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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
    • 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
    • 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
      • Interactive sandboxes
        • Security model
        • Running commands
        • Networking
        • Filesystem
        • Deployment
        • GPU
        • Agents
    • 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
        • Geospatial
          • GPU-accelerated climate modeling
            • Satellite image classification
            • Financial services & fintech
              • Multi-agent trading simulation
                • Financial research agent
                • Frontier AI
                  • Distributed LLM pretraining
                  • Computer vision
                    • Fine-tuning a VLM
                      • Multimodal retrieval evaluation
                      • Agents
                        • Autoresearch agent
                          • Coding agent
                            • MLE bot
                              • Deep research
                                • Competitive intelligence agent
                                  • Compliance monitoring agent
                                    • Field data enrichment agent
                                      • Support resolution agent
                                      • Context engineering
                                        • Text-to-SQL prompt optimization
                                          • Automatic prompt engineering
                                          • Model training
                                            • 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
                                                    • 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
                                                                                            • Union
                                                                                              • 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
                                                                                                          • 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
                                                                                                                                              • 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
                                                                                                                                                  • 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
                                                                                                                                                                                          • Union
                                                                                                                                                                                            • 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
                                                                                                                                                                                                        • 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
                                                                                                                                                                                                          Flyte SDK
                                                                                                                                                                                                          Packages
                                                                                                                                                                                                          flyte.clustered
                                                                                                                                                                                                          2.5.1

                                                                                                                                                                                                          flyte.clustered

                                                                                                                                                                                                          Directory

                                                                                                                                                                                                          Classes

                                                                                                                                                                                                          Class Description
                                                                                                                                                                                                          ClusterFailurePolicy Failure and restart policy for the JobSet as a whole.
                                                                                                                                                                                                          ClusteredTaskEnvironment A TaskEnvironment that emits a Kubernetes JobSet for distributed multi-node training.
                                                                                                                                                                                                          ClusteredTaskTemplate Task template for ClusteredTaskEnvironment.
                                                                                                                                                                                                          TorchRun TorchRun launcher configuration for a ClusteredTaskEnvironment.
                                                                                                                                                                                                          LLM-optimized
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