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  • User guide
    • Overview
    • Quickstart
    • Core concepts
      • TaskEnvironment
      • Tasks
      • Runs and actions
      • Where your data lives
      • Apps
      • Projects and domains
      • Key capabilities
      • Settings
      • Basic project
      • Leases
    • Run modes
      • Run locally
      • Run on the devbox
      • Run on a remote cluster
    • Configure tasks
      • Container images
      • Resources
      • Secrets
      • Caching
      • Reusable containers
      • Pod templates
      • Multiple environments
      • Retries and timeouts
      • Triggers
      • Interruptible tasks
      • Queues
      • Task plugins
      • Additional task settings
      • Logging
    • Build tasks
      • Files and directories
      • Volumes
      • Data classes and structures
      • DataFrames
      • Custom types
      • Custom context
      • Abort and cancel actions
      • Raw Container Tasks
      • Links
      • Reports
      • Notebooks
      • Remote tasks
      • Error handling
      • Traces
      • Grouping actions
      • Fanout
      • Controlling parallel execution
      • External conditions
      • Unit Testing Tasks
      • Other features
    • Run and deploy tasks
      • How task run works
      • Interact with runs and actions
      • Work with local data
      • Run command options
      • How task deployment works
      • Deploy command options
      • Packaging
      • Running Tasks via Webhooks
      • Deployment patterns
      • Run context
      • Entrypoint tasks
      • Run a Python script
      • Run with notifications
      • Re-run a run
    • Configure apps
      • App environments
      • Including additional files
      • Passing parameters into app environments
      • Autoscaling apps
      • Apps depending on other environments
    • Build apps
      • Single-script apps
      • Multi-script apps
      • Serving graphs
      • Hybrid app-task graphs
      • WebSocket apps
      • Browser apps
      • Secret-based authentication
      • Connector app
    • Native app integrations
      • Streamlit app
      • FastAPI app
      • vLLM app
      • SGLang app
      • Flyte webhook
    • Serve and deploy apps
      • How app serving works
      • How app custom domains work
      • How app deployment works
      • Activating and deactivating apps
      • Prefetching models
    • Build an agent
      • Pure Python agents
      • Flyte-native agents
      • Agent memory
      • Agent chat UI
      • Deploy an agent as a service
    • Agent framework integrations
      • LangGraph agents
      • PydanticAI agents
      • OpenAI agents
      • Bring your own framework
    • Build an MCP
      • User-defined MCP server
      • Flyte MCP server
    • Sandboxing
      • Workflow sandboxing
      • Programmatic tool calling for agents
      • Code sandboxing
    • Authenticating
    • User management
    • Cluster and workload management
      • Cluster pools
      • Clusters
      • Queues
    • Project patterns
      • Bring your own image (BYOI)
      • Monorepo with uv
      • CI/CD deployments
      • Resource management and multi-team scaling
    • Scale your runs
      • Data flow
      • Life of a run
      • Scale your workflows
      • Batch inference
    • Advanced project
      • Resilient generation
      • Agentic refinement
      • Parallel outputs
      • Serving app
    • Migration
      • From Flyte 1 to 2
        • Pure Python
        • Asynchronous model
        • Migration
        • Considerations
      • From Airflow to Flyte
        • Part 1 — vanilla operators
  • Tutorials
    • Biotech & healthcare
      • Genomic alignment
        • Brain tumor MRI classification
          • Cross-species gene comparison
            • Genomic variant effect prediction
              • Drug molecule screening agent
              • Geospatial
                • GPU-accelerated climate modeling
                  • Satellite image classification
                  • Financial services & fintech
                    • Multi-agent trading simulation
                      • Fraud detection with Feast
                        • Financial research agent
                        • Frontier AI
                          • Distributed LLM pretraining
                          • Computer vision
                            • Fine-tuning a VLM
                              • Multimodal retrieval evaluation
                                • RT-DETR object detection
                                • Agents
                                  • Autoresearch agent
                                    • Parallelized autoresearch agent
                                      • AutoSec researcher agent
                                        • Coding agent
                                          • Competitive intelligence agent
                                            • Deep research
                                              • LangGraph research agent
                                                • MLE bot
                                                  • Compliance monitoring agent
                                                    • Field data enrichment agent
                                                      • Support resolution agent
                                                        • Code mode analytics agent
                                                        • Context engineering
                                                          • Text-to-SQL prompt optimization
                                                            • Automatic prompt engineering
                                                            • Model training
                                                              • LLM fine-tuning with LoRA and QLoRA
                                                                • BERT emotion classification
                                                                  • Hyperparameter optimization
                                                                  • Data processing
                                                                    • Batching strategies
                                                                    • Reinforcement learning
                                                                      • RL for LLMs with GRPO and LoRA
                                                                      • Inference
                                                                        • Voice customer-service agent
                                                                      • Reference
                                                                        • LLM-optimized documentation
                                                                        • Migration from Flyte 1
                                                                          • Philosophy and imports
                                                                          • Container images
                                                                          • Configuration and CLI
                                                                          • Tasks and workflows
                                                                          • Secrets, resources, and caching
                                                                          • Parallelism and async
                                                                          • Triggers and dynamic workflows
                                                                          • Examples and common gotchas
                                                                        • Flyte CLI
                                                                        • Flyte SDK
                                                                          • Classes & Protocols
                                                                            • Packages
                                                                              • flyte
                                                                                • AppHandle
                                                                                • Backoff
                                                                                • BaseCheckpoint
                                                                                • Cache
                                                                                • CachePolicy
                                                                                • Checkpoint
                                                                                • ConditionWebhook
                                                                                • Cron
                                                                                • Device
                                                                                • Environment
                                                                                • FixedRate
                                                                                • Image
                                                                                • ImageBuild
                                                                                • Link
                                                                                • PodTemplate
                                                                                • Resources
                                                                                • RetryStrategy
                                                                                • ReusePolicy
                                                                                • Secret
                                                                                • TaskEnvironment
                                                                                • Timeout
                                                                                • Trigger
                                                                              • flyte.ai.agents
                                                                                • AccessDenied
                                                                                • Agent
                                                                                • AgentEvent
                                                                                • AgentProtocol
                                                                                • AgentResult
                                                                                • AgentTool
                                                                                • ConcurrencyError
                                                                                • LLMMessage
                                                                                • MCPServerSpec
                                                                                • MemoryMeta
                                                                                • MemoryStore
                                                                                • MemoryStoreError
                                                                                • ToolFn
                                                                              • flyte.ai.agents.agent
                                                                                • Agent
                                                                                • AgentEvent
                                                                              • flyte.ai.agents.memory
                                                                                • AccessDenied
                                                                                • ConcurrencyError
                                                                                • MemoryMeta
                                                                                • MemoryStore
                                                                                • MemoryStoreError
                                                                              • flyte.ai.agents.protocol
                                                                                • AgentProtocol
                                                                                • AgentResult
                                                                              • flyte.ai.chat
                                                                                • AgentChatAppEnvironment
                                                                                • CustomTheme
                                                                              • flyte.ai.chat.app
                                                                                • AgentChatAppEnvironment
                                                                                • CustomTheme
                                                                              • flyte.ai.mcp
                                                                                • FlyteMCPAppEnvironment
                                                                                • MCPAppEnvironment
                                                                              • flyte.app
                                                                                • AppEndpoint
                                                                                • AppEnvironment
                                                                                • ConnectorEnvironment
                                                                                • Domain
                                                                                • Link
                                                                                • Parameter
                                                                                • Port
                                                                                • RunOutput
                                                                                • Scaling
                                                                                • Timeouts
                                                                              • flyte.app.extras
                                                                                • FastAPIAppEnvironment
                                                                                • FastAPIPassthroughAuthMiddleware
