Add fm-v6 foundation checkpoint

fm-v6/config.json

@@ -0,0 +1,93 @@
+{
+  "model_type": "EventTransformerPretrained",
+  "task": "causal next-activity + next-resource pretraining",
+  "corpus": "mixer v3: 18 real + 40 synthetic logs; 61 log ids (58 seen + UNK)",
+  "n_act": 777,
+  "n_res": 2740,
+  "n_logs": 61,
+  "n_classes": 777,
+  "d_model": 512,
+  "n_layers": 8,
+  "n_heads": 8,
+  "dropout": 0.1,
+  "max_len": 256,
+  "act_dim": 64,
+  "res_dim": 32,
+  "log_dim": 16,
+  "attention": "causal",
+  "id_dropout": 0.15,
+  "log_dropout": 0.15,
+  "log_unk": true,
+  "seen_logs": [
+    "bpi2012",
+    "bpi2017",
+    "bpi2013_incidents",
+    "bpi2013_closed",
+    "bpi2013_open",
+    "bpi2020_intl",
+    "bpi2020_dom",
+    "bpi2020_prepaid",
+    "bpi2020_rfp",
+    "sepsis",
+    "helpdesk",
+    "bpi2019",
+    "bpi2018",
+    "bpi2014",
+    "bpi2015_2",
+    "bpi2015_3",
+    "bpi2015_4",
+    "bpi2015_5",
+    "gmx2_01",
+    "gmx2_02",
+    "gmx2_03",
+    "gmx2_04",
+    "gmx2_05",
+    "gmx2_06",
+    "gmx2_07",
+    "gmx2_08",
+    "gmx2_09",
+    "gmx2_10",
+    "gmx2_11",
+    "gmx2_12",
+    "gmx2_13",
+    "gmx2_14",
+    "gmx2_15",
+    "gmx2_16",
+    "gmx2_17",
+    "gmx2_18",
+    "gmx2_19",
+    "gmx2_20",
+    "gmx2_21",
+    "gmx2_22",
+    "gmx2_23",
+    "gmx2_24",
+    "gmx2_25",
+    "gmx2_26",
+    "gmx2_27",
+    "gmx2_28",
+    "gmx2_29",
+    "gmx2_30",
+    "gmx2_14_01",
+    "gmx2_14_02",
+    "gmx2_14_03",
+    "gmx2_14_04",
+    "gmx2_14_05",
+    "gmx2_14_06",
+    "gmx2_14_07",
+    "gmx2_14_08",
+    "gmx2_14_09",
+    "gmx2_14_10"
+  ],
+  "best": {
+    "val_loss": 1.1900114511763482,
+    "val_act_acc": 0.7527329732642588,
+    "epoch": 10
+  },
+  "metrics": {
+    "bpi2015_1_zero_shot_acc": 0.348,
+    "bpi2015_1_ft_test_acc": 0.4495,
+    "bpi2015_1_ft_top3": 0.6436,
+    "bpi2015_1_ft_macro_f1": 0.205
+  },
+  "base_checkpoint": "fm_v6"
+}

fm-v6/model.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1b5e3e8e066176c6a78021a7b2352159a6712868c21746c63a538ed8d5568381
+size 109449539

fm-v6/vocab.json

@@ -0,0 +1,3591 @@
+{
+  "model": "fm-v6",
+  "global_ids": true,
+  "activities": [
+    "W_Completeren aanvraag",
+    "W_Nabellen offertes",
+    "A_SUBMITTED",
+    "A_PARTLYSUBMITTED",
+    "W_Nabellen incomplete dossiers",
+    "W_Valideren aanvraag",
+    "A_DECLINED",
+    "A_PREACCEPTED",
+    "O_SELECTED",
+    "O_CREATED",
+    "O_SENT",
+    "W_Afhandelen leads",
+    "A_ACCEPTED",
+    "A_FINALIZED",
+    "O_CANCELLED",
+    "O_SENT_BACK",
+    "A_CANCELLED",
+    "A_REGISTERED",
+    "A_APPROVED",
+    "A_ACTIVATED",
+    "O_ACCEPTED",
+    "O_DECLINED",
+    "W_Beoordelen fraude",
+    "O_Create Offer",
+    "O_Created",
+    "O_Sent (mail and online)",
+    "A_Validating",
+    "A_Create Application",
+    "A_Concept",
+    "A_Accepted",
+    "A_Complete",
+    "O_Returned",
+    "A_Incomplete",
+    "O_Cancelled",
+    "A_Submitted",
+    "W_Complete application",
+    "O_Accepted",
+    "A_Pending",
+    "W_Validate application",
+    "A_Cancelled",
+    "O_Refused",
+    "A_Denied",
+    "W_Handle leads",
+    "W_Call incomplete files",
+    "O_Sent (online only)",
+    "W_Call after offers",
+    "W_Assess potential fraud",
+    "In Progress",
+    "Awaiting Assignment",
+    "Resolved",
+    "Closed",
+    "Wait - User",
+    "Assigned",
+    "In Call",
+    "Wait",
+    "Wait - Implementation",
+    "Wait - Vendor",
+    "Wait - Customer",
