Add gfm-sc27 checkpoint

gfm-sc27/config.json

@@ -0,0 +1,341 @@
+{
+  "model_type": "EventGraphFM_GPS",
+  "task": "causal next-activity + next-resource pretraining (graph)",
+  "corpus": "corpus v4: 18 real + 300 synthetic logs; 308 seen logs + UNK",
+  "n_act": 777,
+  "n_res": 2740,
+  "n_logs": 321,
+  "n_classes": 777,
+  "d_model": 512,
+  "n_layers": 8,
+  "n_heads": 8,
+  "dropout": 0.1,
+  "edge_dim": 2,
+  "num_dim": 7,
+  "params_millions": 27.28,
+  "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",
+    "gmx3_001",
+    "gmx3_002",
+    "gmx3_003",
+    "gmx3_004",
+    "gmx3_005",
+    "gmx3_006",
+    "gmx3_007",
+    "gmx3_008",
+    "gmx3_009",
+    "gmx3_010",
+    "gmx3_011",
+    "gmx3_012",
+    "gmx3_013",
+    "gmx3_014",
+    "gmx3_015",
+    "gmx3_016",
+    "gmx3_017",
+    "gmx3_018",
+    "gmx3_019",
+    "gmx3_020",
+    "gmx3_021",
+    "gmx3_022",
+    "gmx3_023",
+    "gmx3_024",
+    "gmx3_025",
+    "gmx3_026",
+    "gmx3_027",
+    "gmx3_028",
+    "gmx3_029",
+    "gmx3_030",
+    "gmx3_031",
+    "gmx3_032",
+    "gmx3_033",
+    "gmx3_034",
+    "gmx3_035",
+    "gmx3_036",
+    "gmx3_037",
+    "gmx3_038",
+    "gmx3_039",
+    "gmx3_040",
+    "gmx3_041",
+    "gmx3_042",
+    "gmx3_043",
+    "gmx3_044",
+    "gmx3_045",
+    "gmx3_046",
+    "gmx3_047",
+    "gmx3_048",
+    "gmx3_049",
+    "gmx3_050",
+    "gmx3_051",
+    "gmx3_052",
+    "gmx3_053",
+    "gmx3_054",
+    "gmx3_055",
+    "gmx3_056",
+    "gmx3_057",
+    "gmx3_058",
+    "gmx3_059",
+    "gmx3_060",
+    "gmx3_061",
+    "gmx3_062",
+    "gmx3_063",
+    "gmx3_064",
+    "gmx3_065",
+    "gmx3_066",
+    "gmx3_067",
+    "gmx3_068",
+    "gmx3_069",
+    "gmx3_070",
+    "gmx3_071",
+    "gmx3_072",
+    "gmx3_073",
+    "gmx3_074",
+    "gmx3_075",
+    "gmx3_076",
+    "gmx3_077",
+    "gmx3_078",
+    "gmx3_079",
+    "gmx3_080",
+    "gmx3_081",
+    "gmx3_082",
+    "gmx3_083",
+    "gmx3_084",
+    "gmx3_085",
+    "gmx3_086",
+    "gmx3_087",
+    "gmx3_088",
+    "gmx3_089",
+    "gmx3_090",
+    "gmx3_091",
+    "gmx3_092",
+    "gmx3_093",
+    "gmx3_094",
+    "gmx3_095",
+    "gmx3_096",
+    "gmx3_097",
+    "gmx3_098",
+    "gmx3_099",
+    "gmx3_100",
+    "gmx3_101",
+    "gmx3_102",
+    "gmx3_103",
+    "gmx3_104",
+    "gmx3_105",
+    "gmx3_106",
+    "gmx3_107",
+    "gmx3_108",
+    "gmx3_109",
+    "gmx3_110",
+    "gmx3_111",
+    "gmx3_112",
+    "gmx3_113",
+    "gmx3_114",
+    "gmx3_115",
+    "gmx3_116",
+    "gmx3_117",
+    "gmx3_118",
+    "gmx3_119",
+    "gmx3_120",
+    "gmx3_121",
+    "gmx3_122",
+    "gmx3_123",
+    "gmx3_124",
+    "gmx3_125",
+    "gmx3_126",
+    "gmx3_127",
+    "gmx3_128",
+    "gmx3_129",
+    "gmx3_130",
+    "gmx3_131",
+    "gmx3_132",
+    "gmx3_133",
+    "gmx3_134",
+    "gmx3_135",
+    "gmx3_136",
+    "gmx3_137",
+    "gmx3_138",
+    "gmx3_139",
+    "gmx3_140",
+    "gmx3_141",
+    "gmx3_142",
+    "gmx3_143",
+    "gmx3_144",
+    "gmx3_145",
+    "gmx3_146",
+    "gmx3_147",
+    "gmx3_148",
+    "gmx3_149",
+    "gmx3_150",
+    "gmx3_151",
+    "gmx3_152",