                                                                                • FlyteWebhookAppEnvironment
                                                                              • flyte.clustered
                                                                                • ClusteredTaskEnvironment
                                                                                • ClusteredTaskTemplate
                                                                                • ClusterFailurePolicy
                                                                                • TorchRun
                                                                              • flyte.config
                                                                                • Config
                                                                              • flyte.connectors
                                                                                • AsyncConnector
                                                                                • AsyncConnectorExecutorMixin
                                                                                • ConnectorRegistry
                                                                                • ConnectorService
                                                                                • Resource
                                                                                • ResourceMeta
                                                                              • flyte.connectors.utils
                                                                                • flyte.durable
                                                                                  • flyte.errors
                                                                                    • ActionAbortedError
                                                                                    • ActionNotFoundError
                                                                                    • BaseRuntimeError
                                                                                    • CodeBundleError
                                                                                    • ConditionAlreadyExistsError
                                                                                    • ConditionFailedError
                                                                                    • ConditionNotFoundError
                                                                                    • ConditionTimedoutError
                                                                                    • CustomError
                                                                                    • DeploymentError
                                                                                    • ImageBuildError
                                                                                    • ImagePullBackOffError
                                                                                    • InitializationError
                                                                                    • InlineIOMaxBytesBreached
                                                                                    • InvalidImageNameError
                                                                                    • InvalidPackageError
                                                                                    • LogsNotYetAvailableError
                                                                                    • ModuleLoadError
                                                                                    • NonRecoverableError
                                                                                    • NotInTaskContextError
                                                                                    • OnlyAsyncIOSupportedError
                                                                                    • OOMError
                                                                                    • ParameterMaterializationError
                                                                                    • PrimaryContainerNotFoundError
                                                                                    • RemoteTaskNotFoundError
                                                                                    • RemoteTaskUsageError
                                                                                    • RestrictedTypeError
                                                                                    • RetriesExhaustedError
                                                                                    • RuntimeDataValidationError
                                                                                    • RuntimeSystemError
                                                                                    • RuntimeUnknownError
                                                                                    • RuntimeUserError
                                                                                    • SlowDownError
                                                                                    • TaskInterruptedError
                                                                                    • TaskTimeoutError
                                                                                    • TraceDoesNotAllowNestedTasksError
                                                                                    • UnionRpcError
                                                                                  • flyte.extend
                                                                                    • AsyncFunctionTaskTemplate
                                                                                    • ImageBuildEngine
                                                                                    • ImageBuilder
                                                                                    • ImageChecker
                                                                                    • TaskTemplate
                                                                                  • flyte.extras
                                                                                    • BatchStats
                                                                                    • ContainerTask
                                                                                    • CostEstimator
                                                                                    • DynamicBatcher
                                                                                    • Prompt
                                                                                    • Sleep
                                                                                    • SleepTask
                                                                                    • TokenBatcher
                                                                                    • TokenEstimator
                                                                                  • flyte.extras.shell
                                                                                    • FlagSpec
                                                                                    • Glob
                                                                                    • Stderr
                                                                                    • Stdout
                                                                                  • flyte.git
                                                                                    • GitStatus
                                                                                  • flyte.io
                                                                                    • DataFrame
                                                                                    • Dir
                                                                                    • EmptyDir
                                                                                    • File
                                                                                    • HashFunction
                                                                                  • flyte.io.extend
                                                                                    • DataFrameDecoder
                                                                                    • DataFrameEncoder
                                                                                    • DataFrameTransformerEngine
                                                                                  • flyte.models
                                                                                    • ActionID
                                                                                    • ActionPhase
                                                                                    • CheckpointPaths
                                                                                    • CodeBundle
                                                                                    • GroupData
                                                                                    • NativeInterface
                                                                                    • PathRewrite
                                                                                    • RawDataPath
                                                                                    • SerializationContext
                                                                                    • TaskContext
                                                                                  • flyte.notify
                                                                                    • Email
                                                                                    • NamedDelivery
                                                                                    • NamedRule
                                                                                    • Notification
                                                                                    • Slack
                                                                                    • Teams
                                                                                    • Webhook
                                                                                  • flyte.prefetch
                                                                                    • HuggingFaceModelInfo
                                                                                    • ShardConfig
                                                                                    • StoredModelInfo
                                                                                    • VLLMShardArgs
                                                                                  • flyte.remote
                                                                                    • Action
                                                                                    • ActionDetails
                                                                                    • ActionInputs
                                                                                    • ActionOutputs
                                                                                    • App
                                                                                    • Condition
                                                                                    • Project
                                                                                    • Run
                                                                                    • RunDetails
                                                                                    • Secret
                                                                                    • Settings
                                                                                    • Task
                                                                                    • TaskDetails
                                                                                    • TimeFilter
                                                                                    • Trigger
                                                                                    • User
                                                                                  • flyte.report
                                                                                    • Report
                                                                                  • flyte.sandbox
                                                                                    • CodeTaskTemplate
                                                                                    • ImageConfig
                                                                                    • SandboxedConfig
                                                                                    • SandboxedTaskTemplate
                                                                                  • flyte.storage
                                                                                    • ABFS
                                                                                    • GCS
                                                                                    • S3
                                                                                    • Storage
                                                                                  • flyte.syncify
                                                                                    • Syncify
                                                                                  • flyte.types
                                                                                    • FlytePickle
                                                                                    • Renderable
                                                                                    • TypeEngine
                                                                                    • TypeTransformer
