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API","\u002Fautomate\u002Fguides\u002Fworkflows-api","07.automate\u002F25.guides\u002F80.workflows-api",{"title":531,"path":532,"stem":533,"children":534,"page":42},"Observe","\u002Fobserve","08.observe",[535,539,555],{"title":536,"path":537,"stem":538},"Overview","\u002Fobserve\u002Foverview","08.observe\u002F10.overview",{"title":94,"path":540,"stem":541,"children":542,"page":42},"\u002Fobserve\u002Fconcepts","08.observe\u002F20.concepts",[543,547,551],{"title":544,"path":545,"stem":546},"Object Storage","\u002Fobserve\u002Fconcepts\u002Fstorage","08.observe\u002F20.concepts\u002F10.storage",{"title":548,"path":549,"stem":550},"Secrets","\u002Fobserve\u002Fconcepts\u002Fsecrets","08.observe\u002F20.concepts\u002F20.secrets",{"title":552,"path":553,"stem":554},"Data sources","\u002Fobserve\u002Fconcepts\u002Fdata-sources","08.observe\u002F20.concepts\u002F30.data-sources",{"title":187,"path":556,"stem":557,"children":558,"page":42},"\u002Fobserve\u002Fguides","08.observe\u002F30.guides",[559,563],{"title":560,"path":561,"stem":562},"File System Connector","\u002Fobserve\u002Fguides\u002Ffilesystem-connector","08.observe\u002F30.guides\u002F10.filesystem-connector",{"title":564,"path":565,"stem":566},"Building an ETL","\u002Fobserve\u002Fguides\u002Fbuilding-an-etl","08.observe\u002F30.guides\u002F20.building-an-etl",{"title":568,"path":569,"stem":570,"children":571,"page":42},"Technical Reference","\u002Ftechnical-reference","10.technical-reference",[572,576,580,592,603,614,624,635],{"title":573,"path":574,"stem":575},"Introduction","\u002Ftechnical-reference\u002Fplatform-blueprint","10.technical-reference\u002F00.platform-blueprint",{"title":577,"path":578,"stem":579},"REST API","\u002Ftechnical-reference\u002Frest-api","10.technical-reference\u002F01.rest-api",{"title":53,"path":581,"stem":582,"children":583,"page":42},"\u002Ftechnical-reference\u002Fgroundcontrol","10.technical-reference\u002F10.groundcontrol",[584,588],{"title":585,"path":586,"stem":587},"Install & Setup","\u002Ftechnical-reference\u002Fgroundcontrol\u002Finstall","10.technical-reference\u002F10.groundcontrol\u002F10.install",{"title":589,"path":590,"stem":591},"Changelog","\u002Ftechnical-reference\u002Fgroundcontrol\u002Fchangelog","10.technical-reference\u002F10.groundcontrol\u002F20.changelog",{"title":593,"path":594,"stem":595,"children":596,"page":42},"UniteLabs SDK","\u002Ftechnical-reference\u002Fpython-sdk","10.technical-reference\u002F20.python-sdk",[597,600],{"title":585,"path":598,"stem":599},"\u002Ftechnical-reference\u002Fpython-sdk\u002Finstall","10.technical-reference\u002F20.python-sdk\u002F10.install",{"title":589,"path":601,"stem":602},"\u002Ftechnical-reference\u002Fpython-sdk\u002Fchangelog","10.technical-reference\u002F20.python-sdk\u002F20.changelog",{"title":604,"path":605,"stem":606,"children":607,"page":42},"Liquid Handling SDK","\u002Ftechnical-reference\u002Fpython-liquid-handling-sdk","10.technical-reference\u002F30.python-liquid-handling-sdk",[608,611],{"title":585,"path":609,"stem":610},"\u002Ftechnical-reference\u002Fpython-liquid-handling-sdk\u002Finstall","10.technical-reference\u002F30.python-liquid-handling-sdk\u002F10.install",{"title":589,"path":612,"stem":613},"\u002Ftechnical-reference\u002Fpython-liquid-handling-sdk\u002Fchangelog","10.technical-reference\u002F30.python-liquid-handling-sdk\u002F20.changelog",{"title":163,"path":615,"stem":616,"children":617,"page":42},"\u002Ftechnical-reference\u002Flabware","10.technical-reference\u002F40.labware",[618,621],{"title":585,"path":619,"stem":620},"\u002Ftechnical-reference\u002Flabware\u002Finstall","10.technical-reference\u002F40.labware\u002F10.install",{"title":589,"path":622,"stem":623},"\u002Ftechnical-reference\u002Flabware\u002Fchangelog","10.technical-reference\u002F40.labware\u002F20.changelog",{"title":625,"path":626,"stem":627,"children":628,"page":42},"Python Omnibus","\u002Ftechnical-reference\u002Fpython-omnibus","10.technical-reference\u002F50.python-omnibus",[629,632],{"title":585,"path":630,"stem":631},"\u002Ftechnical-reference\u002Fpython-omnibus\u002Finstall","10.technical-reference\u002F50.python-omnibus\u002F10.install",{"title":589,"path":633,"stem":634},"\u002Ftechnical-reference\u002Fpython-omnibus\u002Fchangelog","10.technical-reference\u002F50.python-omnibus\u002F20.changelog",{"title":636,"path":637,"stem":638,"children":639,"page":42},"Python