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  • User guide
    • Overview
    • Quickstart
    • Core concepts
      • TaskEnvironment
      • Tasks
      • Runs and actions
      • Where your data lives
      • Apps
      • Projects and domains
      • Key capabilities
      • Settings
      • Basic project
      • Leases
    • Run modes
      • Run locally
      • Run on the devbox
      • Run on a remote cluster
    • Configure tasks
      • Container images
      • Resources
      • Secrets
      • Caching
      • Reusable containers
      • Pod templates
      • Multiple environments
      • Retries and timeouts
      • Triggers
      • Interruptible tasks
      • Queues
      • Task plugins
      • Additional task settings
      • Logging
    • Build tasks
      • Files and directories
      • Volumes
      • Data classes and structures
      • DataFrames
      • Custom types
      • Custom context
      • Abort and cancel actions
      • Raw Container Tasks
      • Links
      • Reports
      • Notebooks
      • Remote tasks
      • Error handling
      • Traces
      • Grouping actions
      • Fanout
      • Controlling parallel execution
      • Human-in-the-loop
      • Unit Testing Tasks
      • Other features
    • Run and deploy tasks
      • How task run works
      • Interact with runs and actions
      • Work with local data
      • Run command options
      • How task deployment works
      • Deploy command options
      • Packaging
      • Running Tasks via Webhooks
      • Deployment patterns
      • Run context
      • Entrypoint tasks
      • Run a Python script
      • Run with notifications
      • Re-run a run
    • Configure apps
      • App environments
      • Including additional files
      • Passing parameters into app environments
      • Autoscaling apps
      • Apps depending on other environments
    • Build apps
      • Single-script apps
      • Multi-script apps
      • Serving graphs
      • Hybrid app-task graphs
      • WebSocket apps
      • Browser apps
      • Secret-based authentication
      • Connector app
    • Native app integrations
      • Streamlit app
      • FastAPI app
      • vLLM app
      • SGLang app
      • Flyte webhook
    • Serve and deploy apps
      • How app serving works
      • How app custom domains work
      • How app deployment works
      • Activating and deactivating apps
      • Prefetching models
    • Build an agent
      • Pure Python agents
      • Flyte-native agents
      • Agent memory
      • Agent chat UI
      • Deploy an agent as a service
    • Agent framework integrations
      • LangGraph agents
      • PydanticAI agents
      • OpenAI agents
      • Bring your own framework
    • Build an MCP
      • User-defined MCP server
      • Flyte MCP server
    • Sandboxing
      • Workflow sandboxing
      • Programmatic tool calling for agents
      • Code sandboxing
    • Authenticating
    • User management
    • Cluster and workload management
      • Cluster pools
      • Clusters
      • Queues
    • Project patterns
      • Bring your own image (BYOI)
      • Monorepo with uv
      • CI/CD deployments
      • Resource management and multi-team scaling
    • Scale your runs
      • Data flow
      • Life of a run
      • Scale your workflows
      • Batch inference
    • Advanced project
      • Resilient generation
      • Agentic refinement
      • Parallel outputs
      • Serving app
    • Migration
      • From Flyte 1 to 2
        • Pure Python
        • Asynchronous model
        • Migration
        • Considerations
      • From Airflow to Flyte
        • Part 1 — vanilla operators
  • Tutorials
    • Biotech & healthcare
      • Genomic alignment
        • Brain tumor MRI classification
          • Cross-species gene comparison
            • Genomic variant effect prediction
              • Drug molecule screening agent
              • Geospatial
                • GPU-accelerated climate modeling
                  • Satellite image classification
                  • Financial services & fintech
                    • Multi-agent trading simulation
                      • Fraud detection with Feast
                        • Financial research agent
                        • Frontier AI
                          • Distributed LLM pretraining
                          • Computer vision
                            • Fine-tuning a VLM
                              • Multimodal retrieval evaluation
                                • RT-DETR object detection
                                • Agents
                                  • Autoresearch agent
                                    • Parallelized autoresearch agent
                                      • AutoSec researcher agent
                                        • Coding agent
                                          • Competitive intelligence agent
                                            • Deep research
                                              • LangGraph research agent
                                                • MLE bot
                                                  • Compliance monitoring agent
                                                    • Field data enrichment agent
                                                      • Support resolution agent
                                                      • Context engineering
                                                        • Text-to-SQL prompt optimization
                                                          • Automatic prompt engineering
                                                          • Model training
                                                            • LLM fine-tuning with LoRA and QLoRA
                                                              • BERT emotion classification
                                                                • Hyperparameter optimization
                                                                • Data processing
                                                                  • Batching strategies
                                                                • Reference
                                                                  • LLM-optimized documentation
                                                                  • Migration from Flyte 1
                                                                    • Philosophy and imports
                                                                    • Container images
                                                                    • Configuration and CLI
                                                                    • Tasks and workflows
                                                                    • Secrets, resources, and caching
                                                                    • Parallelism and async
                                                                    • Triggers and dynamic workflows
                                                                    • Examples and common gotchas
                                                                  • Flyte CLI
                                                                  • Flyte SDK
                                                                    • Classes & Protocols
                                                                      • Packages
                                                                        • flyte
                                                                          • AppHandle
                                                                          • Backoff
                                                                          • BaseCheckpoint
                                                                          • Cache
                                                                          • CachePolicy
                                                                          • Checkpoint
                                                                          • ConditionWebhook
                                                                          • Cron
                                                                          • Device
                                                                          • Environment
                                                                          • FixedRate
                                                                          • Image
                                                                          • ImageBuild
                                                                          • Link
                                                                          • PodTemplate
                                                                          • Resources
                                                                          • RetryStrategy
                                                                          • ReusePolicy
                                                                          • Secret
                                                                          • TaskEnvironment
                                                                          • Timeout
                                                                          • Trigger
                                                                        • flyte.ai.agents
                                                                          • AccessDenied
                                                                          • Agent
                                                                          • AgentEvent
                                                                          • AgentProtocol
                                                                          • AgentResult
                                                                          • AgentTool
                                                                          • ConcurrencyError
                                                                          • LLMMessage
                                                                          • MCPServerSpec
                                                                          • MemoryMeta
                                                                          • MemoryStore
                                                                          • MemoryStoreError
                                                                          • ToolFn
                                                                        • flyte.ai.agents.agent
                                                                          • Agent
                                                                          • AgentEvent
                                                                        • flyte.ai.agents.memory
                                                                          • AccessDenied
                                                                          • ConcurrencyError
                                                                          • MemoryMeta
                                                                          • MemoryStore
                                                                          • MemoryStoreError
                                                                        • flyte.ai.agents.protocol
                                                                          • AgentProtocol
                                                                          • AgentResult
                                                                        • flyte.ai.chat
                                                                          • AgentChatAppEnvironment
                                                                          • CustomTheme
                                                                        • flyte.ai.chat.app
                                                                          • AgentChatAppEnvironment
                                                                          • CustomTheme
                                                                        • flyte.ai.mcp
                                                                          • FlyteMCPAppEnvironment
                                                                          • MCPAppEnvironment
                                                                        • flyte.app
                                                                          • AppEndpoint
                                                                          • AppEnvironment
                                                                          • ConnectorEnvironment
                                                                          • Domain
                                                                          • Link
                                                                          • Parameter
                                                                          • Port
                                                                          • RunOutput
                                                                          • Scaling
                                                                          • Timeouts
                                                                        • flyte.app.extras
                                                                          • FastAPIAppEnvironment
                                                                          • FastAPIPassthroughAuthMiddleware
                                                                          • FlyteWebhookAppEnvironment
                                                                        • flyte.clustered
                                                                          • ClusteredTaskEnvironment
                                                                          • ClusteredTaskTemplate
                                                                          • ClusterFailurePolicy
                                                                          • TorchRun
                                                                        • flyte.config
                                                                          • Config
                                                                        • flyte.connectors
                                                                          • AsyncConnector
                                                                          • AsyncConnectorExecutorMixin
                                                                          • ConnectorRegistry
                                                                          • ConnectorService
                                                                          • Resource
                                                                          • ResourceMeta
                                                                        • flyte.connectors.utils
                                                                          • flyte.durable
                                                                            • flyte.errors
                                                                              • ActionAbortedError
                                                                              • ActionNotFoundError
                                                                              • BaseRuntimeError
                                                                              • CodeBundleError
                                                                              • ConditionAlreadyExistsError
                                                                              • ConditionFailedError
                                                                              • ConditionNotFoundError
                                                                              • ConditionTimedoutError
                                                                              • CustomError
                                                                              • DeploymentError
                                                                              • ImageBuildError
                                                                              • ImagePullBackOffError
                                                                              • InitializationError
                                                                              • InlineIOMaxBytesBreached
                                                                              • InvalidImageNameError
                                                                              • InvalidPackageError
                                                                              • LogsNotYetAvailableError
                                                                              • ModuleLoadError
                                                                              • NonRecoverableError
                                                                              • NotInTaskContextError
                                                                              • OnlyAsyncIOSupportedError
                                                                              • OOMError
                                                                              • ParameterMaterializationError
                                                                              • PrimaryContainerNotFoundError
                                                                              • RemoteTaskNotFoundError
                                                                              • RemoteTaskUsageError
                                                                              • RestrictedTypeError
                                                                              • RetriesExhaustedError
                                                                              • RuntimeDataValidationError
                                                                              • RuntimeSystemError
                                                                              • RuntimeUnknownError
                                                                              • RuntimeUserError
                                                                              • SlowDownError
                                                                              • TaskInterruptedError
                                                                              • TaskTimeoutError
                                                                              • TraceDoesNotAllowNestedTasksError
                                                                              • UnionRpcError
                                                                            • flyte.extend
                                                                              • AsyncFunctionTaskTemplate
                                                                              • ImageBuildEngine
                                                                              • ImageBuilder
                                                                              • ImageChecker
                                                                              • TaskTemplate
                                                                            • flyte.extras
                                                                              • BatchStats
                                                                              • ContainerTask
                                                                              • CostEstimator
                                                                              • DynamicBatcher
                                                                              • Prompt
                                                                              • Sleep
                                                                              • SleepTask
                                                                              • TokenBatcher
                                                                              • TokenEstimator
                                                                            • flyte.extras.shell
                                                                              • FlagSpec
                                                                              • Glob
                                                                              • Stderr
                                                                              • Stdout
                                                                            • flyte.git
                                                                              • GitStatus
                                                                            • flyte.io
                                                                              • DataFrame
                                                                              • Dir
                                                                              • EmptyDir
                                                                              • File
                                                                              • HashFunction
                                                                            • flyte.io.extend
                                                                              • DataFrameDecoder
                                                                              • DataFrameEncoder
                                                                              • DataFrameTransformerEngine
                                                                            • flyte.models
                                                                              • ActionID
                                                                              • ActionPhase
                                                                              • CheckpointPaths
                                                                              • CodeBundle
                                                                              • GroupData
                                                                              • NativeInterface
                                                                              • PathRewrite
                                                                              • RawDataPath
                                                                              • SerializationContext
                                                                              • TaskContext
                                                                            • flyte.notify
                                                                              • Email
                                                                              • NamedDelivery
                                                                              • NamedRule
                                                                              • Notification
                                                                              • Slack