+    "gmx3_153",
+    "gmx3_154",
+    "gmx3_155",
+    "gmx3_156",
+    "gmx3_157",
+    "gmx3_158",
+    "gmx3_159",
+    "gmx3_160",
+    "gmx3_161",
+    "gmx3_162",
+    "gmx3_163",
+    "gmx3_164",
+    "gmx3_165",
+    "gmx3_166",
+    "gmx3_167",
+    "gmx3_168",
+    "gmx3_169",
+    "gmx3_170",
+    "gmx3_171",
+    "gmx3_172",
+    "gmx3_173",
+    "gmx3_174",
+    "gmx3_175",
+    "gmx3_176",
+    "gmx3_177",
+    "gmx3_178",
+    "gmx3_179",
+    "gmx3_180",
+    "gmx3_181",
+    "gmx3_182",
+    "gmx3_183",
+    "gmx3_184",
+    "gmx3_185",
+    "gmx3_186",
+    "gmx3_187",
+    "gmx3_188",
+    "gmx3_189",
+    "gmx3_190",
+    "gmx3_191",
+    "gmx3_192",
+    "gmx3_193",
+    "gmx3_194",
+    "gmx3_195",
+    "gmx3_196",
+    "gmx3_197",
+    "gmx3_198",
+    "gmx3_199",
+    "gmx3_200",
+    "gmx3_201",
+    "gmx3_202",
+    "gmx3_203",
+    "gmx3_204",
+    "gmx3_205",
+    "gmx3_206",
+    "gmx3_207",
+    "gmx3_208",
+    "gmx3_209",
+    "gmx3_210",
+    "gmx3_211",
+    "gmx3_212",
+    "gmx3_213",
+    "gmx3_214",
+    "gmx3_215",
+    "gmx3_216",
+    "gmx3_217",
+    "gmx3_218",
+    "gmx3_219",
+    "gmx3_220",
+    "gmx3_221",
+    "gmx3_222",
+    "gmx3_223",
+    "gmx3_224",
+    "gmx3_225",
+    "gmx3_226",
+    "gmx3_227",
+    "gmx3_228",
+    "gmx3_229",
+    "gmx3_230",
+    "gmx3_231",
+    "gmx3_232",
+    "gmx3_233",
+    "gmx3_234",
+    "gmx3_235",
+    "gmx3_236",
+    "gmx3_237",
+    "gmx3_238",
+    "gmx3_239",
+    "gmx3_240",
+    "gmx3_241",
+    "gmx3_242",
+    "gmx3_243",
+    "gmx3_244",
+    "gmx3_245",
+    "gmx3_246",
+    "gmx3_247",
+    "gmx3_248",
+    "gmx3_249",
+    "gmx3_250",
+    "gmx3_251",
+    "gmx3_252",
+    "gmx3_253",
+    "gmx3_254",
+    "gmx3_255",
+    "gmx3_256",
+    "gmx3_257",
+    "gmx3_258",
+    "gmx3_259",
+    "gmx3_260"
+  ],
+  "best": {
+    "val_loss": 1.9002993685478682,
+    "val_act_acc": 0.6047830607807921,
+    "epoch": 5
+  },
+  "id_dropout": 0.15,
+  "log_dropout": 0.15,
+  "log_unk": true,
+  "metrics": {
+    "val_act_acc": 0.6048,
+    "zero_shot_acc": 0.3102,
+    "ft_test_acc": 0.4527,
+    "ft_top3": 0.6135,
+    "ft_macro_f1": 0.1936
+  }
+}

gfm-sc27/metrics.json

@@ -0,0 +1,7 @@
+{
+  "val_act_acc": 0.6048,
+  "zero_shot_acc": 0.3102,
+  "ft_test_acc": 0.4527,
+  "ft_top3": 0.6135,
+  "ft_macro_f1": 0.1936
+}

gfm-sc27/model.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c4932e63fce69fd944c9e65bde378a76766b662f14204c08316be3ee679815a3
+size 109180807

gfm-sc27/vocab.json

@@ -0,0 +1,3840 @@
+{
+  "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",
+    "01_HOOFD_015",
+    "01_HOOFD_020",
+    "01_HOOFD_180",
+    "01_HOOFD_030_1",
+    "01_HOOFD_030_2",
+    "01_HOOFD_200",
+    "01_HOOFD_490_1",
+    "09_AH_I_010",
+    "01_HOOFD_380",
+    "01_HOOFD_375",
+    "01_HOOFD_510_2",
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+    "01_BB_770",
+    "01_HOOFD_195",
+    "04_BPT_005",
+    "01_HOOFD_370",
+    "01_HOOFD_011",
+    "01_HOOFD_430",
+    "02_DRZ_010",
+    "01_HOOFD_480",
+    "01_HOOFD_495",
+    "01_HOOFD_810",