CDK","\u002Ftechnical-reference\u002Fpython-cdk","10.technical-reference\u002F60.python-cdk",[640,643],{"title":585,"path":641,"stem":642},"\u002Ftechnical-reference\u002Fpython-cdk\u002Finstall","10.technical-reference\u002F60.python-cdk\u002F10.install",{"title":589,"path":644,"stem":645},"\u002Ftechnical-reference\u002Fpython-cdk\u002Fchangelog","10.technical-reference\u002F60.python-cdk\u002F20.changelog",{"title":647,"path":648,"stem":649,"children":650},"Connector Development (CDK)","\u002Fconnector-development","20.connector-development",[651,653,672,705,713,744],{"title":647,"path":648,"stem":652},"20.connector-development\u002Findex",{"title":654,"path":655,"stem":656,"children":657,"page":42},"Getting Started","\u002Fconnector-development\u002Fgetting-started","20.connector-development\u002F10.getting-started",[658,661,665,668],{"title":536,"path":659,"stem":660},"\u002Fconnector-development\u002Fgetting-started\u002Foverview","20.connector-development\u002F10.getting-started\u002F10.overview",{"title":662,"path":663,"stem":664},"What's new","\u002Fconnector-development\u002Fgetting-started\u002Fwhats-new","20.connector-development\u002F10.getting-started\u002F20.whats-new",{"title":77,"path":666,"stem":667},"\u002Fconnector-development\u002Fgetting-started\u002Finstallation","20.connector-development\u002F10.getting-started\u002F30.installation",{"title":669,"path":670,"stem":671},"Contributing","\u002Fconnector-development\u002Fgetting-started\u002Fcontributing","20.connector-development\u002F10.getting-started\u002F40.contributing",{"title":673,"path":674,"stem":675,"children":676,"page":42},"Tutorial","\u002Fconnector-development\u002Ftutorial","20.connector-development\u002F20.tutorial",[677,681,685,689,693,697,701],{"title":678,"path":679,"stem":680},"Walkthrough","\u002Fconnector-development\u002Ftutorial\u002Fwalkthrough","20.connector-development\u002F20.tutorial\u002F00.walkthrough",{"title":682,"path":683,"stem":684},"SiLA Endpoints","\u002Fconnector-development\u002Ftutorial\u002Fsila-endpoints","20.connector-development\u002F20.tutorial\u002F10.sila-endpoints",{"title":686,"path":687,"stem":688},"Data Endpoints","\u002Fconnector-development\u002Ftutorial\u002Fdata-endpoints","20.connector-development\u002F20.tutorial\u002F20.data-endpoints",{"title":690,"path":691,"stem":692},"Controls","\u002Fconnector-development\u002Ftutorial\u002Fcontrols","20.connector-development\u002F20.tutorial\u002F30.controls",{"title":694,"path":695,"stem":696},"SiLA Data Types","\u002Fconnector-development\u002Ftutorial\u002Fdata-types","20.connector-development\u002F20.tutorial\u002F40.data-types",{"title":698,"path":699,"stem":700},"Feature","\u002Fconnector-development\u002Ftutorial\u002Fconnector-structure","20.connector-development\u002F20.tutorial\u002F70.connector-structure",{"title":702,"path":703,"stem":704},"Hardware Communication","\u002Fconnector-development\u002Ftutorial\u002Fhardware-communication","20.connector-development\u002F20.tutorial\u002F90.hardware-communication",{"title":94,"path":706,"stem":707,"children":708,"page":42},"\u002Fconnector-development\u002Fconcepts","20.connector-development\u002F30.concepts",[709],{"title":710,"path":711,"stem":712},"SiLA","\u002Fconnector-development\u002Fconcepts\u002Fsila","20.connector-development\u002F30.concepts\u002Fsila",{"title":187,"path":714,"stem":715,"children":716,"page":42},"\u002Fconnector-development\u002Fguides","20.connector-development\u002F40.guides",[717,721,725,729,733,736,740],{"title":718,"path":719,"stem":720},"Configuration","\u002Fconnector-development\u002Fguides\u002Fconfiguration","20.connector-development\u002F40.guides\u002F20.configuration",{"title":722,"path":723,"stem":724},"Deployment","\u002Fconnector-development\u002Fguides\u002Fdeployment","20.connector-development\u002F40.guides\u002F30.deployment",{"title":726,"path":727,"stem":728},"Security","\u002Fconnector-development\u002Fguides\u002Fsecurity","20.connector-development\u002F40.guides\u002F40.security",{"title":730,"path":731,"stem":732},"Subscriptions","\u002Fconnector-development\u002Fguides\u002Fsubscriptions","20.connector-development\u002F40.guides\u002F45.subscriptions",{"title":183,"path":734,"stem":735},"\u002Fconnector-development\u002Fguides\u002Ferror-handling","20.connector-development\u002F40.guides\u002F50.error-handling",{"title":737,"path":738,"stem":739},"Serial