                                                                              • Teams
                                                                              • Webhook
                                                                            • flyte.prefetch
                                                                              • HuggingFaceModelInfo
                                                                              • ShardConfig
                                                                              • StoredModelInfo
                                                                              • VLLMShardArgs
                                                                            • flyte.remote
                                                                              • Action
                                                                              • ActionDetails
                                                                              • ActionInputs
                                                                              • ActionOutputs
                                                                              • App
                                                                              • Condition
                                                                              • Project
                                                                              • Run
                                                                              • RunDetails
                                                                              • Secret
                                                                              • Settings
                                                                              • Task
                                                                              • TaskDetails
                                                                              • TimeFilter
                                                                              • Trigger
                                                                              • User
                                                                            • flyte.report
                                                                              • Report
                                                                            • flyte.sandbox
                                                                              • CodeTaskTemplate
                                                                              • ImageConfig
                                                                              • SandboxedConfig
                                                                              • SandboxedTaskTemplate
                                                                            • flyte.storage
                                                                              • ABFS
                                                                              • GCS
                                                                              • S3
                                                                              • Storage
                                                                            • flyte.syncify
                                                                              • Syncify
                                                                            • flyte.types
                                                                              • FlytePickle
                                                                              • Renderable
                                                                              • TypeEngine
                                                                              • TypeTransformer
                                                                              • TypeTransformerFailedError
                                                                        • Union plugin
                                                                          • Classes
                                                                            • Packages
                                                                              • flyteplugins.union.cli
                                                                                • flyteplugins.union.cli.cluster_pool
                                                                                  • flyteplugins.union.cli.queue
                                                                                    • flyteplugins.union.errors
                                                                                      • VolumeCommandError
                                                                                      • VolumeCommitError
                                                                                      • VolumeError
                                                                                      • VolumeMigrateNoop
                                                                                      • VolumeMountError
                                                                                      • VolumeMountTimeout
                                                                                      • VolumeNoIndex
                                                                                      • VolumeNotForkable
                                                                                      • VolumeNotMounted
                                                                                      • VolumeStoreTypeNotSet
                                                                                      • VolumeUnmountError
                                                                                      • VolumeUsageError
                                                                                    • flyteplugins.union.internal.validate.validate.validate_pb2
                                                                                      • flyteplugins.union.io
                                                                                        • ActionRef
                                                                                        • ROVolume
                                                                                        • RWVolume
                                                                                        • Volume
                                                                                      • flyteplugins.union.remote
                                                                                        • ApiKey
                                                                                        • Assignment
                                                                                        • Cluster
                                                                                        • ClusterPool
                                                                                        • Member
                                                                                        • Policy
                                                                                        • Queue
                                                                                        • Role
                                                                                        • User
                                                                                        • VolumeExplore
                                                                                        • VolumeResolveError
                                                                                      • flyteplugins.union.utils
                                                                                        • flyteplugins.union.utils.auth
                                                                                          • AppClientCredentials
                                                                                        • flyteplugins.union.utils.image
                                                                                      • Integrations
                                                                                        • Anthropic
                                                                                          • Classes
                                                                                            • Packages
                                                                                              • flyteplugins.anthropic
                                                                                                • Agent
                                                                                          • BigQuery
                                                                                            • Classes
                                                                                              • Packages
                                                                                                • flyteplugins.bigquery
                                                                                                  • BigQueryConfig
                                                                                                  • BigQueryConnector
                                                                                                  • BigQueryTask
                                                                                            • Code generation
                                                                                              • Classes
                                                                                                • Packages
                                                                                                  • flyteplugins.codegen
                                                                                                    • AutoCoderAgent
                                                                                                    • CodeGenEvalResult
                                                                                                    • CodePlan
                                                                                                    • CodeSolution
                                                                                                    • ErrorDiagnosis
                                                                                                    • ImageConfig
                                                                                              • Dask
                                                                                                • Classes
                                                                                                  • Packages
                                                                                                    • flyteplugins.dask
                                                                                                      • Dask
                                                                                                      • Scheduler
                                                                                                      • WorkerGroup
                                                                                                • Databricks
                                                                                                  • Classes
                                                                                                    • Packages
                                                                                                      • flyteplugins.databricks
                                                                                                        • Databricks
                                                                                                        • DatabricksConnector
                                                                                                  • Gemini
                                                                                                    • Classes
                                                                                                      • Packages
                                                                                                        • flyteplugins.gemini
                                                                                                          • Agent
                                                                                                    • Human-in-the-Loop
                                                                                                      • Classes
                                                                                                        • Packages
                                                                                                          • flyteplugins.hitl
                                                                                                            • Event
                                                                                                      • Hydra
                                                                                                        • flyteplugins.hydra
                                                                                                        • JSONL
                                                                                                          • Classes
                                                                                                            • Packages
                                                                                                              • flyteplugins.jsonl
                                                                                                                • JsonlDir
                                                                                                                • JsonlFile
                                                                                                          • MLflow
                                                                                                            • Classes
                                                                                                              • Packages
                                                                                                                • flyteplugins.mlflow
                                                                                                                  • Mlflow
                                                                                                            • OmegaConf
                                                                                                              • flyteplugins.omegaconf
                                                                                                              • OpenAI
                                                                                                                • flyteplugins.openai.agents
                                                                                                                • Papermill
                                                                                                                  • Classes
                                                                                                                    • Packages
                                                                                                                      • flyteplugins.papermill
                                                                                                                        • NotebookTask
                                                                                                                  • Polars
                                                                                                                    • Classes
                                                                                                                      • Packages
                                                                                                                        • flyteplugins.polars.df_transformer
                                                                                                                          • ParquetToPolarsDecodingHandler
                                                                                                                          • ParquetToPolarsLazyFrameDecodingHandler
                                                                                                                          • PolarsLazyFrameToParquetEncodingHandler
                                                                                                                          • PolarsToParquetEncodingHandler
                                                                                                                    • PyTorch
                                                                                                                      • Classes
                                                                                                                        • Packages
                                                                                                                          • flyteplugins.pytorch
                                                                                                                            • Elastic
                                                                                                                      • Ray
                                                                                                                        • Classes
                                                                                                                          • Packages
                                                                                                                            • flyteplugins.ray
                                                                                                                              • HeadNodeConfig
                                                                                                                              • RayJobConfig
                                                                                                                              • WorkerNodeConfig
                                                                                                                        • SGLang
                                                                                                                          • Classes
                                                                                                                            • Packages
                                                                                                                              • flyteplugins.sglang
                                                                                                                                • SGLangAppEnvironment
                                                                                                                          • Snowflake
                                                                                                                            • Classes
                                                                                                                              • Packages
                                                                                                                                • flyteplugins.snowflake
                                                                                                                                  • Snowflake
                                                                                                                                  • SnowflakeConfig
                                                                                                                                  • SnowflakeConnector
                                                                                                                            • Spark
                                                                                                                              • Classes
                                                                                                                                • Packages
                                                                                                                                  • flyteplugins.spark
                                                                                                                                    • ParquetToSparkDecoder
                                                                                                                                    • Spark
                                                                                                                                    • SparkToParquetEncoder
                                                                                                                              • vLLM
                                                                                                                                • Classes
                                                                                                                                  • Packages
                                                                                                                                    • flyteplugins.vllm
                                                                                                                                      • VLLMAppEnvironment
                                                                                                                                • Weights & Biases
                                                                                                                                  • Classes
                                                                                                                                    • Packages
                                                                                                                                      • flyteplugins.wandb
                                                                                                                                        • Wandb
                                                                                                                                        • WandbSweep
                                                                                                                                • Uctl CLI
                                                                                                                                  • uctl
                                                                                                                                  • uctl version