                                                                                    • TypeTransformerFailedError
                                                                              • Union plugin
                                                                                • flyteplugins.union
                                                                                • Integrations
                                                                                  • Anthropic
                                                                                    • Classes
                                                                                      • Packages
                                                                                        • flyteplugins.anthropic
                                                                                          • Agent
                                                                                    • BigQuery
                                                                                      • Classes
                                                                                        • Packages
                                                                                          • flyteplugins.bigquery
                                                                                            • BigQueryConfig
                                                                                            • BigQueryConnector
                                                                                            • BigQueryTask
                                                                                      • Code generation
                                                                                        • Classes
                                                                                          • Packages
                                                                                            • flyteplugins.codegen
                                                                                              • AutoCoderAgent
                                                                                              • CodeGenEvalResult
                                                                                              • CodePlan
                                                                                              • CodeSolution
                                                                                              • ErrorDiagnosis
                                                                                              • ImageConfig
                                                                                        • Dask
                                                                                          • Classes
                                                                                            • Packages
                                                                                              • flyteplugins.dask
                                                                                                • Dask
                                                                                                • Scheduler
                                                                                                • WorkerGroup
                                                                                          • Databricks
                                                                                            • Classes
                                                                                              • Packages
                                                                                                • flyteplugins.databricks
                                                                                                  • Databricks
                                                                                                  • DatabricksConnector
                                                                                            • Gemini
                                                                                              • Classes
                                                                                                • Packages
                                                                                                  • flyteplugins.gemini
                                                                                                    • Agent
                                                                                              • Human-in-the-Loop
                                                                                                • Classes
                                                                                                  • Packages
                                                                                                    • flyteplugins.hitl
                                                                                                      • Event
                                                                                                • Hydra
                                                                                                  • flyteplugins.hydra
                                                                                                  • JSONL
                                                                                                    • Classes
                                                                                                      • Packages
                                                                                                        • flyteplugins.jsonl
                                                                                                          • JsonlDir
                                                                                                          • JsonlFile
                                                                                                    • MLflow
                                                                                                      • Classes
                                                                                                        • Packages
                                                                                                          • flyteplugins.mlflow
                                                                                                            • Mlflow
                                                                                                      • OmegaConf
                                                                                                        • flyteplugins.omegaconf
                                                                                                        • OpenAI
                                                                                                          • flyteplugins.openai.agents
                                                                                                          • Papermill
                                                                                                            • Classes
                                                                                                              • Packages
                                                                                                                • flyteplugins.papermill
                                                                                                                  • NotebookTask
                                                                                                            • Polars
                                                                                                              • Classes
                                                                                                                • Packages
                                                                                                                  • flyteplugins.polars.df_transformer
                                                                                                                    • ParquetToPolarsDecodingHandler
                                                                                                                    • ParquetToPolarsLazyFrameDecodingHandler
                                                                                                                    • PolarsLazyFrameToParquetEncodingHandler
                                                                                                                    • PolarsToParquetEncodingHandler
                                                                                                              • PyTorch
                                                                                                                • Classes
                                                                                                                  • Packages
                                                                                                                    • flyteplugins.pytorch
                                                                                                                      • Elastic
                                                                                                                • Ray
                                                                                                                  • Classes
                                                                                                                    • Packages
                                                                                                                      • flyteplugins.ray
                                                                                                                        • HeadNodeConfig
                                                                                                                        • RayJobConfig
                                                                                                                        • WorkerNodeConfig
                                                                                                                  • SGLang
                                                                                                                    • Classes
                                                                                                                      • Packages
                                                                                                                        • flyteplugins.sglang
                                                                                                                          • SGLangAppEnvironment
                                                                                                                    • Snowflake
                                                                                                                      • Classes
                                                                                                                        • Packages
                                                                                                                          • flyteplugins.snowflake
                                                                                                                            • Snowflake
                                                                                                                            • SnowflakeConfig
                                                                                                                            • SnowflakeConnector
                                                                                                                      • Spark
                                                                                                                        • Classes
                                                                                                                          • Packages
                                                                                                                            • flyteplugins.spark
                                                                                                                              • ParquetToSparkDecoder
                                                                                                                              • Spark
                                                                                                                              • SparkToParquetEncoder
                                                                                                                        • vLLM
                                                                                                                          • Classes
                                                                                                                            • Packages
                                                                                                                              • flyteplugins.vllm
                                                                                                                                • VLLMAppEnvironment
                                                                                                                          • Weights & Biases
                                                                                                                            • Classes
                                                                                                                              • Packages
                                                                                                                                • flyteplugins.wandb
                                                                                                                                  • Wandb
                                                                                                                                  • WandbSweep
                                                                                                                          • Uctl CLI