Troubleshooting","\u002Fconnector-development\u002Fguides\u002Fserial-troubleshooting","20.connector-development\u002F40.guides\u002F70.serial-troubleshooting",{"title":741,"path":742,"stem":743},"Testing","\u002Fconnector-development\u002Fguides\u002Ftesting","20.connector-development\u002F40.guides\u002F80.testing",{"title":745,"path":746,"stem":747,"children":748},"References","\u002Fconnector-development\u002Freference","20.connector-development\u002F50.reference\u002Findex",[749],{"title":745,"path":746,"stem":747},{"id":751,"title":552,"body":752,"description":2165,"extension":2166,"links":2167,"meta":2168,"navigation":839,"path":553,"seo":2169,"stem":554,"__hash__":2170},"docs\u002F08.observe\u002F20.concepts\u002F30.data-sources.md",{"type":753,"value":754,"toc":2156},"minimark",[755,764,769,788,792,799,1131,1145,1149,1164,1461,1468,1472,1477,2047,2051,2054,2068,2075,2081,2087,2096,2102,2111,2117,2121,2127,2133,2137,2152],[756,757,758,759,763],"p",{},"The UniteLabs Data Warehouse is a managed PostgreSQL database for structured experiment data. Workflows write records using the ",[760,761,762],"code",{},"WarehouseClient"," SDK — the same data is immediately queryable from external tools like DBeaver, Jupyter, or BI dashboards.",[765,766,768],"h2",{"id":767},"what-you-can-do","What you can do",[770,771,772,776,779,782,785],"ul",{},[773,774,775],"li",{},"Define typed data models and create tables using SQLModel",[773,777,778],{},"Write individual records or bulk-insert DataFrames from workflow tasks",[773,780,781],{},"Query, filter, and upsert records by primary key or arbitrary field values",[773,783,784],{},"Connect any PostgreSQL-compatible client using the connection string from your secrets",[773,786,787],{},"Browse table contents in the platform UI or DBeaver without writing SQL",[765,789,791],{"id":790},"credentials","Credentials",[756,793,794,795,798],{},"The warehouse connection string is stored in the ",[760,796,797],{},"warehouse-admin"," secret:",[800,801,806],"pre",{"className":802,"code":803,"language":804,"meta":805,"style":805},"language-python shiki shiki-themes material-theme-lighter material-theme material-theme-palenight","from unitelabs.sdk import AsyncApiClient\n\nasync with AsyncApiClient() as client:\n    secrets = await client.get(\"\u002Fsecrets\")\n    warehouse_secret = next(s for s in secrets if s[\"name\"] == \"warehouse-admin\")\n    params = warehouse_secret[\"parameters\"]\n\n# postgresql+asyncpg:\u002F\u002Fuser:password@host:port\u002Fdatabase\nasync_url = (\n    f\"postgresql+asyncpg:\u002F\u002F{params['username']}:{params['password']}\"\n    f\"@{params['host']}:{params['port']}\u002F{params['database']}\"\n)\n","python","",[760,807,808,834,841,866,900,959,982,987,994,1005,1060,1126],{"__ignoreMap":805},[809,810,813,817,821,825,828,831],"span",{"class":811,"line":812},"line",1,[809,814,816],{"class":815},"s7zQu","from",[809,818,820],{"class":819},"sTEyZ"," unitelabs",[809,822,824],{"class":823},"sMK4o",".",[809,826,827],{"class":819},"sdk ",[809,829,830],{"class":815},"import",[809,832,833],{"class":819}," AsyncApiClient\n",[809,835,837],{"class":811,"line":836},2,[809,838,840],{"emptyLinePlaceholder":839},true,"\n",[809,842,844,847,850,854,857,860,863],{"class":811,"line":843},3,[809,845,846],{"class":815},"async",[809,848,849],{"class":815}," with",[809,851,853],{"class":852},"s2Zo4"," AsyncApiClient",[809,855,856],{"class":823},"()",[809,858,859],{"class":815}," as",[809,861,862],{"class":819}," client",[809,864,865],{"class":823},":\n",[809,867,869,872,875,878,880,882,885,888,891,895,897],{"class":811,"line":868},4,[809,870,871],{"class":819},"    secrets ",[809,873,874],{"class":823},"=",[809,876,877],{"class":815}," await",[809,879,862],{"class":819},[809,881,824],{"class":823},[809,883,884],{"class":852},"get",[809,886,887],{"class":823},"(",[809,889,890],{"class":823},"\"",[809,892,894],{"class":893},"sfazB","\u002Fsecrets",[809,896,890],{"class":823},[809,898,899],{"class":823},")\n",[809,901,903,906,908,911,913,916,919,922,925,928,931,934,937,939,942,944,947,950,953,955,957],{"class":811,"line":902},5,[809,904,905],{"class":819},"    