                                                                                                                                  • uctl append
                                                                                                                                    • uctl append identityassignments
                                                                                                                                  • uctl apply
                                                                                                                                    • uctl apply app
                                                                                                                                    • uctl apply clusterconfig
                                                                                                                                    • uctl apply clusterconfigid
                                                                                                                                    • uctl apply clusterpoolconfig
                                                                                                                                  • uctl config
                                                                                                                                    • uctl config discover
                                                                                                                                    • uctl config docs
                                                                                                                                    • uctl config init
                                                                                                                                    • uctl config validate
                                                                                                                                  • uctl create
                                                                                                                                    • uctl create app
                                                                                                                                    • uctl create clusterpool
                                                                                                                                    • uctl create clusterpoolassignment
                                                                                                                                    • uctl create execution
                                                                                                                                    • uctl create policy
                                                                                                                                    • uctl create project
                                                                                                                                    • uctl create role
                                                                                                                                  • uctl delete
                                                                                                                                    • uctl delete app
                                                                                                                                    • uctl delete cluster
                                                                                                                                    • uctl delete cluster-pool-attributes
                                                                                                                                    • uctl delete cluster-resource-attribute
                                                                                                                                    • uctl delete clusterconfig
                                                                                                                                    • uctl delete clusterpool
                                                                                                                                    • uctl delete clusterpoolassignment
                                                                                                                                    • uctl delete execution
                                                                                                                                    • uctl delete execution-cluster-label
                                                                                                                                    • uctl delete execution-queue-attribute
                                                                                                                                    • uctl delete identityassignments
                                                                                                                                    • uctl delete plugin-override
                                                                                                                                    • uctl delete policy
                                                                                                                                    • uctl delete role
                                                                                                                                    • uctl delete task-resource-attribute
                                                                                                                                    • uctl delete workflow-execution-config
                                                                                                                                  • uctl demo
                                                                                                                                    • uctl demo exec
                                                                                                                                    • uctl demo reload
                                                                                                                                    • uctl demo start
                                                                                                                                    • uctl demo status
                                                                                                                                    • uctl demo teardown
                                                                                                                                  • uctl get
                                                                                                                                    • uctl get app
                                                                                                                                    • uctl get cluster
                                                                                                                                    • uctl get cluster-pool-attributes
                                                                                                                                    • uctl get cluster-resource-attribute
                                                                                                                                    • uctl get clusterconfig
                                                                                                                                    • uctl get clusterconfigs
                                                                                                                                    • uctl get clusterpool
                                                                                                                                    • uctl get clusterpoolconfig
                                                                                                                                    • uctl get clusterswithconfig
                                                                                                                                    • uctl get echo
                                                                                                                                    • uctl get execution
                                                                                                                                    • uctl get execution-cluster-label
                                                                                                                                    • uctl get execution-queue-attribute
                                                                                                                                    • uctl get executionoperation
                                                                                                                                    • uctl get identityassignment
                                                                                                                                    • uctl get launchplan
                                                                                                                                    • uctl get plugin-override
                                                                                                                                    • uctl get policy
                                                                                                                                    • uctl get project
                                                                                                                                    • uctl get role
                                                                                                                                    • uctl get task
                                                                                                                                    • uctl get task-resource-attribute
                                                                                                                                    • uctl get workflow
                                                                                                                                    • uctl get workflow-execution-config
                                                                                                                                  • uctl register
                                                                                                                                    • uctl register examples
                                                                                                                                    • uctl register files
                                                                                                                                  • uctl update
                                                                                                                                    • uctl update cluster-pool-attributes
                                                                                                                                    • uctl update cluster-resource-attribute
                                                                                                                                    • uctl update execution
                                                                                                                                    • uctl update execution-cluster-label
                                                                                                                                    • uctl update execution-queue-attribute
                                                                                                                                    • uctl update launchplan
                                                                                                                                    • uctl update launchplan-meta
                                                                                                                                    • uctl update plugin-override
                                                                                                                                    • uctl update project
                                                                                                                                    • uctl update task-meta
                                                                                                                                    • uctl update task-resource-attribute
                                                                                                                                    • uctl update workflow-execution-config
                                                                                                                                    • uctl update workflow-meta
                                                                                                                              • Integrations
                                                                                                                                • Anthropic
                                                                                                                                  • BigQuery
                                                                                                                                    • Code generation
                                                                                                                                      • Dask
                                                                                                                                        • Databricks
                                                                                                                                          • Gemini
                                                                                                                                            • Hydra
                                                                                                                                              • MLflow
                                                                                                                                                • OmegaConf
                                                                                                                                                  • OpenAI
                                                                                                                                                    • Agent tools
                                                                                                                                                  • OpenTelemetry
                                                                                                                                                    • Pandera
                                                                                                                                                      • Papermill
                                                                                                                                                        • PyTorch
                                                                                                                                                          • Ray
                                                                                                                                                            • Snowflake
                                                                                                                                                              • Spark
                                                                                                                                                                • Weights & Biases
                                                                                                                                                                  • Experiments
                                                                                                                                                                  • Distributed training
                                                                                                                                                                  • Sweeps
                                                                                                                                                                  • Downloading logs
                                                                                                                                                                  • Constraints and best practices
                                                                                                                                                                  • Manual integration
                                                                                                                                                              • Platform deployment
                                                                                                                                                                • BYOC deployment
                                                                                                                                                                  • Platform architecture
                                                                                                                                                                  • Configuring your data plane
                                                                                                                                                                  • Multi-cluster and multi-cloud
                                                                                                                                                                  • Data plane setup on AWS
                                                                                                                                                                  • Data plane setup on GCP
                                                                                                                                                                  • Data plane setup on Azure
                                                                                                                                                                  • Data retention policy
                                                                                                                                                                  • Enabling AWS resources
                                                                                                                                                                    • Enabling AWS S3
                                                                                                                                                                    • Enabling AWS ECR
                                                                                                                                                                    • Enabling AWS Secrets Manager
                                                                                                                                                                  • Enabling GCP resources
                                                                                                                                                                    • Enabling Google Cloud Storage
                                                                                                                                                                    • Enabling Google Artifact Registry
                                                                                                                                                                    • Enabling Google Secret Manager
                                                                                                                                                                    • Enabling BigQuery
                                                                                                                                                                  • Enabling Azure resources
                                                                                                                                                                    • Enabling Azure Blob Storage
                                                                                                                                                                    • Enabling Azure Container Registry (ACR)
                                                                                                                                                                    • Enabling Azure Key Vault
                                                                                                                                                                  • Single sign on setup
                                                                                                                                                                    • Google OpenID Connect
                                                                                                                                                                    • Microsoft Entra ID (formerly Azure AD)
                                                                                                                                                                    • Other identity providers
                                                                                                                                                                • Self-managed deployment
                                                                                                                                                                  • Architecture
                                                                                                                                                                    • Overview
                                                                                                                                                                    • Kubernetes Access Controls
                                                                                                                                                                  • Cluster recommendations
                                                                                                                                                                  • Data plane setup on generic Kubernetes
                                                                                                                                                                    • Prepare infrastructure