                                                                                                                            • uctl
                                                                                                                            • uctl version
                                                                                                                            • uctl append
                                                                                                                              • uctl append identityassignments
                                                                                                                            • uctl apply
                                                                                                                              • uctl apply app
                                                                                                                              • uctl apply clusterconfig
                                                                                                                              • uctl apply clusterconfigid
                                                                                                                              • uctl apply clusterpoolconfig
                                                                                                                            • uctl config
                                                                                                                              • uctl config discover
                                                                                                                              • uctl config docs
                                                                                                                              • uctl config init
                                                                                                                              • uctl config validate
                                                                                                                            • uctl create
                                                                                                                              • uctl create app
                                                                                                                              • uctl create clusterpool
                                                                                                                              • uctl create clusterpoolassignment
                                                                                                                              • uctl create execution
                                                                                                                              • uctl create policy
                                                                                                                              • uctl create project
                                                                                                                              • uctl create role
                                                                                                                            • uctl delete
                                                                                                                              • uctl delete app
                                                                                                                              • uctl delete cluster
                                                                                                                              • uctl delete cluster-pool-attributes
                                                                                                                              • uctl delete cluster-resource-attribute
                                                                                                                              • uctl delete clusterconfig
                                                                                                                              • uctl delete clusterpool
                                                                                                                              • uctl delete clusterpoolassignment
                                                                                                                              • uctl delete execution
                                                                                                                              • uctl delete execution-cluster-label
                                                                                                                              • uctl delete execution-queue-attribute
                                                                                                                              • uctl delete identityassignments
                                                                                                                              • uctl delete plugin-override
                                                                                                                              • uctl delete policy
                                                                                                                              • uctl delete role
                                                                                                                              • uctl delete task-resource-attribute
                                                                                                                              • uctl delete workflow-execution-config
                                                                                                                            • uctl demo
                                                                                                                              • uctl demo exec
                                                                                                                              • uctl demo reload
                                                                                                                              • uctl demo start
                                                                                                                              • uctl demo status
                                                                                                                              • uctl demo teardown
                                                                                                                            • uctl get
                                                                                                                              • uctl get app
                                                                                                                              • uctl get cluster
                                                                                                                              • uctl get cluster-pool-attributes
                                                                                                                              • uctl get cluster-resource-attribute
                                                                                                                              • uctl get clusterconfig
                                                                                                                              • uctl get clusterconfigs
                                                                                                                              • uctl get clusterpool
                                                                                                                              • uctl get clusterpoolconfig
                                                                                                                              • uctl get clusterswithconfig
                                                                                                                              • uctl get echo
                                                                                                                              • uctl get execution
                                                                                                                              • uctl get execution-cluster-label
                                                                                                                              • uctl get execution-queue-attribute
                                                                                                                              • uctl get executionoperation
                                                                                                                              • uctl get identityassignment
                                                                                                                              • uctl get launchplan
                                                                                                                              • uctl get plugin-override
                                                                                                                              • uctl get policy
                                                                                                                              • uctl get project
                                                                                                                              • uctl get role
                                                                                                                              • uctl get task
                                                                                                                              • uctl get task-resource-attribute
                                                                                                                              • uctl get workflow
                                                                                                                              • uctl get workflow-execution-config
                                                                                                                            • uctl register
                                                                                                                              • uctl register examples
                                                                                                                              • uctl register files
                                                                                                                            • uctl update
                                                                                                                              • uctl update cluster-pool-attributes
                                                                                                                              • uctl update cluster-resource-attribute
                                                                                                                              • uctl update execution
                                                                                                                              • uctl update execution-cluster-label
                                                                                                                              • uctl update execution-queue-attribute
                                                                                                                              • uctl update launchplan
                                                                                                                              • uctl update launchplan-meta
                                                                                                                              • uctl update plugin-override
                                                                                                                              • uctl update project
                                                                                                                              • uctl update task-meta
                                                                                                                              • uctl update task-resource-attribute
                                                                                                                              • uctl update workflow-execution-config
                                                                                                                              • uctl update workflow-meta
                                                                                                                        • Integrations
                                                                                                                          • Anthropic
                                                                                                                            • BigQuery
                                                                                                                              • Code generation
                                                                                                                                • Dask
                                                                                                                                  • Databricks
                                                                                                                                    • Gemini
                                                                                                                                      • Hydra
                                                                                                                                        • MLflow
                                                                                                                                          • OmegaConf
                                                                                                                                            • OpenAI
                                                                                                                                              • Agent tools