warehouse_secret ",[809,907,874],{"class":823},[809,909,910],{"class":852}," next",[809,912,887],{"class":823},[809,914,915],{"class":852},"s ",[809,917,918],{"class":815},"for",[809,920,921],{"class":852}," s ",[809,923,924],{"class":815},"in",[809,926,927],{"class":852}," secrets ",[809,929,930],{"class":815},"if",[809,932,933],{"class":852}," s",[809,935,936],{"class":823},"[",[809,938,890],{"class":823},[809,940,941],{"class":893},"name",[809,943,890],{"class":823},[809,945,946],{"class":823},"]",[809,948,949],{"class":823}," ==",[809,951,952],{"class":823}," \"",[809,954,797],{"class":893},[809,956,890],{"class":823},[809,958,899],{"class":823},[809,960,962,965,967,970,972,974,977,979],{"class":811,"line":961},6,[809,963,964],{"class":819},"    params ",[809,966,874],{"class":823},[809,968,969],{"class":819}," warehouse_secret",[809,971,936],{"class":823},[809,973,890],{"class":823},[809,975,976],{"class":893},"parameters",[809,978,890],{"class":823},[809,980,981],{"class":823},"]\n",[809,983,985],{"class":811,"line":984},7,[809,986,840],{"emptyLinePlaceholder":839},[809,988,990],{"class":811,"line":989},8,[809,991,993],{"class":992},"sHwdD","# postgresql+asyncpg:\u002F\u002Fuser:password@host:port\u002Fdatabase\n",[809,995,997,1000,1002],{"class":811,"line":996},9,[809,998,999],{"class":819},"async_url ",[809,1001,874],{"class":823},[809,1003,1004],{"class":823}," (\n",[809,1006,1008,1012,1015,1019,1022,1024,1027,1030,1032,1034,1037,1040,1042,1044,1046,1048,1051,1053,1055,1057],{"class":811,"line":1007},10,[809,1009,1011],{"class":1010},"spNyl","    f",[809,1013,1014],{"class":893},"\"postgresql+asyncpg:\u002F\u002F",[809,1016,1018],{"class":1017},"sbssI","{",[809,1020,1021],{"class":819},"params",[809,1023,936],{"class":823},[809,1025,1026],{"class":823},"'",[809,1028,1029],{"class":893},"username",[809,1031,1026],{"class":823},[809,1033,946],{"class":823},[809,1035,1036],{"class":1017},"}",[809,1038,1039],{"class":893},":",[809,1041,1018],{"class":1017},[809,1043,1021],{"class":819},[809,1045,936],{"class":823},[809,1047,1026],{"class":823},[809,1049,1050],{"class":893},"password",[809,1052,1026],{"class":823},[809,1054,946],{"class":823},[809,1056,1036],{"class":1017},[809,1058,1059],{"class":893},"\"\n",[809,1061,1063,1065,1068,1070,1072,1074,1076,1079,1081,1083,1085,1087,1089,1091,1093,1095,1098,1100,1102,1104,1107,1109,1111,1113,1115,1118,1120,1122,1124],{"class":811,"line":1062},11,[809,1064,1011],{"class":1010},[809,1066,1067],{"class":893},"\"@",[809,1069,1018],{"class":1017},[809,1071,1021],{"class":819},[809,1073,936],{"class":823},[809,1075,1026],{"class":823},[809,1077,1078],{"class":893},"host",[809,1080,1026],{"class":823},[809,1082,946],{"class":823},[809,1084,1036],{"class":1017},[809,1086,1039],{"class":893},[809,1088,1018],{"class":1017},[809,1090,1021],{"class":819},[809,1092,936],{"class":823},[809,1094,1026],{"class":823},[809,1096,1097],{"class":893},"port",[809,1099,1026],{"class":823},[809,1101,946],{"class":823},[809,1103,1036],{"class":1017},[809,1105,1106],{"class":893},"\u002F",[809,1108,1018],{"class":1017},[809,1110,1021],{"class":819},[809,1112,936],{"class":823},[809,1114,1026],{"class":823},[809,1116,1117],{"class":893},"database",[809,1119,1026],{"class":823},[809,1121,946],{"class":823},[809,1123,1036],{"class":1017},[809,1125,1059],{"class":893},[809,1127,1129],{"class":811,"line":1128},12,[809,1130,899],{"class":823},[756,1132,1133,1134,1137,1138,1140,1141,1144],{},"All tables live in the ",[760,1135,1136],{},"warehouse"," schema. The ",[760,1139,762],{}," sets ",[760,1142,1143],{},"search_path = warehouse"," automatically per session.",[765,1146,1148],{"id":1147},"define-a-data-model","Define a data model",[756,1150,1151,1152,1155,1156,1159,1160,1163],{},"Models are plain Python classes that extend ",[760,1153,1154],{},"SQLModel"," with ",[760,1157,1158],{},"table=True",". Keep them in a shared ",[760,1161,1162],{},"models.py"," so they are importable by both flows and query