                                                                                                                                                                    • Deploy the dataplane
                                                                                                                                                                  • Data plane setup on AWS
                                                                                                                                                                    • Prepare infrastructure
                                                                                                                                                                    • Deploy the dataplane
                                                                                                                                                                  • Data plane setup on GCP
                                                                                                                                                                    • Prepare infrastructure
                                                                                                                                                                    • Deploy the dataplane
                                                                                                                                                                  • Data plane setup on Azure
                                                                                                                                                                    • Prepare infrastructure
                                                                                                                                                                    • Deploy the dataplane
                                                                                                                                                                  • Data plane setup on OCI
                                                                                                                                                                    • Prepare infrastructure
                                                                                                                                                                    • Deploy the dataplane
                                                                                                                                                                  • Data plane setup on CoreWeave
                                                                                                                                                                    • Prepare infrastructure
                                                                                                                                                                    • Deploy the dataplane
                                                                                                                                                                  • Data plane setup on Crusoe
                                                                                                                                                                    • Prepare infrastructure
                                                                                                                                                                    • Deploy the dataplane
                                                                                                                                                                  • Data plane setup on Nebius
                                                                                                                                                                    • Prepare infrastructure
                                                                                                                                                                    • Deploy the dataplane
                                                                                                                                                                  • Configuration
                                                                                                                                                                    • Node pools
                                                                                                                                                                    • Authentication
                                                                                                                                                                    • Code Viewer
                                                                                                                                                                    • Image Builder
                                                                                                                                                                    • Multiple Clusters
                                                                                                                                                                    • Persistent logs
                                                                                                                                                                    • Monitoring
                                                                                                                                                                    • Secrets
                                                                                                                                                                    • Data retention policies
                                                                                                                                                                    • Compute plugins
                                                                                                                                                                    • Namespace mapping
                                                                                                                                                                    • Volumes
                                                                                                                                                                  • Helm chart reference
                                                                                                                                                                    • Dataplane chart
                                                                                                                                                                    • Knative Operator chart
                                                                                                                                                                • Manage Union through Terraform
                                                                                                                                                                  • Installation
                                                                                                                                                                  • Resource management
                                                                                                                                                                  • Security Best Practices
                                                                                                                                                              • Zero Trust security
                                                                                                                                                                • Architecture
                                                                                                                                                                  • Two-plane separation
                                                                                                                                                                  • Control plane
                                                                                                                                                                  • Data plane
                                                                                                                                                                  • Network architecture
                                                                                                                                                                  • Sovereign Data Plane
                                                                                                                                                                  • Private connectivity (BYOC)
                                                                                                                                                                • Data protection
                                                                                                                                                                  • Data classification and residency
                                                                                                                                                                  • Secrets management
                                                                                                                                                                  • Logging and audit
                                                                                                                                                                • Identity and access
                                                                                                                                                                  • Authentication
                                                                                                                                                                  • Role-based access control
                                                                                                                                                                  • Human access controls
                                                                                                                                                                • Compliance and governance
                                                                                                                                                                  • Certifications and Trust Center
                                                                                                                                                                  • HIPAA compliance
                                                                                                                                                                  • GDPR alignment
                                                                                                                                                                  • Standards compliance
                                                                                                                                                                  • Shared responsibility model
                                                                                                                                                                  • Organizational security
                                                                                                                                                                  • Vulnerability management
                                                                                                                                                              • Community
                                                                                                                                                                • Contributing docs and examples
                                                                                                                                                                  • Quick start
                                                                                                                                                                  • Variants
                                                                                                                                                                  • Versions
                                                                                                                                                                  • Authoring
                                                                                                                                                                  • Shortcodes
                                                                                                                                                                  • Redirects
                                                                                                                                                                  • API docs
                                                                                                                                                                  • LLM-optimized documentation
                                                                                                                                                                  • Publishing
                                                                                                                                                              • Release notes
                                                                                                                                                                Documentation navigation for Union including user guides, tutorials, API references, and integration examples
                                                                                                                                                                • LLM-optimized documentation
                                                                                                                                                                • Migration from Flyte 1
                                                                                                                                                                  • Philosophy and imports
                                                                                                                                                                  • Container images
                                                                                                                                                                  • Configuration and CLI
                                                                                                                                                                  • Tasks and workflows
                                                                                                                                                                  • Secrets, resources, and caching
                                                                                                                                                                  • Parallelism and async
                                                                                                                                                                  • Triggers and dynamic workflows
                                                                                                                                                                  • Examples and common gotchas
                                                                                                                                                                • Flyte CLI
                                                                                                                                                                • Flyte SDK
                                                                                                                                                                  • Classes & Protocols
                                                                                                                                                                    • Packages
                                                                                                                                                                      • flyte
                                                                                                                                                                        • AppHandle
                                                                                                                                                                        • Backoff
                                                                                                                                                                        • BaseCheckpoint
                                                                                                                                                                        • Cache
                                                                                                                                                                        • CachePolicy
                                                                                                                                                                        • Checkpoint
                                                                                                                                                                        • ConditionWebhook
                                                                                                                                                                        • Cron
                                                                                                                                                                        • Device
                                                                                                                                                                        • Environment
                                                                                                                                                                        • FixedRate
                                                                                                                                                                        • Image
                                                                                                                                                                        • ImageBuild
                                                                                                                                                                        • Link
                                                                                                                                                                        • PodTemplate
                                                                                                                                                                        • Resources
                                                                                                                                                                        • RetryStrategy
                                                                                                                                                                        • ReusePolicy
                                                                                                                                                                        • Secret
                                                                                                                                                                        • TaskEnvironment
                                                                                                                                                                        • Timeout
                                                                                                                                                                        • Trigger
                                                                                                                                                                      • flyte.ai.agents
                                                                                                                                                                        • AccessDenied
                                                                                                                                                                        • Agent
                                                                                                                                                                        • AgentEvent
                                                                                                                                                                        • AgentProtocol
                                                                                                                                                                        • AgentResult
                                                                                                                                                                        • AgentTool
                                                                                                                                                                        • ConcurrencyError
                                                                                                                                                                        • LLMMessage
                                                                                                                                                                        • MCPServerSpec
                                                                                                                                                                        • MemoryMeta
                                                                                                                                                                        • MemoryStore
                                                                                                                                                                        • MemoryStoreError