                                                                                                                                            • OpenTelemetry
                                                                                                                                              • Pandera
                                                                                                                                                • Papermill
                                                                                                                                                  • PyTorch
                                                                                                                                                    • Ray
                                                                                                                                                      • Snowflake
                                                                                                                                                        • Spark
                                                                                                                                                          • Weights & Biases
                                                                                                                                                            • Experiments
                                                                                                                                                            • Distributed training
                                                                                                                                                            • Sweeps
                                                                                                                                                            • Downloading logs
                                                                                                                                                            • Constraints and best practices
                                                                                                                                                            • Manual integration
                                                                                                                                                        • Platform deployment
                                                                                                                                                          • BYOC deployment
                                                                                                                                                            • Platform architecture
                                                                                                                                                            • Configuring your data plane
                                                                                                                                                            • Multi-cluster and multi-cloud
                                                                                                                                                            • Data plane setup on AWS
                                                                                                                                                            • Data plane setup on GCP
                                                                                                                                                            • Data plane setup on Azure
                                                                                                                                                            • Data retention policy
                                                                                                                                                            • Enabling AWS resources
                                                                                                                                                              • Enabling AWS S3
                                                                                                                                                              • Enabling AWS ECR
                                                                                                                                                              • Enabling AWS Secrets Manager
                                                                                                                                                            • Enabling GCP resources
                                                                                                                                                              • Enabling Google Cloud Storage
                                                                                                                                                              • Enabling Google Artifact Registry
                                                                                                                                                              • Enabling Google Secret Manager
                                                                                                                                                              • Enabling BigQuery
                                                                                                                                                            • Enabling Azure resources
                                                                                                                                                              • Enabling Azure Blob Storage
                                                                                                                                                              • Enabling Azure Container Registry (ACR)
                                                                                                                                                              • Enabling Azure Key Vault
                                                                                                                                                            • Single sign on setup
                                                                                                                                                              • Google OpenID Connect
                                                                                                                                                              • Microsoft Entra ID (formerly Azure AD)
                                                                                                                                                              • Other identity providers
                                                                                                                                                          • Self-managed deployment
                                                                                                                                                            • Architecture
                                                                                                                                                              • Overview
                                                                                                                                                              • Kubernetes Access Controls
                                                                                                                                                            • Cluster recommendations
                                                                                                                                                            • Data plane setup on generic Kubernetes
                                                                                                                                                              • Prepare infrastructure
                                                                                                                                                              • Deploy the dataplane
                                                                                                                                                            • Data plane setup on AWS
                                                                                                                                                              • Prepare infrastructure
                                                                                                                                                              • Deploy the dataplane
                                                                                                                                                            • Data plane setup on GCP
                                                                                                                                                              • Prepare infrastructure
                                                                                                                                                              • Deploy the dataplane
                                                                                                                                                            • Data plane setup on Azure
                                                                                                                                                              • Prepare infrastructure
                                                                                                                                                              • Deploy the dataplane
                                                                                                                                                            • Data plane setup on OCI
                                                                                                                                                              • Prepare infrastructure
                                                                                                                                                              • Deploy the dataplane
                                                                                                                                                            • Data plane setup on CoreWeave
                                                                                                                                                              • Prepare infrastructure
                                                                                                                                                              • Deploy the dataplane
                                                                                                                                                            • Data plane setup on Crusoe
                                                                                                                                                              • Prepare infrastructure
                                                                                                                                                              • Deploy the dataplane
                                                                                                                                                            • Data plane setup on Nebius
                                                                                                                                                              • Prepare infrastructure
                                                                                                                                                              • Deploy the dataplane
                                                                                                                                                            • Configuration
                                                                                                                                                              • Node pools
                                                                                                                                                              • Authentication
                                                                                                                                                              • Code Viewer
                                                                                                                                                              • Image Builder
                                                                                                                                                              • Multiple Clusters
                                                                                                                                                              • Persistent logs
                                                                                                                                                              • Monitoring
                                                                                                                                                              • Secrets
                                                                                                                                                              • Data retention policies
                                                                                                                                                              • Compute plugins
                                                                                                                                                              • Namespace mapping
                                                                                                                                                              • Volumes
                                                                                                                                                            • Helm chart reference