scripts:",[800,1165,1167],{"className":802,"code":1166,"filename":1162,"language":804,"meta":805,"style":805},"from datetime import datetime\nfrom typing import Any\n\nimport sqlalchemy as sa\nfrom sqlmodel import Field, SQLModel\n\n\nclass SourceFiles(SQLModel, table=True):\n    __tablename__ = \"source_files\"\n\n    id: int | None = Field(default=None, primary_key=True)\n    file_path: str\n    s3_object_path: str\n    connector_name: str\n    instrument_type: str\n    file_type: str | None = None\n    group_identifier: str | None = None\n    file_metadata: dict[str, Any] | None = Field(\n        default=None, sa_type=sa.JSON\n    )\n    updated_at: datetime\n",[760,1168,1169,1181,1193,1197,1210,1228,1232,1236,1258,1272,1276,1311,1321,1331,1341,1351,1371,1389,1423,1445,1451],{"__ignoreMap":805},[809,1170,1171,1173,1176,1178],{"class":811,"line":812},[809,1172,816],{"class":815},[809,1174,1175],{"class":819}," datetime ",[809,1177,830],{"class":815},[809,1179,1180],{"class":819}," datetime\n",[809,1182,1183,1185,1188,1190],{"class":811,"line":836},[809,1184,816],{"class":815},[809,1186,1187],{"class":819}," typing ",[809,1189,830],{"class":815},[809,1191,1192],{"class":819}," Any\n",[809,1194,1195],{"class":811,"line":843},[809,1196,840],{"emptyLinePlaceholder":839},[809,1198,1199,1201,1204,1207],{"class":811,"line":868},[809,1200,830],{"class":815},[809,1202,1203],{"class":819}," sqlalchemy ",[809,1205,1206],{"class":815},"as",[809,1208,1209],{"class":819}," sa\n",[809,1211,1212,1214,1217,1219,1222,1225],{"class":811,"line":902},[809,1213,816],{"class":815},[809,1215,1216],{"class":819}," sqlmodel ",[809,1218,830],{"class":815},[809,1220,1221],{"class":819}," Field",[809,1223,1224],{"class":823},",",[809,1226,1227],{"class":819}," SQLModel\n",[809,1229,1230],{"class":811,"line":961},[809,1231,840],{"emptyLinePlaceholder":839},[809,1233,1234],{"class":811,"line":984},[809,1235,840],{"emptyLinePlaceholder":839},[809,1237,1238,1241,1245,1247,1249,1251,1255],{"class":811,"line":989},[809,1239,1240],{"class":1010},"class",[809,1242,1244],{"class":1243},"sBMFI"," SourceFiles",[809,1246,887],{"class":823},[809,1248,1154],{"class":1243},[809,1250,1224],{"class":823},[809,1252,1254],{"class":1253},"sHdIc"," table",[809,1256,1257],{"class":823},"=True):\n",[809,1259,1260,1263,1265,1267,1270],{"class":811,"line":996},[809,1261,1262],{"class":819},"    __tablename__ ",[809,1264,874],{"class":823},[809,1266,952],{"class":823},[809,1268,1269],{"class":893},"source_files",[809,1271,1059],{"class":823},[809,1273,1274],{"class":811,"line":1007},[809,1275,840],{"emptyLinePlaceholder":839},[809,1277,1278,1281,1283,1286,1289,1292,1295,1297,1299,1302,1305,1308],{"class":811,"line":1062},[809,1279,1280],{"class":852},"    id",[809,1282,1039],{"class":823},[809,1284,1285],{"class":1243}," int",[809,1287,1288],{"class":823}," |",[809,1290,1291],{"class":823}," None",[809,1293,1294],{"class":823}," =",[809,1296,1221],{"class":852},[809,1298,887],{"class":823},[809,1300,1301],{"class":1253},"default",[809,1303,1304],{"class":823},"=None,",[809,1306,1307],{"class":1253}," primary_key",[809,1309,1310],{"class":823},"=True)\n",[809,1312,1313,1316,1318],{"class":811,"line":1128},[809,1314,1315],{"class":819},"    file_path",[809,1317,1039],{"class":823},[809,1319,1320],{"class":1243}," str\n",[809,1322,1324,1327,1329],{"class":811,"line":1323},13,[809,1325,1326],{"class":819},"    s3_object_path",[809,1328,1039],{"class":823},[809,1330,1320],{"class":1243},[809,1332,1334,1337,1339],{"class":811,"line":1333},14,[809,1335,1336],{"class":819},"    connector_name",[809,1338,1039],{"class":823},[809,1340,1320],{"class":1243},[809,1342,1344,1347,1349],{"class":811,"line":1343},15,[809,1345,1346],{"class":819},"    instrument_type",[809,1348,1039],{"class":823},[809,1350,1320],{"class":1243},[809,1352,1354,1357,1359,1362,1364,1366,1368],{"class":811,"line":1353},16,[809,1355,1356],{"class":819},"    file_type",[809,1358,1039],{"class":823},[809,1360,1361],{"class":1243}," str",[809,1363,1288],{"class":823},[809,1365,1291],{"class":823},[809,1367,1294],{"class":823},[809,1369,1370],{"class":823}," None\n",[809,1372,1374,1377,1379,1381,1383,1385,1387],{"class":811,"line":1373},17,[809,1375,1376],{"class":819},"    