+    "08_AWB45_005",
+    "05_EIND_010",
+    "01_BB_540",
+    "11_AH_II_010",
+    "01_HOOFD_820",
+    "01_HOOFD_491",
+    "01_HOOFD_065_1",
+    "01_HOOFD_065_2",
+    "01_HOOFD_490_4",
+    "01_HOOFD_500",
+    "03_GBH_005",
+    "01_HOOFD_250_1",
+    "01_HOOFD_250_2",
+    "01_HOOFD_515",
+    "01_HOOFD_510_3",
+    "01_HOOFD_490_5",
+    "01_HOOFD_510_4",
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+    "01_HOOFD_050",
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+    "01_HOOFD_814",
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+    "01_BB_775",
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+    "01_HOOFD_494a",
+    "01_HOOFD_510_2a",
+    "01_HOOFD_510_0",
+    "01_HOOFD_490_5a",
+    "13_CRD_010",
+    "01_HOOFD_100",
+    "01_HOOFD_090",
+    "01_HOOFD_250",
+    "01_HOOFD_110_2",
+    "01_HOOFD_260",
+    "06_VD_010",
+    "01_HOOFD_811",
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+    "01_HOOFD_130",
+    "16_LGSV_010",
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+    "01_HOOFD_040",
+    "01_HOOFD_060",
+    "01_HOOFD_490_3",
+    "01_HOOFD_270",
+    "04_BPT_020",
+    "01_HOOFD_809",
+    "04_BPT_030",
+    "01_HOOFD_101b",
+    "04_BPT_010",
+    "16_LGSD_010",
+    "08_AWB45_020_1",
+    "08_AWB45_020_2",
+    "08_AWB45_010",
+    "01_HOOFD_470",
+    "01_HOOFD_101",
+    "01_HOOFD_519",
+    "08_AWB45_030",
+    "01_HOOFD_205",
+    "01_HOOFD_440_1",
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+    "01_HOOFD_496_1",
+    "01_HOOFD_446_1",
+    "01_HOOFD_446_2",
+    "Create Fine",
+    "Send Fine",
+    "Insert Fine Notification",
+    "Add penalty",
+    "Payment",
+    "Send for Credit Collection",
+    "Insert Date Appeal to Prefecture",
+    "Send Appeal to Prefecture",
+    "Receive Result Appeal from Prefecture",
+    "Notify Result Appeal to Offender",
+    "Appeal to Judge"
+  ],
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+    "Abby",
+    "Abdelkader",
+    "Abdul",
+    "Abhimanyu",
+    "Abhinav",
+    "Abhiseka",
+    "Abhishek",
+    "Achuthanandan",
+    "Adam",
+    "Adeline",
+    "Adenilson",
+    "Aditi",
+    "Adriano",
+    "Adrien",
+    "Agata",
+    "Agneta",
+    "Agnieszka",
+    "Agnivesh",
+    "Agoritsa",
+    "Agron",
+    "Ahamed",
+    "Ajay",
+    "Ajitkumar",
+    "Akanksha",
+    "Akiko",
+    "Akim",
+    "Akshata",
+    "Ala",
+    "Alain",
+    "Alan",
+    "Alejandro",
+    "Aleksander",
+    "Aleksandra",
+    "Alessandro",
+    "Alex",
+    "Alexander",
+    "Alexandra",
+    "Alexandre",
+    "Alexey",
+    "Alexsandra",
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+    "Amar",
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+    "Amir",
+    "Amit",
+    "Amy",
+    "Amyme",
+    "Ana",
+    "Anab",
+    "Anand",
+    "Anandgiri",
+    "Anantha Kumar",
+    "Anastasia",
+    "Anatolij",
+    "Ander",
+    "Anders",
+    "Anderson",
+    "Andre",
+    "Andreas",
+    "Andrew",
+    "Andrey",
+    "Andrzej",
+    "Andr\u00e9",
+    "Andr\u00e9s",
+    "Andy",
+    "Aneesh V",
+    "Anette",