+    "Unmatched",
+    "Cancelled",
+    "Declaration SUBMITTED by EMPLOYEE",
+    "Start trip",
+    "End trip",
+    "Permit SUBMITTED by EMPLOYEE",
+    "Payment Handled",
+    "Request Payment",
+    "Declaration FINAL_APPROVED by SUPERVISOR",
+    "Permit FINAL_APPROVED by SUPERVISOR",
+    "Declaration APPROVED by ADMINISTRATION",
+    "Permit APPROVED by ADMINISTRATION",
+    "Declaration APPROVED by BUDGET OWNER",
+    "Declaration REJECTED by EMPLOYEE",
+    "Permit APPROVED by BUDGET OWNER",
+    "Declaration REJECTED by ADMINISTRATION",
+    "Permit APPROVED by SUPERVISOR",
+    "Permit FINAL_APPROVED by DIRECTOR",
+    "Declaration APPROVED by PRE_APPROVER",
+    "Permit APPROVED by PRE_APPROVER",
+    "Send Reminder",
+    "Declaration APPROVED by SUPERVISOR",
+    "Declaration FINAL_APPROVED by DIRECTOR",
+    "Permit REJECTED by EMPLOYEE",
+    "Declaration REJECTED by SUPERVISOR",
+    "Declaration REJECTED by MISSING",
+    "Permit REJECTED by SUPERVISOR",
+    "Declaration REJECTED by PRE_APPROVER",
+    "Permit REJECTED by ADMINISTRATION",
+    "Declaration SAVED by EMPLOYEE",
+    "Permit REJECTED by MISSING",
+    "Declaration REJECTED by BUDGET OWNER",
+    "Permit REJECTED by BUDGET OWNER",
+    "Permit REJECTED by PRE_APPROVER",
+    "Declaration REJECTED by DIRECTOR",
+    "Permit REJECTED by DIRECTOR",
+    "Declaration FOR_APPROVAL by ADMINISTRATION",
+    "Declaration FOR_APPROVAL by SUPERVISOR",
+    "Declaration FOR_APPROVAL by PRE_APPROVER",
+    "Request For Payment SUBMITTED by EMPLOYEE",
+    "Request For Payment FINAL_APPROVED by SUPERVISOR",
+    "Request For Payment APPROVED by ADMINISTRATION",
+    "Request For Payment APPROVED by BUDGET OWNER",
+    "Request For Payment REJECTED by EMPLOYEE",
+    "Request For Payment REJECTED by ADMINISTRATION",
+    "Request For Payment APPROVED by PRE_APPROVER",
+    "Request For Payment APPROVED by SUPERVISOR",
+    "Request For Payment FINAL_APPROVED by DIRECTOR",
+    "Request For Payment SAVED by EMPLOYEE",
+    "Request For Payment REJECTED by SUPERVISOR",
+    "Request For Payment REJECTED by PRE_APPROVER",
+    "Request For Payment REJECTED by MISSING",
+    "Request For Payment REJECTED by BUDGET OWNER",
+    "Request For Payment FOR_APPROVAL by ADMINISTRATION",
+    "Request For Payment FINAL_APPROVED by BUDGET OWNER",
+    "Request For Payment FOR_APPROVAL by SUPERVISOR",
+    "Leucocytes",
+    "CRP",
+    "LacticAcid",
+    "Admission NC",
+    "ER Triage",
+    "ER Registration",
+    "ER Sepsis Triage",
+    "IV Antibiotics",
+    "IV Liquid",
+    "Release A",
+    "Return ER",
+    "Admission IC",
+    "Release B",
+    "Release C",
+    "Release D",
+    "Release E",
+    "Take in charge ticket",
+    "Resolve ticket",
+    "Assign seriousness",
+    "Require upgrade",
+    "Insert ticket",
+    "Create SW anomaly",
+    "Resolve SW anomaly",
+    "Schedule intervention",
+    "VERIFIED",
+    "RESOLVED",
+    "INVALID",
+    "DUPLICATE",
+    "Record Goods Receipt",
+    "Create Purchase Order Item",
+    "Record Invoice Receipt",
+    "Vendor creates invoice",
+    "Clear Invoice",
+    "Record Service Entry Sheet",
+    "Remove Payment Block",
+    "Create Purchase Requisition Item",
+    "Receive Order Confirmation",
+    "Change Quantity",
+    "Change Price",
+    "Delete Purchase Order Item",
+    "Change Approval for Purchase Order",
+    "Cancel Invoice Receipt",
+    "Vendor creates debit memo",