                                                                                                                                                              • Dataplane chart
                                                                                                                                                              • Knative Operator chart
                                                                                                                                                          • Manage Union through Terraform
                                                                                                                                                            • Installation
                                                                                                                                                            • Resource management
                                                                                                                                                            • Security Best Practices
                                                                                                                                                        • Zero Trust security
                                                                                                                                                          • Architecture
                                                                                                                                                            • Two-plane separation
                                                                                                                                                            • Control plane
                                                                                                                                                            • Data plane
                                                                                                                                                            • Network architecture
                                                                                                                                                            • Sovereign Data Plane
                                                                                                                                                            • Private connectivity (BYOC)
                                                                                                                                                          • Data protection
                                                                                                                                                            • Data classification and residency
                                                                                                                                                            • Secrets management
                                                                                                                                                            • Logging and audit
                                                                                                                                                          • Identity and access
                                                                                                                                                            • Authentication
                                                                                                                                                            • Role-based access control
                                                                                                                                                            • Human access controls
                                                                                                                                                          • Compliance and governance
                                                                                                                                                            • Certifications and Trust Center
                                                                                                                                                            • HIPAA compliance
                                                                                                                                                            • GDPR alignment
                                                                                                                                                            • Standards compliance
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                                                                                                                                                          Documentation navigation for Union including user guides, tutorials, API references, and integration examples
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                                                                                                                                                                  • Secret
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                                                                                                                                                                • flyte.ai.agents
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                                                                                                                                                                  • AgentTool
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                                                                                                                                                                  • LLMMessage
                                                                                                                                                                  • MCPServerSpec
                                                                                                                                                                  • MemoryMeta
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                                                                                                                                                                  • MemoryStoreError
                                                                                                                                                                  • ToolFn
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                                                                                                                                                                  • AgentEvent
                                                                                                                                                                • flyte.ai.agents.memory
                                                                                                                                                                  • AccessDenied
                                                                                                                                                                  • ConcurrencyError
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                                                                                                                                                                  • 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
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                                                                                                                                                                  • Port
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                                                                                                                                                                  • Scaling
                                                                                                                                                                  • Timeouts
                                                                                                                                                                • flyte.app.extras
                                                                                                                                                                  • FastAPIAppEnvironment
                                                                                                                                                                  • FastAPIPassthroughAuthMiddleware
                                                                                                                                                                  • FlyteWebhookAppEnvironment
                                                                                                                                                                • flyte.clustered
                                                                                                                                                                  • ClusteredTaskEnvironment
                                                                                                                                                                  • ClusteredTaskTemplate
                                                                                                                                                                  • ClusterFailurePolicy
                                                                                                                                                                  • TorchRun
                                                                                                                                                                • flyte.config
                                                                                                                                                                  • Config
                                                                                                                                                                • flyte.connectors
                                                                                                                                                                  • AsyncConnector
                                                                                                                                                                  • AsyncConnectorExecutorMixin
                                                                                                                                                                  • ConnectorRegistry
                                                                                                                                                                  • ConnectorService
                                                                                                                                                                  • Resource
                                                                                                                                                                  • ResourceMeta
                                                                                                                                                                • flyte.connectors.utils
                                                                                                                                                                  • flyte.durable
                                                                                                                                                                    • flyte.errors
                                                                                                                                                                      • ActionAbortedError
                                                                                                                                                                      • ActionNotFoundError
                                                                                                                                                                      • BaseRuntimeError
                                                                                                                                                                      • CodeBundleError
                                                                                                                                                                      • ConditionAlreadyExistsError
                                                                                                                                                                      • ConditionFailedError
                                                                                                                                                                      • ConditionNotFoundError
                                                                                                                                                                      • ConditionTimedoutError
                                                                                                                                                                      • CustomError
                                                                                                                                                                      • DeploymentError
                                                                                                                                                                      • ImageBuildError
                                                                                                                                                                      • ImagePullBackOffError
                                                                                                                                                                      • InitializationError