+    "Angela",
+    "Angele",
+    "Angelica",
+    "Angelo",
+    "Anil",
+    "Anish",
+    "Anja",
+    "Anjali",
+    "Ankit",
+    "Ann",
+    "Ann-Charlotte",
+    "Anna",
+    "Anna-Carin",
+    "Anna-Karin",
+    "Anna-Lena",
+    "Anna-Lisa",
+    "Anne",
+    "Anne Claire",
+    "Anne-Marie",
+    "Anneli",
+    "Annelie",
+    "Annica",
+    "Annick",
+    "Annika",
+    "Anoop",
+    "Anson",
+    "Anthony",
+    "Antoine",
+    "Anton",
+    "Antonio",
+    "Antony",
+    "Anu",
+    "Anuj",
+    "Anup",
+    "Anurag",
+    "Anurekha",
+    "Aparna",
+    "Apryl",
+    "Archan",
+    "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",
+    "Charlotte",
+    "Charumathi",
+    "Chetan",
+    "Chetankumar",
+    "Chethan",
+    "Chew Khong",
+    "Chie",
+    "Christelle",
+    "Christer",
+    "Christian",
+    "Christina",
+    "Christine",
+    "Christofer",
+    "Christoffer",
+    "Christophe",
+    "Christopher",
+    "Christos",
+    "Christy",
+    "Cincellia",
+    "Cindy",
+    "Claes",
+    "Clarice",
+    "Claudemar",
+    "Claudia",
+    "Claudio",
+    "Conn",
+    "Conny",
+    "Conrad",
+    "Cornelis",
+    "Cristian",
+    "Cristiane",
+    "Cristiano",
+    "Cyril",
+    "Cyrille",
+    "Daisy",
+    "Dale",
+    "Damian",
+    "Dan",
+    "Dana",
+    "Daniel",
+    "Daniel Alf",
+    "Daniela",
+    "Danish",
+    "Danny",
+    "Dariusz",
+    "Darren",
+    "Dauri",
+    "Davi",
+    "David",
+    "Dawid",
+    "Debashish",
+    "Debasish",
+    "Debora",
+    "Deborah",
+    "Deepak",
+    "Dejan",
+    "Delphine",
+    "Denis",
+    "Dennis",
+    "Denny",
+    "Devakumar",
+    "Devatraj",
+    "Dhriti",
+    "Dhruvajit",
+    "Dianne",
+    "Didier Cla",
+    "Diego",
+    "Dieter",
+    "Dillip",
+    "Dimitri",
+    "Dinakar",
+    "Dinesh",
+    "Diogo",
+    "Dirk",
+    "Divesh",
+    "Divonsir",
+    "Dominika",
+    "Don",
+    "Donald",
+    "Donggi",
+    "Donija",
+    "Doohwan",
+    "Douglas",
+    "Duane",
+    "Dusan",
+    "Earl",
+    "Edison",
+    "Edna",
+    "Eduardo",
+    "Edward",
+    "Edwilson",
+    "Edyta",
+    "Eie",
+    "Elaine",
+    "Elangovan",
+    "Eldho",
+    "Elin",
+    "Elisabet",
+    "Elisabeth",
+    "Elizabeth",
+    "Ellen",
+    "Ellist",
+    "Elzbieta",
+    "Emelie",
+    "Emil",
+    "Emmanuel",
+    "Eric",
+    "Erik",
+    "Erika",
+    "Erin",
+    "Eva",
+    "Eva-Lott",
+    "Evandro",
+    "Evelyn",
+    "Evelyne",
+    "Evgeny",
+    "Evy",
+    "Ewa",
+    "Fabio",
+    "Fabrice",
+    "Fabricio",
+    "Fateh",
+    "Fausto",
+    "Febe",
+    "Febin",
+    "Felipe",
+    "Felippe",
+    "Fethi",
+    "Filip",
+    "Filippa",
+    "Fiona",
+    "Flavio",
+    "Florent",
+    "Florian",
+    "Forrest",
+    "Francis",
+    "Francisco",
+    "Franck",
+    "Francois",
+    "Francois-Fr",
+    "Frank",
+    "Freddy",
+    "Freddy Martin",
+    "Frederic",
+    "Frederik",
+    "Fredrick",
+    "Fredrik",
+    "Frida",
+    "Gabriel",
+    "Gabriella",
+    "Gael",
+    "Gagan",
+    "Ganesh",
+    "Garima",
+    "Garry",
+    "Gary",
+    "Gaurav",