+    "Change Delivery Indicator",
+    "Cancel Goods Receipt",
+    "SRM: In Transfer to Execution Syst.",
+    "SRM: Created",
+    "SRM: Complete",
+    "SRM: Awaiting Approval",
+    "SRM: Document Completed",
+    "SRM: Ordered",
+    "Release Purchase Order",
+    "SRM: Change was Transmitted",
+    "Reactivate Purchase Order Item",
+    "Block Purchase Order Item",
+    "Cancel Subsequent Invoice",
+    "Release Purchase Requisition",
+    "Change Storage Location",
+    "Update Order Confirmation",
+    "SRM: Deleted",
+    "Record Subsequent Invoice",
+    "Set Payment Block",
+    "SRM: Transfer Failed (E.Sys.)",
+    "Change Currency",
+    "Change Final Invoice Indicator",
+    "SRM: Transaction Completed",
+    "Change payment term",
+    "SRM: Incomplete",
+    "SRM: Held",
+    "Change Rejection Indicator",
+    "calculate",
+    "finish editing",
+    "begin editing",
+    "save",
+    "initialize",
+    "decide",
+    "insert document",
+    "begin payment",
+    "performed",
+    "mail valid",
+    "finish payment",
+    "mail income",
+    "create",
+    "abort payment",
+    "finish pre-check",
+    "revoke decision",
+    "check",
+    "finish preparations",
+    "begin preparations",
+    "prepare external",
+    "abort external",
+    "plan",
+    "remove document",
+    "clear",
+    "prepare offline",
+    "begin admissibility check",
+    "check admissibility",
+    "performed offline",
+    "calculate protocol",
+    "restart editing",
+    "take original document",
+    "approve",
+    "withdraw",
+    "refuse",
+    "revoke withdrawal",
+    "begin editing from refused",
+    "cancel offline",
+    "revoke approval",
+    "discard",
+    "change department",
+    "correction GFM17",
+    "Assignment",
+    "Operator Update",
+    "Reassignment",
+    "Status Change",
+    "Open",
+    "Update",
+    "Caused By CI",
+    "Quality Indicator Fixed",
+    "Communication with customer",
+    "Description Update",
+    "External Vendor Assignment",
+    "Pending vendor",
+    "Update from customer",
+    "Mail to Customer",
+    "Quality Indicator",
+    "Reopen",
+    "Quality Indicator Set",
+    "Communication with vendor",
+    "Urgency Change",
+    "Impact Change",
+    "External update",
+    "Analysis/Research",
+    "Vendor Reference",
+    "Notify By Change",
+    "Affected CI Change",
+    "Service Change",
+    "Problem Workaround",
+    "Vendor Reference Change",
+    "alert stage 1",
+    "Callback Request",
+    "External Vendor Reassignment",
+    "Problem Closure",
+    "OO Response",
+    "Contact Change",
+    "Referred",
+    "Incident reproduction",
+    "Dial-in",
+    "01_HOOFD_010",
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+    "Anastasia",
+    "Anatolij",
+    "Ander",
+    "Anders",
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+    "Andrew",
+    "Andrey",
+    "Andrzej",
+    "Andr\u00e9",
+    "Andr\u00e9s",
+    "Andy",
+    "Aneesh V",
+    "Anette",
+    "Angela",
+    "Angele",
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+    "Angelo",
+    "Anil",
+    "Anish",
+    "Anja",
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+    "Anna-Karin",
+    "Anna-Lena",
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+    "Anneli",
+    "Annelie",
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+    "Annick",
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+    "Anurag",
+    "Anurekha",
+    "Aparna",
