, 16, 0.000002\n    if dataset.split('/')[-1] == 'FB15k-237':\n        kge_batch, kge_neg, kge_dim, kge_gamma, kge_alpha, kge_lr, kge_iters, kge_tbatch, kge_reg = 1024, 256, 1000, 200.0, 1.0, 0.001, 100000, 16, 0.00001\n    if dataset.split('/')[-1] == 'wn18':\n        kge_batch, kge_neg, kge_dim, kge_gamma, kge_alpha, kge_lr, kge_iters, kge_tbatch, kge_reg = 512, 1024, 500, 200.0, 1.0, 0.001, 80000, 8, 0.00001\n    if dataset.split('/')[-1] == 'wn18rr':\n        kge_batch, kge_neg, kge_dim, kge_gamma, kge_alpha, kge_lr, kge_iters, kge_tbatch, kge_reg = 512, 1024, 500, 200.0, 1.0, 0.002, 80000, 8, 0.000005\n\nif dataset.split('/')[-1] == 'FB15k':\n    mln_threshold_of_rule = 0.1\n    mln_threshold_of_triplet = 0.7\n    weight = 0.5\nif dataset.split('/')[-1] == 'FB15k-237':\n    mln_threshold_of_rule = 0.6\n    mln_threshold_of_triplet = 0.7\n    weight = 0.5\nif dataset.split('/')[-1] == 'wn18':\n    mln_threshold_of_rule = 0.1\n    mln_threshold_of_triplet = 0.5\n    weight = 100\nif dataset.split('/')[-1] == 'wn18rr':\n    mln_threshold_of_rule = 0.1\n    mln_threshold_of_triplet = 0.5\n    weight = 100\n\nmln_iters = 1000\nmln_lr = 0.0001\nmln_threads = 8\n\n# ------------------------------------------\n\ndef ensure_dir(d):\n    if not os.path.exists(d):\n        os.makedirs(d)\n\ndef cmd_kge(workspace_path, model):\n    if model == 'RotatE':\n        return 'bash ./kge/kge.sh train {} {} 0 {} {} {} {} {} {} {} {} {} {} -de'.format(model, dataset, kge_batch, kge_neg, kge_dim, kge_gamma, kge_alpha, kge_lr, kge_iters, kge_tbatch, workspace_path, kge_topk)\n    if model == 'TransE':\n        return 'bash ./kge/kge.sh train {} {} 0 {} {} {} {} {} {} {} {} {} {}'.format(model, dataset, kge_batch, kge_neg, kge_dim, kge_gamma, kge_alpha, kge_lr, kge_iters, kge_tbatch, workspace_path, kge_topk)\n    if model == 'DistMult':\n        return 'bash ./kge/kge.sh train {} {} 0 {} {} {} {} {} {} {} {} {} {} -r {}'.format(model, dataset, kge_batch, kge_neg, kge_dim, kge_gamma, kge_alpha, kge_lr, kge_iters, kge_tbatch, workspace_path, kge_topk, kge_reg)\n    if model == 'ComplEx':\n        return 'bash ./kge/kge.sh train {} {} 0 {} {} {} {} {} {} {} {} {} {} -de -dr -r {}'.format(model, dataset, kge_batch, kge_neg, kge_dim, kge_gamma, kge_alpha, kge_lr, kge_iters, kge_tbatch, workspace_path, kge_topk, kge_reg)\n\ndef cmd_mln(main_path, workspace_path=None, preprocessing=False):\n    if preprocessing == True:\n        return './mln/mln -observed {}/train.txt -out-hidden {}/hidden.txt -save {}/mln_saved.txt -thresh-rule {} -iterations 0 -threads {}'.format(main_path, main_path, main_path, mln_threshold_of_rule, mln_threads)\n    else:\n        return './mln/mln -load {}/mln_saved.txt -probability {}/annotation.txt -out-prediction {}/pred_mln.txt -out-rule {}/rule.txt -thresh-triplet 1 -iterations {} -lr {} -threads {}'.format(main_path, workspace_path, workspace_path, workspace_path, mln_iters, mln_lr, mln_threads)\n\ndef save_cmd(save_path):\n    with open(save_path, 'w') as fo:\n        fo.write('dataset: {}\\n'.format(dataset))\n        fo.write('iterations: {}\\n'.format(iterations))\n        fo.write('kge_model: {}\\n'.format(kge_model))\n        fo.write('kge_batch: {}\\n'.format(kge_batch))\n        fo.write('kge_neg: {}\\n'.format(kge_neg))\n        fo.write('kge_dim: {}\\n'.format(kge_dim))\n        fo.write('kge_gamma: {}\\n'.format(kge_gamma))\n        fo.write('kge_alpha: {}\\n'.format(kge_alpha))\n        fo.write('kge_lr: {}\\n'.format(kge_lr))\n        fo.write('kge_iters: {}\\n'.format(kge_iters))\n        fo.write('kge_tbatch: {}\\n'.format(kge_tbatch))\n        fo.write('kge_reg: {}\\n'.format(kge_reg))\n        fo.write('mln_threshold_of_rule: {}\\n'.format(mln_threshold_of_rule))\n        fo.write('mln_threshold_of_triplet: {}\\n'.format(mln_threshold_of_triplet))\n        fo.write('mln_iters: {}\\n'.format(mln_iters))\n        fo.write('mln_lr: {}\\n'.format(mln_lr))\n        fo.write('mln_threads: {}\\n'.format(mln_threads))\n        fo.write('weight: {}\\n'.format(weight))\n\ntime = str(datetime.datetime.now()).replace(' ', '_')\npath = path + '/' + time\nensure_dir(path)\nsave_cmd('{}/cmd.txt'.format(path))\n\n# ------------------------------------------\n\nos.system('cp {}/train.txt {}/train.txt'.format(dataset, path))\nos.system('cp {}/train.txt {}/train_augmented.txt'.format(dataset, path))\nos.system(cmd_mln(path, preprocessing=True))\n\nfor k in range(iterations):\n\n    workspace_path = path + '/' + str(k)\n    ensure_dir(workspace_path)\n\n    os.system('cp {}/train_augmented.txt {}/train_kge.txt'.format(path, workspace_path))\n    os.system('cp {}/hidden.txt {}/hidden.txt'.format(path, workspace_path))\n    os.system(cmd_kge(workspace_path, kge_model))\n\n    os.system(cmd_mln(path, workspace_path, preprocessing=False))\n    augment_triplet('{}/pred_mln.txt'.format(workspace_path), '{}/train.txt'.format(path), '{}/train_augmented.txt'.format(workspace_path), mln_threshold_of_triplet)\n    os.system('cp {}/train_augmented.txt {}/train_augmented.txt'.format(workspace_path, path))\n\n    evaluate('{}/pred_mln.txt'.format(workspace_path), '{}/pred_kge.txt'.format(workspace_path), '{}/result_kge_mln.txt'.format(workspace_path), weight)\n"
