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l reference operators functions data and literals select statements table creation ansi sql compliance postgres sql interface rest api rest api client client about quickstart workflows examples examples async follow redirects response headers timeouts azure api management gcp identity aware proxy server server about quickstart api reference examples examples customers queryclient queryserver queryworker openapi sample google bigquery api google bigquery api about quickstart main discovery query projects datasets tables tabledata helpers configuration api troubleshooting packaging packaging about quickstart examples examples about the examples basic tick hello c labeling logging logging about quickstart api reference machine learning machine learning about quickstart quickstart docker kubernetes examples examples model generation deployment release notes release notes latest previous database database overview data configuration data configuration overview routing assembly assembly database schema storage query stream aggregation user defined analytics user defined analytics overview configuration quickstart testing a uda uda examples troubleshooting best practices advanced advanced advanced overview query scaling authorization authorization custom ipc authorization custom http authorization data storage data storage overview storage tiering object storage delete rows backup and restore event hooks data import data import import overview initial import initial import overview prerequisites quickstart initial import process schema creation troubleshooting batch ingest data query data query overview purviews scope late data reference data routing queueing retries and timeouts resilience logging troubleshooting advanced advanced query existing object storage querying methods querying methods overview rest vs qipc sql monitoring best practices best practices late data manual eod trigger performance query sizing deploying deploying overview docker docker basic downgrading glossary stream processor stream processor about streaming data quickstart quickstart docker kubernetes writing running configuration troubleshooting guides guides object storage ingestion database ingestion reader triggering kdb insights streams examples examples static file batch s3 ingestion kafka kafka getting started setup kafka basic ingestion setup kafka tls ingestion with tls postgresql querying pipeline replicas stateful operators enriching streams windowing on event time windowing on processing time kdb tick callback concepts concepts checkpoints and recovery determinism glob patterns scaling securing pipeline credentials state reliable transport reliable transport about quickstart quickstart about docker kubernetes publishers publishers overview subscribers interfaces interfaces getting started c c using the c interface c samples java java using the java interface java samples python python using the python interface python samples q rt qpk c c using the c interface c samples examples examples publishing and subscribing to enterprise using q recovering archived logs running rt outside of a container configuration configuration overview diagnostics monitoring administration administration soft reset hard reset release notes release notes latest previous help and support help and support product support troubleshooting troubleshooting reliable transport kdb insights enterprise kdb insights enterprise home deploy deploy deployment options standalone deployments standalone deployments infrastructure infrastructure k8s managed k8s managed prerequisites azure user node pool sizing terraform terraform deployment overview deploy on gcp deploy on aws deploy on azure upgrade kubernetes cluster upgrade third party dependencies ingress controller change interact with kubernetes dns setup k8s on prem prerequisites openshift on prem prerequisites installation installation installing validation air gapped environments get started get started about kdb insights enterprise free trial interfaces cli cli installation configuration authentication learn learn architecture language interfaces command line interface kdb vs code extension package overview web interface guide web interface guide about log into kdb insights enterprise navigate the web interface system information databases databases create and manage database settings schema settings stream settings database resources deploy teardown cleanup pipelines pipelines import wizard create and configure settings operators operators overview readers decoders functions transform windows string utilities stats machine learning encoders writers test deploy queries queries queries index query window query panel scratchpad scratchpad development views views about guide to building views view only user packages store data store data database overview database setup database storage storage tiers best practices best practices late data performance sizing storage manager troubleshooting ingest and transform data ingest and transform data import data initial import overview ingest and transform overview query data query data query overview purviews scope routing queueing retries and timeout best practices user defined analytics entitlements kdb x workloads kdb x modules observe and monitor kx academy training course how to how to configure kdb insights enterprise configure kdb insights enterprise install configuration base configuration user access resources availability encryption encryption data in transit data at rest observability storage rt archival advanced advanced database scale pods stream processor overprovisioning keycloak and postgresql config manage azure secrets manage users and groups manage users and groups authentication manage groups manage service accounts manage users password policy text shared keycloak instance embedding in an iframe manage entitlements manage entitlements prerequisites configure package entitlements data entitlements data entitlements configure data entitlements data entitlements quickstart row level entitlements row level entitlements configure row level entitlements row level entitlements quickstart work with packages work with packages configure package create package deployment components runtime components functions in a package dependent and patch components overlays and patches edit components upload package deploy package automated package deployment use package list packages load packages download package backup and restore package teardown package delete package pack package convert assembly to package push wheel files configure user defined analytics configure user defined analytics configuration quickstart testing a uda uda examples best practices advanced store data store data configure databases with cli configure databases with cli routing configuration package package configure database configure schema configure storage configure routing configure query configure stream package shared objects