                                                                                                                                                                        • ToolFn
                                                                                                                                                                      • flyte.ai.agents.agent
                                                                                                                                                                        • Agent
                                                                                                                                                                        • AgentEvent
                                                                                                                                                                      • flyte.ai.agents.memory
                                                                                                                                                                        • AccessDenied
                                                                                                                                                                        • ConcurrencyError
                                                                                                                                                                        • MemoryMeta
                                                                                                                                                                        • MemoryStore
                                                                                                                                                                        • MemoryStoreError
                                                                                                                                                                      • flyte.ai.agents.protocol
                                                                                                                                                                        • AgentProtocol
                                                                                                                                                                        • AgentResult
                                                                                                                                                                      • flyte.ai.chat
                                                                                                                                                                        • AgentChatAppEnvironment
                                                                                                                                                                        • CustomTheme
                                                                                                                                                                      • flyte.ai.chat.app
                                                                                                                                                                        • AgentChatAppEnvironment
                                                                                                                                                                        • CustomTheme
                                                                                                                                                                      • flyte.ai.mcp
                                                                                                                                                                        • FlyteMCPAppEnvironment
                                                                                                                                                                        • MCPAppEnvironment
                                                                                                                                                                      • flyte.app
                                                                                                                                                                        • AppEndpoint
                                                                                                                                                                        • AppEnvironment
                                                                                                                                                                        • ConnectorEnvironment
                                                                                                                                                                        • Domain
                                                                                                                                                                        • Link
                                                                                                                                                                        • Parameter
                                                                                                                                                                        • Port
                                                                                                                                                                        • RunOutput
                                                                                                                                                                        • Scaling
                                                                                                                                                                        • Timeouts
                                                                                                                                                                      • flyte.app.extras
                                                                                                                                                                        • FastAPIAppEnvironment
                                                                                                                                                                        • FastAPIPassthroughAuthMiddleware
                                                                                                                                                                        • FlyteWebhookAppEnvironment
                                                                                                                                                                      • flyte.clustered
                                                                                                                                                                        • ClusteredTaskEnvironment
                                                                                                                                                                        • ClusteredTaskTemplate
                                                                                                                                                                        • ClusterFailurePolicy
                                                                                                                                                                        • TorchRun
                                                                                                                                                                      • flyte.config
                                                                                                                                                                        • Config
                                                                                                                                                                      • flyte.connectors
                                                                                                                                                                        • AsyncConnector
                                                                                                                                                                        • AsyncConnectorExecutorMixin
                                                                                                                                                                        • ConnectorRegistry
                                                                                                                                                                        • ConnectorService
                                                                                                                                                                        • Resource
                                                                                                                                                                        • ResourceMeta
                                                                                                                                                                      • flyte.connectors.utils
                                                                                                                                                                        • flyte.durable
                                                                                                                                                                          • flyte.errors
                                                                                                                                                                            • ActionAbortedError
                                                                                                                                                                            • ActionNotFoundError
                                                                                                                                                                            • BaseRuntimeError
                                                                                                                                                                            • CodeBundleError
                                                                                                                                                                            • ConditionAlreadyExistsError
                                                                                                                                                                            • ConditionFailedError
                                                                                                                                                                            • ConditionNotFoundError
                                                                                                                                                                            • ConditionTimedoutError
                                                                                                                                                                            • CustomError
                                                                                                                                                                            • DeploymentError
                                                                                                                                                                            • ImageBuildError
                                                                                                                                                                            • ImagePullBackOffError
                                                                                                                                                                            • InitializationError
                                                                                                                                                                            • InlineIOMaxBytesBreached
                                                                                                                                                                            • InvalidImageNameError
                                                                                                                                                                            • InvalidPackageError
                                                                                                                                                                            • LogsNotYetAvailableError
                                                                                                                                                                            • ModuleLoadError
                                                                                                                                                                            • NonRecoverableError
                                                                                                                                                                            • NotInTaskContextError
                                                                                                                                                                            • OnlyAsyncIOSupportedError
                                                                                                                                                                            • OOMError
                                                                                                                                                                            • ParameterMaterializationError
                                                                                                                                                                            • PrimaryContainerNotFoundError
                                                                                                                                                                            • RemoteTaskNotFoundError
                                                                                                                                                                            • RemoteTaskUsageError
                                                                                                                                                                            • RestrictedTypeError
                                                                                                                                                                            • RetriesExhaustedError
                                                                                                                                                                            • RuntimeDataValidationError
                                                                                                                                                                            • RuntimeSystemError
                                                                                                                                                                            • RuntimeUnknownError
                                                                                                                                                                            • RuntimeUserError
                                                                                                                                                                            • SlowDownError
                                                                                                                                                                            • TaskInterruptedError
                                                                                                                                                                            • TaskTimeoutError
                                                                                                                                                                            • TraceDoesNotAllowNestedTasksError
                                                                                                                                                                            • UnionRpcError
                                                                                                                                                                          • flyte.extend
                                                                                                                                                                            • AsyncFunctionTaskTemplate
                                                                                                                                                                            • ImageBuildEngine
                                                                                                                                                                            • ImageBuilder
                                                                                                                                                                            • ImageChecker
                                                                                                                                                                            • TaskTemplate
                                                                                                                                                                          • flyte.extras
                                                                                                                                                                            • BatchStats
                                                                                                                                                                            • ContainerTask
                                                                                                                                                                            • CostEstimator
                                                                                                                                                                            • DynamicBatcher
                                                                                                                                                                            • Prompt
                                                                                                                                                                            • Sleep
                                                                                                                                                                            • SleepTask
                                                                                                                                                                            • TokenBatcher
                                                                                                                                                                            • TokenEstimator
                                                                                                                                                                          • flyte.extras.shell
                                                                                                                                                                            • FlagSpec
                                                                                                                                                                            • Glob
                                                                                                                                                                            • Stderr
                                                                                                                                                                            • Stdout
                                                                                                                                                                          • flyte.git
                                                                                                                                                                            • GitStatus
                                                                                                                                                                          • flyte.io
                                                                                                                                                                            • DataFrame
                                                                                                                                                                            • Dir
                                                                                                                                                                            • EmptyDir
                                                                                                                                                                            • File
                                                                                                                                                                            • HashFunction
                                                                                                                                                                          • flyte.io.extend
                                                                                                                                                                            • DataFrameDecoder
                                                                                                                                                                            • DataFrameEncoder
                                                                                                                                                                            • DataFrameTransformerEngine
                                                                                                                                                                          • flyte.models
                                                                                                                                                                            • ActionID
                                                                                                                                                                            • ActionPhase