                                                                                                                                                                      • InlineIOMaxBytesBreached
                                                                                                                                                                      • InvalidImageNameError
                                                                                                                                                                      • InvalidPackageError
                                                                                                                                                                      • LogsNotYetAvailableError
                                                                                                                                                                      • ModuleLoadError
                                                                                                                                                                      • NonRecoverableError
                                                                                                                                                                      • NotInTaskContextError
                                                                                                                                                                      • OnlyAsyncIOSupportedError
                                                                                                                                                                      • OOMError
                                                                                                                                                                      • ParameterMaterializationError
                                                                                                                                                                      • PrimaryContainerNotFoundError
                                                                                                                                                                      • RemoteTaskNotFoundError
                                                                                                                                                                      • RemoteTaskUsageError
                                                                                                                                                                      • RestrictedTypeError
                                                                                                                                                                      • RetriesExhaustedError
                                                                                                                                                                      • RuntimeDataValidationError
                                                                                                                                                                      • RuntimeSystemError
                                                                                                                                                                      • RuntimeUnknownError
                                                                                                                                                                      • RuntimeUserError
                                                                                                                                                                      • SlowDownError
                                                                                                                                                                      • TaskInterruptedError
                                                                                                                                                                      • TaskTimeoutError
                                                                                                                                                                      • TraceDoesNotAllowNestedTasksError
                                                                                                                                                                      • UnionRpcError
                                                                                                                                                                    • flyte.extend
                                                                                                                                                                      • AsyncFunctionTaskTemplate
                                                                                                                                                                      • ImageBuildEngine
                                                                                                                                                                      • ImageBuilder
                                                                                                                                                                      • ImageChecker
                                                                                                                                                                      • TaskTemplate
                                                                                                                                                                    • flyte.extras
                                                                                                                                                                      • BatchStats
                                                                                                                                                                      • ContainerTask
                                                                                                                                                                      • CostEstimator
                                                                                                                                                                      • DynamicBatcher
                                                                                                                                                                      • Prompt
                                                                                                                                                                      • Sleep
                                                                                                                                                                      • SleepTask
                                                                                                                                                                      • TokenBatcher
                                                                                                                                                                      • TokenEstimator
                                                                                                                                                                    • flyte.extras.shell
                                                                                                                                                                      • FlagSpec
                                                                                                                                                                      • Glob
                                                                                                                                                                      • Stderr
                                                                                                                                                                      • Stdout
                                                                                                                                                                    • flyte.git
                                                                                                                                                                      • GitStatus
                                                                                                                                                                    • flyte.io
                                                                                                                                                                      • DataFrame
                                                                                                                                                                      • Dir
                                                                                                                                                                      • EmptyDir
                                                                                                                                                                      • File
                                                                                                                                                                      • HashFunction
                                                                                                                                                                    • flyte.io.extend
                                                                                                                                                                      • DataFrameDecoder
                                                                                                                                                                      • DataFrameEncoder
                                                                                                                                                                      • DataFrameTransformerEngine
                                                                                                                                                                    • flyte.models
                                                                                                                                                                      • ActionID
                                                                                                                                                                      • ActionPhase
                                                                                                                                                                      • CheckpointPaths
                                                                                                                                                                      • CodeBundle
                                                                                                                                                                      • GroupData
                                                                                                                                                                      • NativeInterface
                                                                                                                                                                      • PathRewrite
                                                                                                                                                                      • RawDataPath
                                                                                                                                                                      • SerializationContext
                                                                                                                                                                      • TaskContext
                                                                                                                                                                    • flyte.notify
                                                                                                                                                                      • Email
                                                                                                                                                                      • NamedDelivery
                                                                                                                                                                      • NamedRule
                                                                                                                                                                      • Notification
                                                                                                                                                                      • Slack
                                                                                                                                                                      • Teams
                                                                                                                                                                      • Webhook
                                                                                                                                                                    • flyte.prefetch
                                                                                                                                                                      • HuggingFaceModelInfo
                                                                                                                                                                      • ShardConfig
                                                                                                                                                                      • StoredModelInfo
                                                                                                                                                                      • VLLMShardArgs