group_identifier",[809,1378,1039],{"class":823},[809,1380,1361],{"class":1243},[809,1382,1288],{"class":823},[809,1384,1291],{"class":823},[809,1386,1294],{"class":823},[809,1388,1370],{"class":823},[809,1390,1392,1395,1397,1400,1402,1405,1407,1410,1412,1414,1416,1418,1420],{"class":811,"line":1391},18,[809,1393,1394],{"class":819},"    file_metadata",[809,1396,1039],{"class":823},[809,1398,1399],{"class":819}," dict",[809,1401,936],{"class":823},[809,1403,1404],{"class":1243},"str",[809,1406,1224],{"class":823},[809,1408,1409],{"class":819}," Any",[809,1411,946],{"class":823},[809,1413,1288],{"class":823},[809,1415,1291],{"class":823},[809,1417,1294],{"class":823},[809,1419,1221],{"class":852},[809,1421,1422],{"class":823},"(\n",[809,1424,1426,1429,1431,1434,1436,1439,1441],{"class":811,"line":1425},19,[809,1427,1428],{"class":1253},"        default",[809,1430,1304],{"class":823},[809,1432,1433],{"class":1253}," sa_type",[809,1435,874],{"class":823},[809,1437,1438],{"class":852},"sa",[809,1440,824],{"class":823},[809,1442,1444],{"class":1443},"swJcz","JSON\n",[809,1446,1448],{"class":811,"line":1447},20,[809,1449,1450],{"class":823},"    )\n",[809,1452,1454,1457,1459],{"class":811,"line":1453},21,[809,1455,1456],{"class":819},"    updated_at",[809,1458,1039],{"class":823},[809,1460,1180],{"class":819},[756,1462,1463,1464,1467],{},"Call ",[760,1465,1466],{},"await warehouse.ensure_tables_exist()"," once on startup to create any missing tables.",[765,1469,1471],{"id":1470},"write-and-query-records","Write and query records",[756,1473,1474,1476],{},[760,1475,762],{}," exposes four methods for common operations:",[1478,1479,1480,1638,1754,1880],"code-group",{},[800,1481,1484],{"className":802,"code":1482,"filename":1483,"language":804,"meta":805,"style":805},"from datetime import datetime, timezone\n\nrecord = SourceFiles(\n    file_path=\"\u002Fdata\u002Flabchip\u002Fresults\u002Frun_001.csv\",\n    s3_object_path=\"data\u002Finstruments\u002Flabchip\u002Frun_001.csv\",\n    connector_name=\"File System (LabChip)\",\n    instrument_type=\"labchip\",\n    updated_at=datetime.now(tz=timezone.utc),\n)\ncreated = await warehouse.create_record(record)\n","Create",[760,1485,1486,1502,1506,1517,1533,1548,1563,1578,1610,1614],{"__ignoreMap":805},[809,1487,1488,1490,1492,1494,1497,1499],{"class":811,"line":812},[809,1489,816],{"class":815},[809,1491,1175],{"class":819},[809,1493,830],{"class":815},[809,1495,1496],{"class":819}," datetime",[809,1498,1224],{"class":823},[809,1500,1501],{"class":819}," timezone\n",[809,1503,1504],{"class":811,"line":836},[809,1505,840],{"emptyLinePlaceholder":839},[809,1507,1508,1511,1513,1515],{"class":811,"line":843},[809,1509,1510],{"class":819},"record ",[809,1512,874],{"class":823},[809,1514,1244],{"class":852},[809,1516,1422],{"class":823},[809,1518,1519,1521,1523,1525,1528,1530],{"class":811,"line":868},[809,1520,1315],{"class":1253},[809,1522,874],{"class":823},[809,1524,890],{"class":823},[809,1526,1527],{"class":893},"\u002Fdata\u002Flabchip\u002Fresults\u002Frun_001.csv",[809,1529,890],{"class":823},[809,1531,1532],{"class":823},",\n",[809,1534,1535,1537,1539,1541,1544,1546],{"class":811,"line":902},[809,1536,1326],{"class":1253},[809,1538,874],{"class":823},[809,1540,890],{"class":823},[809,1542,1543],{"class":893},"data\u002Finstruments\u002Flabchip\u002Frun_001.csv",[809,1545,890],{"class":823},[809,1547,1532],{"class":823},[809,1549,1550,1552,1554,1556,1559,1561],{"class":811,"line":961},[809,1551,1336],{"class":1253},[809,1553,874],{"class":823},[809,1555,890],{"class":823},[809,1557,1558],{"class":893},"File System (LabChip)",[809,1560,890],{"class":823},[809,1562,1532],{"class":823},[809,1564,1565,1567,1569,1571,1574,1576],{"class":811,"line":984},[809,1566,1346],{"class":1253},[809,1568,874],{"class":823},[809,1570,890],{"class":823},[809,1572,1573],{"class":893},"labchip",[809,1575,890],{"class":823},[809,1577,1532],{"class":823},[809,1579,1580,1582,1584,1587,1589,1592,1594,1597,1599,1602,1604,1607],{"class":811,"line":989},[809,1581,1456],{"class":1253},[809,1583,874],{"class":823},[809,1585,1586],{"class":852},"datetime",[809,1588,824],{"class":823},[809,1590,1591],{"class":852},"now",[809,1593,887],{"class":823},[809,1595,1596],{"class":1253},"tz",[809,1598,874],{"class":823},[809,1600,1601],{"class":852},"timezone",[809,1603,824],{"class":823},[809,1605,1606],{"class":1443},"utc",[809,1608,1609],{"class":823},"),\n",[809,1611,1612],{"class":811,"line":996},[809,1613,899],{"class":823},[809,1615,1616,1619,1621,1623,1626,1628,1631,1633,1636],{"class":811,"line":1007},[809,1617,1618],{"class":819},"created ",[809,1620,874],{"class":823},[809,1622,877],{"class":815},[809,1624,1625],{"class":819}," warehouse",[809,1627,824],{"class":823},[809,1629,1630],{"class":852},"create_record",[809,1632,887],{"class":823},[809,1634,1635],{"class":852},"record",[809,1637,899],{"class":823},[800,1639,1642],{"className":802,"code":1640,"filename":1641,"language":804,"meta":805,"style":805},"# Fetch all LabChip files\nrecords: list[SourceFiles] = await warehouse.query_records(\n    SourceFiles,\n    instrument_type=\"labchip\",\n)\n\n# Fetch a single record by path\nrecord = await warehouse.get_record(\n    SourceFiles,\n    file_path=\"\u002Fdata\u002Flabchip\u002Fresults\u002Frun_001.csv\",\n)\n","Query",[760,1643,1644,1649,1679,1686,1700,1704,1708,1713,1730,1736,1750],{"__ignoreMap":805},[809,1645,1646],{"class":811,"line":812},[809,1647,1648],{"class":992},"# Fetch all LabChip files\n",[809,1650,1651,1654,1656,1659,1661,1664,1666,1668,1670,1672,1674,1677],{"class":811,"line":836},[809,1652,1653],{"class":819},"records",[809,1655,1039],{"class":823},[809,1657,1658],{"class":819}," list",[809,1660,936],{"class":823},[809,1662,1663],{"class":819},"SourceFiles",[809,1665,946],{"class":823},[809,1667,1294],{"class":823},[809,1669,877],{"class":815},[809,1671,1625],{"class":819},[809,1673,824],{"class":823},[809,1675,1676],{"class":852},"query_records",[809,1678,1422],{"class":823},[809,1680,1681,1684],{"class":811,"line":843},[809,1682,1683],{"class":852},"    SourceFiles",[809,1685,1532],{"class":823},[809,1687,1688,1690,1692,1694,1696,1698],{"class":811,"line":868},[809,1689,1346],{"class":1253},[809,1691,874],{"class":823},[809,1693,890],{"class":823},[809,1695,1573],{"class":893},[809,1697,890],{"class":823},[809,1699,1532],{"class":823},[809,1701,1702],{"class":811,"line":902},[809,1703,899],{"class":823},[809,1705,1706],{"class":811,"line":961},[809,1707,840],{"emptyLinePlaceholder":839},[809,1709,1710],{"class":811,"line":984},[809,1711,1712],{"class":992},"# Fetch a single record by path\n",[809,1714,1715,1717,1719,1721,1723,1725,1728],{"class":811,"line":989},[809,1716,1510],{"class":819},[809,1718,874],{"class":823},[809,1720,877],{"class":815},[809,1722,1625],{"class":819},[809,1724,824],{"class":823},[809,1726,1727],{"class":852},"get_record",[809,1729,1422],{"class":823},[809,1731,1732,1734],{"class":811,"line":996},[809,1733,1683],{"class":852},[809,1735,1532],{"class":823},[809,1737,1738,1740,1742,1744,1746,1748],{"class":811,"line":1007},[809,1739,1315],{"class":1253},[809,1741,874],{"class":823},[809,1743,890],{"class":823},[809,1745,1527],{"class":893},[809,1747,890],{"class":823},[809,1749,1532],{"class":823},[809,1751,1752],{"class":811,"line":1062},[809,1753,899],{"class":823},[800,1755,1758],{"className":802,"code":1756,"filename":1757,"language":804,"meta":805,"style":805},"# Insert or update on file_path conflict\nawait warehouse.upsert_record(\n    SourceFiles(\n        file_path=\"\u002Fdata\u002Flabchip\u002Fresults\u002Frun_001.csv\",\n        s3_object_path=\"data\u002Finstruments\u002Flabchip\u002Frun_001.csv\",\n        connector_name=\"File System (LabChip)\",\n        instrument_type=\"labchip\",\n        updated_at=datetime.now(tz=timezone.utc),\n    )\n)\n","Upsert",[760,1759,1760,1765,1779,1785,1800,1815,1830,1845,1872,1876],{"__ignoreMap":805},[809,1761,1762],{"class":811,"line":812},[809,1763,1764],{"class":992},"# Insert or update on file_path conflict\n",[809,1766,1767,1770,1772,1774,1777],{"class":811,"line":836},[809,1768,1769],{"class":815},"await",[809,1771,1625],{"class":819},[809,1773,824],{"class":823},[809,1775,1776],{"class":852},"upsert_record",[809,1778,1422],{"class":823},[809,1780,1781,1783],{"class":811,"line":843},[809,1782,1683],{"class":852},[809,1784,1422],{"class":823},[809,1786,1787,1790,1792,1794,1796,1798],{"class":811,"line":868},[809,1788,1789],{"class":1253},"        