                                                                                                                                                                            • CheckpointPaths
                                                                                                                                                                            • CodeBundle
                                                                                                                                                                            • GroupData
                                                                                                                                                                            • NativeInterface
                                                                                                                                                                            • PathRewrite
                                                                                                                                                                            • RawDataPath
                                                                                                                                                                            • SerializationContext
                                                                                                                                                                            • TaskContext
                                                                                                                                                                          • flyte.notify
                                                                                                                                                                            • Email
                                                                                                                                                                            • NamedDelivery
                                                                                                                                                                            • NamedRule
                                                                                                                                                                            • Notification
                                                                                                                                                                            • Slack
                                                                                                                                                                            • Teams
                                                                                                                                                                            • Webhook
                                                                                                                                                                          • flyte.prefetch
                                                                                                                                                                            • HuggingFaceModelInfo
                                                                                                                                                                            • ShardConfig
                                                                                                                                                                            • StoredModelInfo
                                                                                                                                                                            • VLLMShardArgs
                                                                                                                                                                          • flyte.remote
                                                                                                                                                                            • Action
                                                                                                                                                                            • ActionDetails
                                                                                                                                                                            • ActionInputs
                                                                                                                                                                            • ActionOutputs
                                                                                                                                                                            • App
                                                                                                                                                                            • Condition
                                                                                                                                                                            • Project
                                                                                                                                                                            • Run
                                                                                                                                                                            • RunDetails
                                                                                                                                                                            • Secret
                                                                                                                                                                            • Settings
                                                                                                                                                                            • Task
                                                                                                                                                                            • TaskDetails
                                                                                                                                                                            • TimeFilter
                                                                                                                                                                            • Trigger
                                                                                                                                                                            • User
                                                                                                                                                                          • flyte.report
                                                                                                                                                                            • Report
                                                                                                                                                                          • flyte.sandbox
                                                                                                                                                                            • CodeTaskTemplate
                                                                                                                                                                            • ImageConfig
                                                                                                                                                                            • SandboxedConfig
                                                                                                                                                                            • SandboxedTaskTemplate
                                                                                                                                                                          • flyte.storage
                                                                                                                                                                            • ABFS
                                                                                                                                                                            • GCS
                                                                                                                                                                            • S3
                                                                                                                                                                            • Storage
                                                                                                                                                                          • flyte.syncify
                                                                                                                                                                            • Syncify
                                                                                                                                                                          • flyte.types
                                                                                                                                                                            • FlytePickle
                                                                                                                                                                            • Renderable
                                                                                                                                                                            • TypeEngine
                                                                                                                                                                            • TypeTransformer
                                                                                                                                                                            • TypeTransformerFailedError
                                                                                                                                                                      • Union plugin
                                                                                                                                                                        • Classes
                                                                                                                                                                          • Packages
                                                                                                                                                                            • flyteplugins.union.cli
                                                                                                                                                                              • flyteplugins.union.cli.cluster_pool
                                                                                                                                                                                • flyteplugins.union.cli.queue
                                                                                                                                                                                  • flyteplugins.union.errors
                                                                                                                                                                                    • VolumeCommandError
                                                                                                                                                                                    • VolumeCommitError
                                                                                                                                                                                    • VolumeError
                                                                                                                                                                                    • VolumeMigrateNoop
                                                                                                                                                                                    • VolumeMountError
                                                                                                                                                                                    • VolumeMountTimeout
                                                                                                                                                                                    • VolumeNoIndex
                                                                                                                                                                                    • VolumeNotForkable
                                                                                                                                                                                    • VolumeNotMounted
                                                                                                                                                                                    • VolumeStoreTypeNotSet
                                                                                                                                                                                    • VolumeUnmountError
                                                                                                                                                                                    • VolumeUsageError
                                                                                                                                                                                  • flyteplugins.union.internal.validate.validate.validate_pb2
                                                                                                                                                                                    • flyteplugins.union.io
                                                                                                                                                                                      • ActionRef
                                                                                                                                                                                      • ROVolume
                                                                                                                                                                                      • RWVolume
                                                                                                                                                                                      • Volume
                                                                                                                                                                                    • flyteplugins.union.remote
                                                                                                                                                                                      • ApiKey
                                                                                                                                                                                      • Assignment
                                                                                                                                                                                      • Cluster
                                                                                                                                                                                      • ClusterPool
                                                                                                                                                                                      • Member
                                                                                                                                                                                      • Policy
                                                                                                                                                                                      • Queue
                                                                                                                                                                                      • Role
                                                                                                                                                                                      • User
                                                                                                                                                                                      • VolumeExplore
                                                                                                                                                                                      • VolumeResolveError
                                                                                                                                                                                    • flyteplugins.union.utils
                                                                                                                                                                                      • flyteplugins.union.utils.auth
                                                                                                                                                                                        • AppClientCredentials
                                                                                                                                                                                      • flyteplugins.union.utils.image
                                                                                                                                                                                    • Integrations
                                                                                                                                                                                      • Anthropic
                                                                                                                                                                                        • Classes
                                                                                                                                                                                          • Packages
                                                                                                                                                                                            • flyteplugins.anthropic
                                                                                                                                                                                              • Agent
                                                                                                                                                                                        • BigQuery
                                                                                                                                                                                          • Classes
                                                                                                                                                                                            • Packages
                                                                                                                                                                                              • flyteplugins.bigquery
                                                                                                                                                                                                • BigQueryConfig
                                                                                                                                                                                                • BigQueryConnector
                                                                                                                                                                                                • BigQueryTask
                                                                                                                                                                                          • Code generation
                                                                                                                                                                                            • Classes
                                                                                                                                                                                              • Packages
                                                                                                                                                                                                • flyteplugins.codegen
                                                                                                                                                                                                  • AutoCoderAgent
                                                                                                                                                                                                  • CodeGenEvalResult
                                                                                                                                                                                                  • CodePlan
                                                                                                                                                                                                  • CodeSolution
                                                                                                                                                                                                  • ErrorDiagnosis
                                                                                                                                                                                                  • ImageConfig
                                                                                                                                                                                            • Dask