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+    "Archana",
+    "Archil",
+    "Arkadiusz",
+    "Arletta",
+    "Armin",
+    "Arnaud",
+    "Arthur",
+    "Artur",
+    "Arun",
+    "Asha",
+    "Ashok",
+    "Ashok Kumar",
+    "Ashutosh",
+    "Ashwani",
+    "Ashwin",
+    "Asmita",
+    "Astrid",
+    "Atheeswaran",
+    "Atul",
+    "Aurangzeb",
+    "Aurelien",
+    "Aurore",
+    "Avanish",
+    "Avinaash",
+    "Avinash",
+    "Avronil",
+    "Ayumi",
+    "Azad",
+    "Azam khan",
+    "Azedine",
+    "Azusa",
+    "BASKAR",
+    "Badrinarayan",
+    "Balkrishna",
+    "Balram",
+    "Barbara",
+    "Barbro",
+    "Bart",
+    "Bartlomiej",
+    "Bartosz",
+    "Basil",
+    "Bazarinah",
+    "Ben",
+    "Bengt",
+    "Benny",
+    "Benoit",
+    "Berit",
+    "Bernard",
+    "Bernard Lo",
+    "Bert",
+    "Bertil",
+    "Bhagya",
+    "Bhavdeep",
+    "Bikshamaiah",
+    "Binesh",
+    "Birgitta",
+    "Bjarne",
+    "Bjoern",
+    "Bj\u00f6rn",
+    "Bj\u00f6rn T",
+    "Bo",
+    "Boonsom",
+    "Boris",
+    "Bozidar",
+    "Brad",
+    "Brecht",
+    "Brian",
+    "Brice",
+    "Britt",
+    "Bruce",
+    "Bruna",
+    "Bruno",
+    "Bryan",
+    "Burkhard",
+    "B\u00f6rje",
+    "C",
+    "Camilla",
+    "Candice",
+    "Caren",
+    "Carin",
+    "Carina",
+    "Carl",
+    "Carl-Eric",
+    "Carl-Fredric",
+    "Carlos",
+    "Carmelo",
+    "Carolina",
+    "Caroline",
+    "Carolyn",
+    "Catarina",
+    "Catherine",
+    "Cecilia",
+    "Cedric",
+    "Celio",
+    "Cezary",
+    "Chaitanya",
+    "Chandan",
+    "Charan",
+    "Charles",
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+    "Chetankumar",
+    "Chethan",
+    "Chew Khong",
+    "Chie",
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+    "Christine",
+    "Christofer",
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+    "Filippa",
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+    "Florent",
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+    "Franck",
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+    "Frederic",
+    "Frederik",
+    "Fredrick",
+    "Fredrik",
+    "Frida",
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+    "Grzegorz",
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+    "Guilherme",
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+    "Guy",
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+    "Haruhiro",
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+    "Heungki",
+    "Heverton",
+    "Hicham",
+    "Hieu",
+    "Hilde",
+    "Hima",
+    "Himanshu",
+    "Himmath",
+    "Hineesh",
+    "Hjeltman",
+    "Hongjae",
+    "Hongming",
+    "Houssam",
+    "Hovik",
+    "Howard",
+    "Hugo",
+    "Hyungwook",
+    "H\u00e5kan",
+    "Ian",
+    "Ibrahim",
+    "Ida",
+    "Ies",
+    "Igor",
+    "Ilona",
+    "Ilton",
+    "Imran",
+    "Ines",
+    "Ingalill",
+    "Ingela",
+    "Ingemar",
+    "Inger",
+    "Ingmar",
+    "Inna",
+    "Ioannis",
+    "Ireneusz",
+    "Irfan",
+    "Irma",
+    "Irshad",
+    "Isaide",
+    "Isao",
+    "Ivan",
+    "Iv\u00e1n",
+    "Izabela",
+    "J",
+    "J Louis",
+    "Jacek",
+    "Jacob",
+    "Jacqueline",
+    "Jadwiga",
+    "Jagadesh",
+    "Jakob",
+    "Jakub",
+    "James",
+    "Jan",
+    "Jan Erik",
+    "Jan-Anders",
+    "Jan-Ivar",
+    "Jan-Ove",
+    "Janaina",
+    "Janice",
+    "Janne",
+    "Janusz",
+    "Jaroslaw",
+    "Jaseem",
+    "Jason",
+    "Jay",
+    "Jayakrishnan",