+    "Geoffrey",
+    "George",
+    "Georges",
+    "Georgia",
+    "Gerald",
+    "Gerrit",
+    "Gerry",
+    "Gert",
+    "Gian",
+    "Giji",
+    "Gilles",
+    "Gilmar",
+    "Girish",
+    "Gislene",
+    "Gitt",
+    "Gizele",
+    "Glenn",
+    "Gordon",
+    "Grace",
+    "Greetie",
+    "Gregor",
+    "Grzegorz",
+    "Guha",
+    "Guilherme",
+    "Guillaume",
+    "Gunilla",
+    "Gunnar",
+    "Gunther",
+    "Gustav",
+    "Gustavo",
+    "Guy",
+    "Guy Andre",
+    "Guylene",
+    "G\u00f6ran",
+    "Haider",
+    "Halby",
+    "Hanna",
+    "Hannah",
+    "Hanne",
+    "Hans",
+    "Hans-Eric",
+    "Hans-Erik",
+    "Haoxue",
+    "Harald",
+    "Hari",
+    "HariKrishna",
+    "Harish",
+    "Harshavardhan",
+    "Harshit",
+    "Haruhiro",
+    "Hasse",
+    "Hebert",
+    "Helen",
+    "Helene",
+    "Hemalatha",
+    "Hemanth",
+    "Henk",
+    "Henrik",
+    "Herve",
+    "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",
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+    "gmx3_178": 237,
+    "gmx3_179": 238,
+    "gmx3_180": 239,
+    "gmx3_181": 240,
+    "gmx3_182": 241,
+    "gmx3_183": 242,
+    "gmx3_184": 243,
+    "gmx3_185": 244,
+    "gmx3_186": 245,
+    "gmx3_187": 246,
+    "gmx3_188": 247,
+    "gmx3_189": 248,
+    "gmx3_190": 249,
+    "gmx3_191": 250,
+    "gmx3_192": 251,
+    "gmx3_193": 252,
+    "gmx3_194": 253,
+    "gmx3_195": 254,
+    "gmx3_196": 255,
+    "gmx3_197": 256,
+    "gmx3_198": 257,
+    "gmx3_199": 258,
+    "gmx3_200": 259,
+    "gmx3_201": 260,
+    "gmx3_202": 261,
+    "gmx3_203": 262,
+    "gmx3_204": 263,
+    "gmx3_205": 264,
+    "gmx3_206": 265,
+    "gmx3_207": 266,
+    "gmx3_208": 267,
+    "gmx3_209": 268,
+    "gmx3_210": 269,
+    "gmx3_211": 270,
+    "gmx3_212": 271,
+    "gmx3_213": 272,
+    "gmx3_214": 273,
+    "gmx3_215": 274,
+    "gmx3_216": 275,
+    "gmx3_217": 276,
+    "gmx3_218": 277,
+    "gmx3_219": 278,
+    "gmx3_220": 279,
+    "gmx3_221": 280,
+    "gmx3_222": 281,
+    "gmx3_223": 282,
+    "gmx3_224": 283,
+    "gmx3_225": 284,
+    "gmx3_226": 285,
+    "gmx3_227": 286,
+    "gmx3_228": 287,
+    "gmx3_229": 288,
+    "gmx3_230": 289,
+    "gmx3_231": 290,
+    "gmx3_232": 291,
+    "gmx3_233": 292,
+    "gmx3_234": 293,
+    "gmx3_235": 294,
+    "gmx3_236": 295,
+    "gmx3_237": 296,
+    "gmx3_238": 297,
+    "gmx3_239": 298,
+    "gmx3_240": 299,
+    "gmx3_241": 300,
+    "gmx3_242": 301,
+    "gmx3_243": 302,
+    "gmx3_244": 303,
+    "gmx3_245": 304,
+    "gmx3_246": 305,
+    "gmx3_247": 306,
+    "gmx3_248": 307,
+    "gmx3_249": 308,
+    "gmx3_250": 309,
+    "gmx3_251": 310,
+    "gmx3_252": 311,
+    "gmx3_253": 312,
+    "gmx3_254": 313,
+    "gmx3_255": 314,
+    "gmx3_256": 315,
+    "gmx3_257": 316,
+    "gmx3_258": 317,
+    "gmx3_259": 318,
+    "gmx3_260": 319
+  },
+  "default_log": "bpi2012",
+  "log_unk": true,
+  "log_unk_id": 320,
+  "n_act": 777,
+  "n_res": 2740,
+  "n_logs": 321,
+  "max_prefix_len": 256,
+  "note": "Global vocabulary: activities 4..776, resources 2..2739, UNK=1. Use inference.py."
+}