                                                                                                                                                                                              • Classes
                                                                                                                                                                                                • Packages
                                                                                                                                                                                                  • flyteplugins.dask
                                                                                                                                                                                                    • Dask
                                                                                                                                                                                                    • Scheduler
                                                                                                                                                                                                    • WorkerGroup
                                                                                                                                                                                              • Databricks
                                                                                                                                                                                                • Classes
                                                                                                                                                                                                  • Packages
                                                                                                                                                                                                    • flyteplugins.databricks
                                                                                                                                                                                                      • Databricks
                                                                                                                                                                                                      • DatabricksConnector
                                                                                                                                                                                                • Gemini
                                                                                                                                                                                                  • Classes
                                                                                                                                                                                                    • Packages
                                                                                                                                                                                                      • flyteplugins.gemini
                                                                                                                                                                                                        • Agent
                                                                                                                                                                                                  • Human-in-the-Loop
                                                                                                                                                                                                    • Classes
                                                                                                                                                                                                      • Packages
                                                                                                                                                                                                        • flyteplugins.hitl
                                                                                                                                                                                                          • Event
                                                                                                                                                                                                    • Hydra
                                                                                                                                                                                                      • flyteplugins.hydra
                                                                                                                                                                                                      • JSONL
                                                                                                                                                                                                        • Classes
                                                                                                                                                                                                          • Packages
                                                                                                                                                                                                            • flyteplugins.jsonl
                                                                                                                                                                                                              • JsonlDir
                                                                                                                                                                                                              • JsonlFile
                                                                                                                                                                                                        • MLflow
                                                                                                                                                                                                          • Classes
                                                                                                                                                                                                            • Packages
                                                                                                                                                                                                              • flyteplugins.mlflow
                                                                                                                                                                                                                • Mlflow
                                                                                                                                                                                                          • OmegaConf
                                                                                                                                                                                                            • flyteplugins.omegaconf
                                                                                                                                                                                                            • OpenAI
                                                                                                                                                                                                              • flyteplugins.openai.agents
                                                                                                                                                                                                              • Papermill
                                                                                                                                                                                                                • Classes
                                                                                                                                                                                                                  • Packages
                                                                                                                                                                                                                    • flyteplugins.papermill
                                                                                                                                                                                                                      • NotebookTask
                                                                                                                                                                                                                • Polars
                                                                                                                                                                                                                  • Classes
                                                                                                                                                                                                                    • Packages
                                                                                                                                                                                                                      • flyteplugins.polars.df_transformer
                                                                                                                                                                                                                        • ParquetToPolarsDecodingHandler
                                                                                                                                                                                                                        • ParquetToPolarsLazyFrameDecodingHandler
                                                                                                                                                                                                                        • PolarsLazyFrameToParquetEncodingHandler
                                                                                                                                                                                                                        • PolarsToParquetEncodingHandler
                                                                                                                                                                                                                  • PyTorch
                                                                                                                                                                                                                    • Classes
                                                                                                                                                                                                                      • Packages
                                                                                                                                                                                                                        • flyteplugins.pytorch
                                                                                                                                                                                                                          • Elastic
                                                                                                                                                                                                                    • Ray
                                                                                                                                                                                                                      • Classes
                                                                                                                                                                                                                        • Packages
                                                                                                                                                                                                                          • flyteplugins.ray
                                                                                                                                                                                                                            • HeadNodeConfig
                                                                                                                                                                                                                            • RayJobConfig
                                                                                                                                                                                                                            • WorkerNodeConfig
                                                                                                                                                                                                                      • SGLang
                                                                                                                                                                                                                        • Classes
                                                                                                                                                                                                                          • Packages
                                                                                                                                                                                                                            • flyteplugins.sglang
                                                                                                                                                                                                                              • SGLangAppEnvironment
                                                                                                                                                                                                                        • Snowflake
                                                                                                                                                                                                                          • Classes
                                                                                                                                                                                                                            • Packages
                                                                                                                                                                                                                              • flyteplugins.snowflake
                                                                                                                                                                                                                                • Snowflake
                                                                                                                                                                                                                                • SnowflakeConfig
                                                                                                                                                                                                                                • SnowflakeConnector
                                                                                                                                                                                                                          • Spark
                                                                                                                                                                                                                            • Classes
                                                                                                                                                                                                                              • Packages
                                                                                                                                                                                                                                • flyteplugins.spark
                                                                                                                                                                                                                                  • ParquetToSparkDecoder
                                                                                                                                                                                                                                  • Spark
                                                                                                                                                                                                                                  • SparkToParquetEncoder
                                                                                                                                                                                                                            • vLLM
                                                                                                                                                                                                                              • Classes
                                                                                                                                                                                                                                • Packages
                                                                                                                                                                                                                                  • flyteplugins.vllm
                                                                                                                                                                                                                                    • VLLMAppEnvironment
                                                                                                                                                                                                                              • Weights & Biases
                                                                                                                                                                                                                                • Classes
                                                                                                                                                                                                                                  • Packages
                                                                                                                                                                                                                                    • flyteplugins.wandb
                                                                                                                                                                                                                                      • Wandb
                                                                                                                                                                                                                                      • WandbSweep
                                                                                                                                                                                                                              • Uctl CLI
                                                                                                                                                                                                                                • uctl
                                                                                                                                                                                                                                • uctl version
                                                                                                                                                                                                                                • uctl append
                                                                                                                                                                                                                                  • uctl append identityassignments
                                                                                                                                                                                                                                • uctl apply
                                                                                                                                                                                                                                  • uctl apply app
                                                                                                                                                                                                                                  • uctl apply clusterconfig
                                                                                                                                                                                                                                  • uctl apply clusterconfigid
                                                                                                                                                                                                                                  • uctl apply clusterpoolconfig
                                                                                                                                                                                                                                • uctl config