+    "Jayesh",
+    "Jaykumar",
+    "Jean Philippe",
+    "Jean-Bapti",
+    "Jean-Marie",
+    "Jean-Michel",
+    "Jean-Yves",
+    "Jeane",
+    "Jeannette",
+    "Jeevan",
+    "Jeevitha",
+    "Jeff",
+    "Jeffrey",
+    "Jenna",
+    "Jennie",
+    "Jennifer",
+    "Jenny",
+    "Jens",
+    "Jeremy",
+    "Jeroen",
+    "Jerry",
+    "Jesper",
+    "Jessica",
+    "Jian",
+    "Jihong",
+    "Jill",
+    "Jimmy",
+    "Jinos",
+    "Jinsoo",
+    "Jisha",
+    "Jitender",
+    "Jithendra",
+    "Joacim",
+    "Joakim",
+    "Joanna",
+    "Joanne",
+    "Joao",
+    "Joaqu\u00edn",
+    "Joe",
+    "Joel",
+    "Joey",
+    "Jogish",
+    "Johan",
+    "Johanna",
+    "Johannes",
+    "John",
+    "Johnny",
+    "Jolanta",
+    "Jomi",
+    "Jon",
+    "Jonas",
+    "Jonatan",
+    "Jonatas",
+    "Jonathan",
+    "Jongjin",
+    "Joram",
+    "Joris",
+    "Jorn",
+    "Jose",
+    "Josef",
+    "Josefin",
+    "Josefine",
+    "Joseph",
+    "Josh",
+    "Joshi N",
+    "Joshua",
+    "Joyce",
+    "Juan",
+    "Jubin",
+    "Judy",
+    "Juha",
+    "Julia",
+    "Juliana",
+    "Juliano",
+    "Julie",
+    "Julien",
+    "Julius",
+    "Junior",
+    "Junko",
+    "Justin",
+    "J\u00f6rgen",
+    "J\u00fcri",
+    "KUMAR",
+    "Kalle",
+    "Kalpesh",
+    "Kamal",
+    "Kamil",
+    "Kamila",
+    "Kannan",
+    "Kanumuru",
+    "Karel",
+    "Karen",
+    "Kari",
+    "Karin",
+    "Karina",
+    "Karl",
+    "Karl-Johan",
+    "Karol",
+    "Karolien",
+    "Karolina",
+    "Karoly",
+    "Karthik",
+    "Karthikeyani",
+    "Katarina",
+    "Katarzyna",
+    "Katia",
+    "Katie",
+    "Katrien",
+    "Kave",
+    "Kavin",
+    "Kavya",
+    "Kazutoshi",
+    "Kelly",
+    "Kenneth",
+    "Kent",
+    "Kent-\u00c5ke",
+    "Kerstin",
+    "Keunho",
+    "Kevin",
+    "Khalid",
+    "Kicki",
+    "Kiichi",
+    "Kim",
+    "Kimi",
+    "Kimmo",
+    "Kinga",
+    "Kiran",
+    "Kishore",
+    "Kishore Kumar",
+    "Kjell",
+    "Klas",
+    "Klas-Ove",
+    "Koen",
+    "Komaraiah",
+    "Konrad",
+    "Kostas",
+    "Kranthi",
+    "Kreeti",
+    "Krishna",
+    "Krishnarjuna",
+    "Krista",
+    "Krister",
+    "Kristian",
+    "Kristijan",
+    "Kristina",
+    "Kristof",
+    "Kristofer",
+    "Kristoffer",
+    "Krushna",
+    "Krzysztof",
+    "KumarGuru",
+    "Kumaresan",
+    "Kwewat",
+    "Kwong",
+    "Kyle",
+    "K\u00e5re",
+    "K\u00e5re_OLD",
+    "Labib",
+    "Laetitia",
+    "Laleh",
+    "Lara",
+    "Larissa",
+    "Larry",
+    "Lars",
+    "Lars-Eric",
+    "Lars-Erik",
+    "Lars-Gunnar",
+    "Lars-Inge",
+    "Lars-Ove",
+    "Latoya",
+    "Laura",
+    "Laurence",
+    "Laurens",
+    "Laurent",
+    "Lauro",
+    "Lavanya",
+    "Leif",
+    "Len",
+    "Lena",
+    "Lenin",
+    "Lennart",
+    "Leon",
+    "Leslie",
+    "Leszek",
+    "Li",
+    "Li Li",
+    "Lia",
+    "Lierson",
+    "Liesbet",
+    "Lijin",
+    "Lilian",
+    "Lill",
+    "Lilli Ann",
+    "Lina",
+    "Linda",
+    "Lingaraj",
+    "Linnea",
+    "Linus",
+    "Lionel",
+    "Lisa",
+    "Lisbeth",
+    "Liselott",
+    "Lisha",
+    "Loic",
+    "Lokesha",
+    "Lorre",
+    "Lotta",
+    "Louis",
+    "Luan",
+    "Luc",
+    "Luca",
+    "Lucas",
+    "Luciana",
+    "Lucie",
+    "Lucila",
+    "Ludovic",
+    "Ludwig",
+    "Luis",
+    "Luiz",
+    "Lukasz",
+    "Luke",
+    "Lustosa",
+    "Lynette",
+    "MUDIT",
+    "MV",
+    "Maarten",
+    "Machel",