file_path",[809,1791,874],{"class":823},[809,1793,890],{"class":823},[809,1795,1527],{"class":893},[809,1797,890],{"class":823},[809,1799,1532],{"class":823},[809,1801,1802,1805,1807,1809,1811,1813],{"class":811,"line":902},[809,1803,1804],{"class":1253},"        s3_object_path",[809,1806,874],{"class":823},[809,1808,890],{"class":823},[809,1810,1543],{"class":893},[809,1812,890],{"class":823},[809,1814,1532],{"class":823},[809,1816,1817,1820,1822,1824,1826,1828],{"class":811,"line":961},[809,1818,1819],{"class":1253},"        connector_name",[809,1821,874],{"class":823},[809,1823,890],{"class":823},[809,1825,1558],{"class":893},[809,1827,890],{"class":823},[809,1829,1532],{"class":823},[809,1831,1832,1835,1837,1839,1841,1843],{"class":811,"line":984},[809,1833,1834],{"class":1253},"        instrument_type",[809,1836,874],{"class":823},[809,1838,890],{"class":823},[809,1840,1573],{"class":893},[809,1842,890],{"class":823},[809,1844,1532],{"class":823},[809,1846,1847,1850,1852,1854,1856,1858,1860,1862,1864,1866,1868,1870],{"class":811,"line":989},[809,1848,1849],{"class":1253},"        updated_at",[809,1851,874],{"class":823},[809,1853,1586],{"class":852},[809,1855,824],{"class":823},[809,1857,1591],{"class":852},[809,1859,887],{"class":823},[809,1861,1596],{"class":1253},[809,1863,874],{"class":823},[809,1865,1601],{"class":852},[809,1867,824],{"class":823},[809,1869,1606],{"class":1443},[809,1871,1609],{"class":823},[809,1873,1874],{"class":811,"line":996},[809,1875,1450],{"class":823},[809,1877,1878],{"class":811,"line":1007},[809,1879,899],{"class":823},[800,1881,1884],{"className":802,"code":1882,"filename":1883,"language":804,"meta":805,"style":805},"import pandas as pd\n\ndf = pd.read_csv(\"labchip_results.csv\")\n\nawait warehouse.bulk_insert_df(\n    table_name=\"labchip_results\",\n    df=df,\n    conflict_columns=[\"run_id\", \"plate_barcode\", \"well\"],\n    update_columns=[\"sample_id\", \"concentration\", \"purity_percent\"],\n)\n","Bulk insert",[760,1885,1886,1898,1902,1928,1932,1945,1961,1973,2009,2043],{"__ignoreMap":805},[809,1887,1888,1890,1893,1895],{"class":811,"line":812},[809,1889,830],{"class":815},[809,1891,1892],{"class":819}," pandas ",[809,1894,1206],{"class":815},[809,1896,1897],{"class":819}," pd\n",[809,1899,1900],{"class":811,"line":836},[809,1901,840],{"emptyLinePlaceholder":839},[809,1903,1904,1907,1909,1912,1914,1917,1919,1921,1924,1926],{"class":811,"line":843},[809,1905,1906],{"class":819},"df ",[809,1908,874],{"class":823},[809,1910,1911],{"class":819}," pd",[809,1913,824],{"class":823},[809,1915,1916],{"class":852},"read_csv",[809,1918,887],{"class":823},[809,1920,890],{"class":823},[809,1922,1923],{"class":893},"labchip_results.csv",[809,1925,890],{"class":823},[809,1927,899],{"class":823},[809,1929,1930],{"class":811,"line":868},[809,1931,840],{"emptyLinePlaceholder":839},[809,1933,1934,1936,1938,1940,1943],{"class":811,"line":902},[809,1935,1769],{"class":815},[809,1937,1625],{"class":819},[809,1939,824],{"class":823},[809,1941,1942],{"class":852},"bulk_insert_df",[809,1944,1422],{"class":823},[809,1946,1947,1950,1952,1954,1957,1959],{"class":811,"line":961},[809,1948,1949],{"class":1253},"    table_name",[809,1951,874],{"class":823},[809,1953,890],{"class":823},[809,1955,1956],{"class":893},"labchip_results",[809,1958,890],{"class":823},[809,1960,1532],{"class":823},[809,1962,1963,1966,1968,1971],{"class":811,"line":984},[809,1964,1965],{"class":1253},"    df",[809,1967,874],{"class":823},[809,1969,1970],{"class":852},"df",[809,1972,1532],{"class":823},[809,1974,1975,1978,1981,1983,1986,1988,1990,1992,1995,1997,1999,2001,2004,2006],{"class":811,"line":989},[809,1976,1977],{"class":1253},"    conflict_columns",[809,1979,1980],{"class":823},"=[",[809,1982,890],{"class":823},[809,1984,1985],{"class":893},"run_id",[809,1987,890],{"class":823},[809,1989,1224],{"class":823},[809,1991,952],{"class":823},[809,1993,1994],{"class":893},"plate_barcode",[809,1996,890],{"class":823},[809,1998,1224],{"class":823},[809,2000,952],{"class":823},[809,2002,2003],{"class":893},"well",[809,2005,890],{"class":823},[809,2007,2008],{"class":823},"],\n",[809,2010,2011,2014,2016,2018,2021,2023,2025,2027,2030,2032,2034,2036,2039,2041],{"class":811,"line":996},[809,2012,2013],{"class":1253},"    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