aggregation persist to object storage manual eod trigger delete rows event hooks ingest and transform data ingest and transform data ingest and transform overview initial import initial import prerequisites initial import quickstart initial import process batch ingest secure pipelines with kubernetes secrets query data query data query methods query methods overview rest and qipc query ipc externally sql query support query using the cli query using the cli sql udas java interface query api power bi connector late data queries reference data query scaling query resilience logging visualize data develop with kdb x workloads develop with kdb x modules integrations integrations microsoft entra id microsoft entra id entra integration composite roles power bi connector observe and monitor observe and monitor logging retrieve logs database monitoring metrics deploy prometheus monitoring stack monitoring stack deploy using cli package manager journaling backup and restore backup and restore kxi deployment keycloak data database examples examples walkthroughs and examples index databases databases create a database create schema script load multiple packages into a dap ingest data ingest data using the web interface using the web interface ingest object storage data kafka guided walkthrough streaming kafka ingest example ingest sql data ingest protocol buffers data ingest data from parquet files using the cli using the cli use cases kafka ingest kafka ingest getting started setup kafka basic ingestion setup kafka tls ingestion with tls machine learning clustering amazon s3 ingest amazon s3 ingest batch s3 ingest batch s3 ingest and preprocessing postgresql ingest query ingested data view data view data view ingested data add a map to a view visualize streaming data python package walkthrough industry examples industry examples finance develop trading strategies finance realtime ml stock prediction manufacturing realtime ml stock prediction use language interfaces reference reference packaging packaging object model object model package package package datafile database packagedependency deploymentconfig manifest metadata patchref pipeline router tablelist udfcollection view supporting objects supporting objects affinity agg algorithm annotations apparmorprofile attrdisk auth base bus capabilities claim clustermode column componentmetadata compression configmap configmapkeyref controller dap dbsettings dbm divisor1 encryption envitem eodpeachlevel fieldref filekeyref filemode formatmode gwendpoint image imagepullsecret imagepullsecret1 instances inventory k8spolicy labelselector lictype license limits1 matchexpression metrics mode mountlistitem mounts nodeaffinity partition pctmemthreshold1 pctmemthreshold3 persistence podaffinity podaffinityterm podantiaffinitypreset podsecuritycontext preference preferredduringschedulingignoredduringexecutionitem preferredduringschedulingignoredduringexecutionitem1 primarykey protocol qlog queryenvironment rc recordcounting replicaaffinitytopologykey requiredduringschedulingignoredduringexecution resourcefieldref resources resources1 retain rtlogvolume scaledinstances schedule selinuxoptions securitycontext sequencer serviceaccountconfigure shard sidecarconfig sidecaroverrides size size1 sm subpaths sysctl table tableload tier toleration topicconfig type type1 type2 type3 uda udaparam udf user valuefrom volume volume1 volume2 volumemount windowsoptions worker databases databases event hooks workloads workloads kdb x workload yaml observability and monitoring observability and monitoring alerts reference metrics reference grafana reference cli reference configuration glossary releases releases kdb insights enterprise kdb insights enterprise latest previous beta features terms azure marketplace upgrading upgrading kdb insights enterprise azure f5 ingress controller help and support help and support product support azure license billing azure license billing private offers billing faq troubleshooting troubleshooting diagnostics deploying with iac data import reliable transport database and pipeline health pipelines data queries storage manager troubleshooting user defined analytics apis apis overview openapi specs openapi specs kdb insights enterprise standalone services standalone services overview service gateway resource coordinator aggregator data access storage manager sp coordinator sp controller sp worker package manager reliable transport reliable transport openapi guides guides overview archiver log history hard reset latest output position rt clients soft reset deduplication publisher clients client apis client apis qipc client qipc client overview query api query api overview scratchpad query apis get data get meta v3 get meta v2 get meta ping qsql sql2 sql2 select statements sql2 functions and operators sql preview reference reference overview format header codes kdb insights python api kdb insights python api overview guides guides querying connection parameters code reference code reference authorization authorization client entitlement service entitlement types group user config exceptions observability package manager publish publish client controller data preprocessor db publisher http publisher information service rt publisher query uda kdb x workloads server side toolkit server side toolkit stream processor stream processor overview configuring operators general lifecycle operators readers decoders encoders transform stats state string utilities windows writers user defined functions object reference object reference q python machine learning package loading package loading overview quickstart reference reference kxi packages kxi install kxi udfs python uda toolkit python uda toolkit overview code reference code reference imports select types uda user defined analytics user defined analytics overview helper functions metadata register publish recipes recipes publishing subscribing publishing subscribing quickstart publish api subscribe api websocket streaming websocket streaming quickstart protocol reference libraries libraries machine learning machine learning about q interface q interface about analytics analytics about ml analytics api ml analytics api introduction ml toolkit online models online models introduction stochastic gradient descent stochastic gradient descent stochastic gradient descent linear regression logistic classification secure updates sequential k means variadic functionality variadic functionality introduction function calls clustering models statistical models time series models online models registry registry about cloud integration registry api registry api storing loading deleting examples examples basic examples python interface python interface about registry registry about cloud integration registry api registry api storing loading deleting examples examples basic python examples openapi client generation openapi client generation introduction q client generation licensing 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