+    "Maciej",
+    "Madeleine",
+    "Madelene",
+    "Magali",
+    "Magalie",
+    "Magdalena",
+    "Magnus",
+    "Mahesh",
+    "Malgorzata",
+    "Malik",
+    "Malin",
+    "Maltesh",
+    "Malwina",
+    "Manasa",
+    "Manikandan",
+    "Manisha",
+    "Manjunath",
+    "Manjunatha",
+    "Manoj",
+    "Manuel",
+    "Marc",
+    "Marc Stephane",
+    "Marcelo",
+    "Marcia",
+    "Marcin",
+    "Marcius",
+    "Marco",
+    "Marcos",
+    "Marcus",
+    "Margareta",
+    "Mari",
+    "Maria",
+    "Marie",
+    "Marie Ange",
+    "Marie-Aimee",
+    "Marijn",
+    "Marika",
+    "Mariluz",
+    "Marilyn",
+    "Marina",
+    "Mario",
+    "Mario Alberto",
+    "Marise",
+    "Marita",
+    "Mariusz",
+    "Mark",
+    "Markus",
+    "Marlene",
+    "Marta",
+    "Marteinn",
+    "Martin",
+    "Martine",
+    "Martti",
+    "Maryse",
+    "Mateusz",
+    "Mathieu",
+    "Matias",
+    "Mats",
+    "Matt",
+    "Matthew",
+    "Mattia",
+    "Mattias",
+    "Mauno",
+    "Maurice",
+    "Max",
+    "Maxim",
+    "May",
+    "Megha",
+    "Meishan",
+    "Melanie",
+    "Melekia",
+    "Mende",
+    "Mia",
+    "Mica",
+    "Micael",
+    "Michael",
+    "Michail",
+    "Michal",
+    "Micha\u00ebl",
+    "Michel",
+    "Michele",
+    "Miika",
+    "Mika",
+    "Mikael",
+    "Mike",
+    "Mikhail",
+    "Milaine",
+    "Milosz",
+    "Minhwan",
+    "Minjung Mace",
+    "Minkyu",
+    "Mireille",
+    "Miroslaw",
+    "Miroslawa",
+    "Mitchell",
+    "Mohammad",
+    "Mohammed Aman",
+    "Mohammed Junaid",
+    "Monica",
+    "Moniece",
+    "Monika",
+    "Morgan",
+    "Mourad",
+    "Moyses",
+    "Mukul",
+    "Munjae",
+    "Murali",
+    "Muralidaran",
+    "Murielle",
+    "Muthu",
+    "My",
+    "Mythri",
+    "M\u00e4rta",
+    "Nadia",
+    "Nagaraj",
+    "Nagarjun",
+    "Nagashree",
+    "Nak",
+    "Nalosh",
+    "Namita",
+    "Nancy",
+    "Naren",
+    "Narendra",
+    "Natalia",
+    "Nathalie",
+    "Naveen",
+    "Navneet",
+    "Nayana",
+    "Nebahat",
+    "Neeraj",
+    "Neha",
+    "Neil",
+    "Nele",
+    "Nelson",
+    "Neo",
+    "Nichole",
+    "Nicklas",
+    "Nicky",
+    "Niclas",
+    "Nicolas",
+    "Niels",
+    "Nikhil",
+    "Niklas",
+    "Nilton",
+    "Nina",
+    "Nirmal",
+    "Nishant",
+    "Noel",
+    "Nora",
+    "Norbert",
+    "Nordine",
+    "Noriaki",
+    "Normand",
+    "Nurazhar",
+    "Oden",
+    "Odile",
+    "Ola",
+    "Oleg",
+    "Olga",
+    "Oliver",
+    "Olivier",
+    "Olle",
+    "Olof",
+    "Oscar",
+    "Osias",
+    "Oskar",
+    "Osmar",
+    "P",
+    "Pablo",
+    "Pachha",
+    "Padmanabha",
+    "Padmini",
+    "Pai",
+    "Pallav",
+    "Pamela",
+    "Pandiarajan",
+    "Pankaj",
+    "Parbhat",
+    "Partha",
+    "Partner",
+    "Pascal",
+    "Patricia",
+    "Patrick",
+    "Patrik",
+    "Patrycja",
+    "Patryk",
+    "Paul",
+    "Paulina",
+    "Pauline",
+    "Paulo",
+    "Pavan Harohalli",
+    "Pawel",
+    "Pekka",
+    "Peng",
+    "Per",
+    "Per-Arne",
+    "Per-Axel",
+    "Per-Erik",
+    "Percy",
+    "Perjohan",
+    "Pernilla",
+    "Peter",
+    "Petri",
+    "Petter",
+    "Philip",
+    "Philippe",
+    "Pia",
+    "Pia-Lena",
+    "Pierre",
+    "Piotr",
+    "Piyush",
+    "Pongsak",
+    "Pontus",
+    "Pooja",
+    "Poornendu",
+    "Pradeep",
+    "Pradeesh",
+    "Pramod",
+    "Pranav",
+    "Prasad",
+    "Prasanth",
+    "Prasat",
+    "Prasath",
+    "Prashant",
+    "Prashanth",