                                                                                                                                                                    • flyte.remote
                                                                                                                                                                      • Action
                                                                                                                                                                      • ActionDetails
                                                                                                                                                                      • ActionInputs
                                                                                                                                                                      • ActionOutputs
                                                                                                                                                                      • App
                                                                                                                                                                      • Condition
                                                                                                                                                                      • Project
                                                                                                                                                                      • Run
                                                                                                                                                                      • RunDetails
                                                                                                                                                                      • Secret
                                                                                                                                                                      • Settings
                                                                                                                                                                      • Task
                                                                                                                                                                      • TaskDetails
                                                                                                                                                                      • TimeFilter
                                                                                                                                                                      • Trigger
                                                                                                                                                                      • User
                                                                                                                                                                    • flyte.report
                                                                                                                                                                      • Report
                                                                                                                                                                    • flyte.sandbox
                                                                                                                                                                      • CodeTaskTemplate
                                                                                                                                                                      • ImageConfig
                                                                                                                                                                      • SandboxedConfig
                                                                                                                                                                      • SandboxedTaskTemplate
                                                                                                                                                                    • flyte.storage
                                                                                                                                                                      • ABFS
                                                                                                                                                                      • GCS
                                                                                                                                                                      • S3
                                                                                                                                                                      • Storage
                                                                                                                                                                    • flyte.syncify
                                                                                                                                                                      • Syncify
                                                                                                                                                                    • flyte.types
                                                                                                                                                                      • FlytePickle
                                                                                                                                                                      • Renderable
                                                                                                                                                                      • TypeEngine
                                                                                                                                                                      • TypeTransformer
                                                                                                                                                                      • TypeTransformerFailedError
                                                                                                                                                                • Union plugin
                                                                                                                                                                  • flyteplugins.union
                                                                                                                                                                  • Integrations
                                                                                                                                                                    • Anthropic
                                                                                                                                                                      • Classes
                                                                                                                                                                        • Packages
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                                                                                                                                                                            • Agent
                                                                                                                                                                      • BigQuery
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                                                                                                                                                                          • Packages
                                                                                                                                                                            • flyteplugins.bigquery
                                                                                                                                                                              • BigQueryConfig
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                                                                                                                                                                        • Code generation
                                                                                                                                                                          • Classes
                                                                                                                                                                            • Packages
                                                                                                                                                                              • flyteplugins.codegen
                                                                                                                                                                                • AutoCoderAgent
                                                                                                                                                                                • CodeGenEvalResult
                                                                                                                                                                                • CodePlan
                                                                                                                                                                                • CodeSolution
                                                                                                                                                                                • ErrorDiagnosis
                                                                                                                                                                                • ImageConfig
                                                                                                                                                                          • Dask
                                                                                                                                                                            • Classes
                                                                                                                                                                              • Packages
                                                                                                                                                                                • flyteplugins.dask
                                                                                                                                                                                  • Dask
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                                                                                                                                                                                  • flyteplugins.databricks
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                                                                                                                                                                                          • flyteplugins.jsonl
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                                                                                                                                                                                                              • flyteplugins.spark
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                                                                                                                                                                                                          • vLLM
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                                                                                                                                                                                                                  • 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
                                                                                                                                                                                                            Union plugin
                                                                                                                                                                                                            0.5.0

                                                                                                                                                                                                            Union plugin

                                                                                                                                                                                                            Directory

                                                                                                                                                                                                            Packages

                                                                                                                                                                                                            Package Description
                                                                                                                                                                                                            flyteplugins.union Union SDK - Proprietary extensions for Flyte.
                                                                                                                                                                                                            LLM-optimized
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