  },
  {
    "path": "utils.py",
    "content": "import sys\nimport os\n\n# This function computes the probability of a triplet being true based on the MLN outputs.\ndef mln_triplet_prob(h, r, t, hrt2p):\n    # KGE algorithms tend to predict triplets like (e, r, e), which are less likely in practice.\n    # Therefore, we give a penalty to such triplets, which yields some improvement.\n    if h == t:\n        if hrt2p.get((h, r, t), 0) < 0.5:\n            return -100\n        return hrt2p[(h, r, t)]\n    else:\n        if (h, r, t) in hrt2p:\n            return hrt2p[(h, r, t)]\n        return 0.5\n\n# This function reads the outputs from MLN and KGE to do evaluation.\n# Here, the parameter weight controls the relative weights of both models.\ndef evaluate(mln_pred_file, kge_pred_file, output_file, weight):\n    hit1 = 0\n    hit3 = 0\n    hit10 = 0\n    mr = 0\n    mrr = 0\n    cn = 0\n\n    hrt2p = dict()\n    with open(mln_pred_file, 'r') as fi:\n        for line in fi:\n            h, r, t, p = line.strip().split('\\t')[0:4]\n            hrt2p[(h, r, t)] = float(p)\n\n    with open(kge_pred_file, 'r') as fi:\n        while True:\n            truth = fi.readline()\n            preds = fi.readline()\n\n            if (not truth) or (not preds):\n                break\n\n            truth = truth.strip().split()\n            preds = preds.strip().split()\n\n            h, r, t, mode, original_ranking = truth[0:5]\n            original_ranking = int(original_ranking)\n\n            if mode == 'h':\n                preds = [[pred.split(':')[0], float(pred.split(':')[1])] for pred in preds]\n\n                for k in range(len(preds)):\n                    e = preds[k][0]\n                    preds[k][1] += mln_triplet_prob(e, r, t, hrt2p) * weight\n\n                preds = sorted(preds, key=lambda x:x[1], reverse=True)\n                ranking = -1\n                for k in range(len(preds)):\n                    e = preds[k][0]\n                    if e == h:\n                        ranking = k + 1\n                        break\n                if ranking == -1:\n                    ranking = original_ranking\n\n            if mode == 't':\n                preds = [[pred.split(':')[0], float(pred.split(':')[1])] for pred in preds]\n\n                for k in range(len(preds)):\n                    e = preds[k][0]\n                    preds[k][1] += mln_triplet_prob(h, r, e, hrt2p) * weight\n\n                preds = sorted(preds, key=lambda x:x[1], reverse=True)\n                ranking = -1\n                for k in range(len(preds)):\n                    e = preds[k][0]\n                    if e == t:\n                        ranking = k + 1\n                        break\n                if ranking == -1:\n                    ranking = original_ranking\n\n            if ranking <= 1:\n                hit1 += 1\n            if ranking <=3:\n                hit3 += 1\n            if ranking <= 10:\n                hit10 += 1\n            mr += ranking\n            mrr += 1.0 / ranking\n            cn += 1\n\n    mr /= cn\n    mrr /= cn\n    hit1 /= cn\n    hit3 /= cn\n    hit10 /= cn\n\n    print('MR: ', mr)\n    print('MRR: ', mrr)\n    print('Hit@1: ', hit1)\n    print('Hit@3: ', hit3)\n    print('Hit@10: ', hit10)\n\n    with open(output_file, 'w') as fo:\n        fo.write('MR: {}\\n'.format(mr))\n        fo.write('MRR: {}\\n'.format(mrr))\n        fo.write('Hit@1: {}\\n'.format(hit1))\n        fo.write('Hit@3: {}\\n'.format(hit3))\n        fo.write('Hit@10: {}\\n'.format(hit10))\n\ndef augment_triplet(pred_file, trip_file, out_file, threshold):\n    with open(pred_file, 'r') as fi:\n        data = []\n        for line in fi:\n            l = line.strip().split()\n            data += [(l[0], l[1], l[2], float(l[3]))]\n\n    with open(trip_file, 'r') as fi:\n        trip = set()\n        for line in fi:\n            l = line.strip().split()\n            trip.add((l[0], l[1], l[2]))\n\n        for tp in data:\n            if tp[3] < threshold:\n                continue\n            trip.add((tp[0], tp[1], tp[2]))\n\n    with open(out_file, 'w') as fo:\n        for h, r, t in trip:\n            fo.write('{}\\t{}\\t{}\\n'.format(h, r, t))\n"
  }
]