                                                                                                                                                                                                                                  • uctl config discover
                                                                                                                                                                                                                                  • uctl config docs
                                                                                                                                                                                                                                  • uctl config init
                                                                                                                                                                                                                                  • uctl config validate
                                                                                                                                                                                                                                • uctl create
                                                                                                                                                                                                                                  • uctl create app
                                                                                                                                                                                                                                  • uctl create clusterpool
                                                                                                                                                                                                                                  • uctl create clusterpoolassignment
                                                                                                                                                                                                                                  • uctl create execution
                                                                                                                                                                                                                                  • uctl create policy
                                                                                                                                                                                                                                  • uctl create project
                                                                                                                                                                                                                                  • uctl create role
                                                                                                                                                                                                                                • uctl delete
                                                                                                                                                                                                                                  • uctl delete app
                                                                                                                                                                                                                                  • uctl delete cluster
                                                                                                                                                                                                                                  • uctl delete cluster-pool-attributes
                                                                                                                                                                                                                                  • uctl delete cluster-resource-attribute
                                                                                                                                                                                                                                  • uctl delete clusterconfig
                                                                                                                                                                                                                                  • uctl delete clusterpool
                                                                                                                                                                                                                                  • uctl delete clusterpoolassignment
                                                                                                                                                                                                                                  • uctl delete execution
                                                                                                                                                                                                                                  • uctl delete execution-cluster-label
                                                                                                                                                                                                                                  • uctl delete execution-queue-attribute
                                                                                                                                                                                                                                  • uctl delete identityassignments
                                                                                                                                                                                                                                  • uctl delete plugin-override
                                                                                                                                                                                                                                  • uctl delete policy
                                                                                                                                                                                                                                  • uctl delete role
                                                                                                                                                                                                                                  • uctl delete task-resource-attribute
                                                                                                                                                                                                                                  • uctl delete workflow-execution-config
                                                                                                                                                                                                                                • uctl demo
                                                                                                                                                                                                                                  • uctl demo exec
                                                                                                                                                                                                                                  • uctl demo reload
                                                                                                                                                                                                                                  • uctl demo start
                                                                                                                                                                                                                                  • uctl demo status
                                                                                                                                                                                                                                  • uctl demo teardown
                                                                                                                                                                                                                                • uctl get
                                                                                                                                                                                                                                  • uctl get app
                                                                                                                                                                                                                                  • uctl get cluster
                                                                                                                                                                                                                                  • uctl get cluster-pool-attributes
                                                                                                                                                                                                                                  • uctl get cluster-resource-attribute
                                                                                                                                                                                                                                  • uctl get clusterconfig
                                                                                                                                                                                                                                  • uctl get clusterconfigs
                                                                                                                                                                                                                                  • uctl get clusterpool
                                                                                                                                                                                                                                  • uctl get clusterpoolconfig
                                                                                                                                                                                                                                  • uctl get clusterswithconfig
                                                                                                                                                                                                                                  • uctl get echo
                                                                                                                                                                                                                                  • uctl get execution
                                                                                                                                                                                                                                  • uctl get execution-cluster-label
                                                                                                                                                                                                                                  • uctl get execution-queue-attribute
                                                                                                                                                                                                                                  • uctl get executionoperation
                                                                                                                                                                                                                                  • uctl get identityassignment
                                                                                                                                                                                                                                  • uctl get launchplan
                                                                                                                                                                                                                                  • uctl get plugin-override
                                                                                                                                                                                                                                  • uctl get policy
                                                                                                                                                                                                                                  • uctl get project
                                                                                                                                                                                                                                  • uctl get role
                                                                                                                                                                                                                                  • uctl get task
                                                                                                                                                                                                                                  • uctl get task-resource-attribute
                                                                                                                                                                                                                                  • uctl get workflow
                                                                                                                                                                                                                                  • uctl get workflow-execution-config
                                                                                                                                                                                                                                • uctl register
                                                                                                                                                                                                                                  • uctl register examples
                                                                                                                                                                                                                                  • uctl register files
                                                                                                                                                                                                                                • uctl update
                                                                                                                                                                                                                                  • uctl update cluster-pool-attributes
                                                                                                                                                                                                                                  • uctl update cluster-resource-attribute
                                                                                                                                                                                                                                  • uctl update execution
                                                                                                                                                                                                                                  • uctl update execution-cluster-label
                                                                                                                                                                                                                                  • uctl update execution-queue-attribute
                                                                                                                                                                                                                                  • uctl update launchplan
                                                                                                                                                                                                                                  • uctl update launchplan-meta
                                                                                                                                                                                                                                  • uctl update plugin-override
                                                                                                                                                                                                                                  • uctl update project
                                                                                                                                                                                                                                  • uctl update task-meta
                                                                                                                                                                                                                                  • uctl update task-resource-attribute
                                                                                                                                                                                                                                  • uctl update workflow-execution-config
                                                                                                                                                                                                                                  • uctl update workflow-meta
                                                                                                                                                                                                                              Union.ai
                                                                                                                                                                                                                              Reference
                                                                                                                                                                                                                              Integrations
                                                                                                                                                                                                                              Polars
                                                                                                                                                                                                                              2.5.2

                                                                                                                                                                                                                              Polars

                                                                                                                                                                                                                              Directory

                                                                                                                                                                                                                              Classes

                                                                                                                                                                                                                              Class Description
                                                                                                                                                                                                                              flyteplugins.polars.df_transformer.ParquetToPolarsDecodingHandler
                                                                                                                                                                                                                              flyteplugins.polars.df_transformer.ParquetToPolarsLazyFrameDecodingHandler
                                                                                                                                                                                                                              flyteplugins.polars.df_transformer.PolarsLazyFrameToParquetEncodingHandler
                                                                                                                                                                                                                              flyteplugins.polars.df_transformer.PolarsToParquetEncodingHandler

                                                                                                                                                                                                                              Packages

                                                                                                                                                                                                                              Package Description
                                                                                                                                                                                                                              flyteplugins.polars.df_transformer
                                                                                                                                                                                                                              LLM-optimized
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