+    "Pratap",
+    "Pratip",
+    "Praveen",
+    "Priscila",
+    "Prithi",
+    "Priya",
+    "Przemyslaw",
+    "Punit",
+    "Pushkar",
+    "P\u00e4r",
+    "Quang-Nhiem",
+    "Radha",
+    "Radoslaw",
+    "Rafael",
+    "Rafal",
+    "Raghavendra",
+    "Ragnar",
+    "Rahul",
+    "Raimo",
+    "Raja",
+    "Rajasekhar",
+    "Rajendra",
+    "Rajendran",
+    "Rajesh",
+    "Rajesh Krishna",
+    "Rajesh Kumar",
+    "Rajib",
+    "Rajkishore",
+    "Rajkumar",
+    "Raju",
+    "Rakesh",
+    "Ralph",
+    "Ram",
+    "Rama Krishna",
+    "Ramamohan",
+    "Ramesh",
+    "Ramith",
+    "Ranjan",
+    "Ranjith",
+    "Ranveer",
+    "Raphael",
+    "Raphaelle",
+    "Rasmus",
+    "Ratikanta",
+    "Raul",
+    "Ravikumar",
+    "Ray",
+    "Raymond",
+    "Razia",
+    "Reine",
+    "Reinier",
+    "Remi",
+    "Renaat",
+    "Renate",
+    "Renato",
+    "Rene",
+    "Reza",
+    "Ricardo",
+    "Richard",
+    "Rick",
+    "Rickard",
+    "Ricky",
+    "Riitta",
+    "Rijin",
+    "Rikard",
+    "Rishab",
+    "Risto",
+    "Robert",
+    "Roberth",
+    "Roberto",
+    "Robin",
+    "Rockie",
+    "Rodrigo",
+    "Roger",
+    "Rogerio",
+    "Rohan",
+    "Rohit",
+    "Roland",
+    "Rolf",
+    "Romain",
+    "Roman",
+    "Ronak",
+    "Ronald",
+    "Ronney",
+    "Roopa",
+    "Rosemary",
+    "Royal",
+    "Ruchi",
+    "Rudraya",
+    "Rune",
+    "Ryan",
+    "Ryouhei",
+    "S",
+    "SV",
+    "Saanjev",
+    "Sabine",
+    "Sachin",
+    "Sadia",
+    "Safak",
+    "Sahana",
+    "Saheed",
+    "Saidur",
+    "Saikat",
+    "Sajay",
+    "Saki",
+    "Sam",
+    "Samantha",
+    "Samara",
+    "Sameer",
+    "Sami",
+    "Samoel",
+    "Sampath",
+    "Samuel",
+    "Sandeep",
+    "Sanderson",
+    "Sandra",
+    "Sandrine",
+    "Sandro",
+    "Sanela",
+    "Sanjay",
+    "Sankar",
+    "Sanna",
+    "Santhi",
+    "Santi",
+    "Santosh",
+    "Sanu",
+    "Sara",
+    "Sarah",
+    "Saravanan",
+    "Sarguna",
+    "Sarvesh",
+    "Sarveshwar",
+    "Sarvottam",
+    "Sascha",
+    "Satheesh",
+    "Sathish",
+    "Satish",
+    "Scott",
+    "Sean",
+    "Sebastian",
+    "Sebastien",
+    "Seger",
+    "Seija",
+    "Serge",
+    "Sergey",
+    "Sergio",
+    "Seyedehsanaz",
+    "Shaji",
+    "Shamna",
+    "Shane",
+    "Shanmuga",
+    "Sharath",
+    "Sharon",
+    "Shery",
+    "Shibly",
+    "Shin",
+    "Shivakumar",
+    "Shobha",
+    "Shuwen",
+    "Shyam",
+    "Shyamalendu",
+    "Shyamly",
+    "Shylaja",
+    "Siddarth",
+    "Siebel",
+    "Sigrid",
+    "Sihyun",
+    "Sijoy",
+    "Simon",
+    "Simon-Olivier",
+    "Simona",
+    "Sivakumar",
+    "Sivanandam",
+    "Slawomir",
+    "Smita",
+    "Sobhan",
+    "Sofia C",
+    "Sofie",
+    "Soma",
+    "Somashekharayya",
+    "Sonal",
+    "Sonia",
+    "Sonny",
+    "Sonu",
+    "Soo Chuan",
+    "Sophia",
+    "Sophie",
+    "Sowmya",
+    "Soyeon",
+    "Sreehari",
+    "Sreejith",
+    "Sreelesh",
+    "Sri Vidya",
+    "Srikanth",
+    "Srinivasan",
+    "Sruthi",
+    "Staffan",
+    "Stanislav",
+    "Stanislaw",
+    "Stefan",
+    "Stella",
+    "Stellan",
+    "Sten",
+    "Stephane",
+    "Stephanie",
+    "Stephen",
+    "Steven",
+    "Stig",
+    "Stijn",
+    "Stina",
+    "St\u00e9phane",
+    "Su Lian",
+    "Subir",
+    "Sudeep",
+    "Sudhagar",
+    "Sudhakar Moses",
+    "Sudhir",
+    "Sudindran",
+    "Sue",
+    "Suganthi",
+    "Sujay",
+    "Sujeet",
+    "Sujith",
+    "Suliman",
+    "Suman",
+    "Sumesh",
+    "Summy",
+    "Sunghoon",
+    "Sungrae",
+    "Sunny",
+    "Supriya",
+    "Surendrababu",
+    "Suresh",
+    "Surya",
+    "Susanna",
+    "Susanne",
+    "Suzanne",
+    "Svante",
+    "Sven",
+    "Sverre",
+    "Swamy",
+    "Swapna",
+    "Swee Lim",
+    "Sweetha",
+    "Syed",
+    "Sylvain",
+    "Sylvie",
+    "Szymon",
+    "S\u00f6ren",
+    "T",
+    "Tadeusz",
+    "Tamara",
+    "Tammy",
+    "Tanvi",
+    "Tapan",
+    "Tarun",
+    "Tatiani",
+    "Tehilah",
+    "Terence",
+    "Tero",
+    "Thachuda",
+    "Thais",
+    "Thaisa",
+    "Thamarai",
+    "Therese",
+    "Thiago",
+    "Thibault",
+    "Thierry",
+    "Thirmal",
+    "Thomas",
+    "Thyagaraju",
+    "Tim",
+    "Timothy",
+    "Tina",
+    "Titti",
+    "Tobias",
+    "Todd",
+    "Tom",
+    "Tomas",
+    "Tomasz",
+    "Tommi",
+    "Tommy",
+    "Tomohiro",
+    "Tonie",
+    "Tonny",
+    "Tony",
+    "Torbj\u00f6rn",
+    "Toshiyuki",
+    "Tracie",
+    "Tracy",
+    "Travis",
+    "Trevor",
+    "Trine",
+    "Trish",
+    "Tsun Fai",
+    "TulasiPrasad",
+    "Uemit",
+    "Ugo",
+    "Uguisu",
+    "Ulf",
+    "Ulrica",
+    "Ulrik",
+    "Ulrika",
+    "Uma",
+    "Umamaheswaran",
+    "Umar",
+    "Umar Farooque",
+    "Umesh",
+    "Urban",
+    "Urszula",
+    "V",
+    "Vaibhav",
+    "Valdecir",
+    "Valdemar",
+    "Valentin",
+    "Valentina",
+    "Valeria",
+    "Valerie",
+    "Vamsi Krishna",
+    "Vandana",
+    "Vanessa",
+    "Varghese",
+    "Varun",
+    "Vasu",
+    "Veeraraghavendra",
+    "Venkanna",
+    "Venkata",
+    "Venkataramanareddy",
+    "Venkatesh",
+    "Veronica",
+    "Vicky",
+    "Victor",
+    "Vighneshwar",
+    "Vijay",
+    "Vijayakumar",
+    "Vikash",
+    "Vikrant",
+    "Viktor",
+    "Vimal",
+    "Vimmi",
+    "Vinay",
+    "Vinayak",
+    "Vinayakaiah",
+    "Vincent",
+    "Vinicius",
+    "Vinod",
+    "Vinutha",
+    "Viren",
+    "Visakha",
+    "Vishesh",
+    "Vitor",
+    "Vittal",
+    "Viveca",
+    "Vivian",
+    "Waldemar",
+    "Walientina",
+    "Wallace",
+    "Walter",
+    "Wanda",
+    "Weiguo",
+    "Weixing",
+    "Wendy",
+    "Wesley",
+    "Wim",
+    "Wojciech",
+    "Wolfgang",
+    "Woojong",
+    "Xavier",
+    "Y",
+    "Yangeun",
+    "Yann",
+    "Yannick",
+    "Yeongsoo",
+    "Yeshwanth",
+    "Ylva",
+    "Yngve",
+    "Yoganand",
+    "Yoko",
+    "Yoshinobu",
+    "YoungJo",
+    "Youngchul",
+    "Yu",
+    "Yue",
+    "Yukie",
+    "Yukihide",
+    "Yvan",
+    "Zacharias",
+    "Zachary",
+    "Zbigniew",
+    "Zelda",
+    "Zoi",
+    "yoshiyuki",
+    "\u00c5ke",
+    "\u00c5sa",
+    "\u00c5se",
+    "Alam",
+    "Alice",
+    "Andres",
+    "Arne",
+    "Arvind",
+    "Asim",
+    "Avishek",
+    "Awneesh",
+    "Axel",
+    "Beata",
+    "Bharath",
+    "Bhavesh",
+    "Brijesh",
+    "Carrie",
+    "Celine",
+    "Cesar",
+    "Chiranjeevi",
+    "Clas",
+    "Craig",
+    "Curt",
+    "Dag",
+    "Damien",
+    "Devashish",
+    "Dheeraj",
+    "Didier",
+    "Divyaprakash",
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+  "res_id_offset": 2,
+  "unk_act_id": 1,
+  "unk_res_id": 1,
+  "log_ids": {
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+  "log_unk": true,
+  "log_unk_id": 60,
+  "n_act": 777,
+  "n_res": 2740,
+  "n_logs": 61,
+  "max_prefix_len": 256,
+  "note": "Global vocabulary: activities map to ids 4..776, resources to 2..2739, UNK=1. Use inference.py."
+}