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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
                                                      • 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
                                                                                                                                                          • Shared responsibility model
                                                                                                                                                          • Organizational security
                                                                                                                                                          • Vulnerability management
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                                                                                                                                                                • ResourceMeta
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                                                                                                                                                                    • NotInTaskContextError
                                                                                                                                                                    • OnlyAsyncIOSupportedError
                                                                                                                                                                    • OOMError
                                                                                                                                                                    • ParameterMaterializationError
                                                                                                                                                                    • PrimaryContainerNotFoundError
                                                                                                                                                                    • RemoteTaskNotFoundError
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                                                                                                                                                                    • TaskInterruptedError
                                                                                                                                                                    • TaskTimeoutError
                                                                                                                                                                    • TraceDoesNotAllowNestedTasksError
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                                                                                                                                                                  • flyte.extend
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                                                                                                                                                                  • flyte.git
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                                                                                                                                                                    • HashFunction
                                                                                                                                                                  • flyte.io.extend
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                                                                                                                                                                  • flyte.models
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                                                                                                                                                                                                              • uctl create project
                                                                                                                                                                                                              • uctl create role
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                                                                                                                                                                                                              • uctl delete app
                                                                                                                                                                                                              • uctl delete cluster
                                                                                                                                                                                                              • uctl delete cluster-pool-attributes
                                                                                                                                                                                                              • uctl delete cluster-resource-attribute
                                                                                                                                                                                                              • uctl delete clusterconfig
                                                                                                                                                                                                              • uctl delete clusterpool
                                                                                                                                                                                                              • uctl delete clusterpoolassignment
                                                                                                                                                                                                              • uctl delete execution
                                                                                                                                                                                                              • uctl delete execution-cluster-label
                                                                                                                                                                                                              • uctl delete execution-queue-attribute
                                                                                                                                                                                                              • uctl delete identityassignments
                                                                                                                                                                                                              • uctl delete plugin-override
                                                                                                                                                                                                              • uctl delete policy
                                                                                                                                                                                                              • uctl delete role
                                                                                                                                                                                                              • uctl delete task-resource-attribute
                                                                                                                                                                                                              • uctl delete workflow-execution-config
                                                                                                                                                                                                            • uctl demo
                                                                                                                                                                                                              • uctl demo exec
                                                                                                                                                                                                              • uctl demo reload
                                                                                                                                                                                                              • uctl demo start
                                                                                                                                                                                                              • uctl demo status
                                                                                                                                                                                                              • uctl demo teardown
                                                                                                                                                                                                            • uctl get
                                                                                                                                                                                                              • uctl get app
                                                                                                                                                                                                              • uctl get cluster
                                                                                                                                                                                                              • uctl get cluster-pool-attributes
                                                                                                                                                                                                              • uctl get cluster-resource-attribute
                                                                                                                                                                                                              • uctl get clusterconfig
                                                                                                                                                                                                              • uctl get clusterconfigs
                                                                                                                                                                                                              • uctl get clusterpool
                                                                                                                                                                                                              • uctl get clusterpoolconfig
                                                                                                                                                                                                              • uctl get clusterswithconfig
                                                                                                                                                                                                              • uctl get echo
                                                                                                                                                                                                              • uctl get execution
                                                                                                                                                                                                              • uctl get execution-cluster-label
                                                                                                                                                                                                              • uctl get execution-queue-attribute
                                                                                                                                                                                                              • uctl get executionoperation
                                                                                                                                                                                                              • uctl get identityassignment
                                                                                                                                                                                                              • uctl get launchplan
                                                                                                                                                                                                              • uctl get plugin-override
                                                                                                                                                                                                              • uctl get policy
                                                                                                                                                                                                              • uctl get project
                                                                                                                                                                                                              • uctl get role
                                                                                                                                                                                                              • uctl get task
                                                                                                                                                                                                              • uctl get task-resource-attribute
                                                                                                                                                                                                              • uctl get workflow
                                                                                                                                                                                                              • uctl get workflow-execution-config
                                                                                                                                                                                                            • uctl register
                                                                                                                                                                                                              • uctl register examples
                                                                                                                                                                                                              • uctl register files
                                                                                                                                                                                                            • uctl update
                                                                                                                                                                                                              • uctl update cluster-pool-attributes
                                                                                                                                                                                                              • uctl update cluster-resource-attribute
                                                                                                                                                                                                              • uctl update execution
                                                                                                                                                                                                              • uctl update execution-cluster-label
                                                                                                                                                                                                              • uctl update execution-queue-attribute
                                                                                                                                                                                                              • uctl update launchplan
                                                                                                                                                                                                              • uctl update launchplan-meta
                                                                                                                                                                                                              • uctl update plugin-override
                                                                                                                                                                                                              • uctl update project
                                                                                                                                                                                                              • uctl update task-meta
                                                                                                                                                                                                              • uctl update task-resource-attribute
                                                                                                                                                                                                              • uctl update workflow-execution-config
                                                                                                                                                                                                              • uctl update workflow-meta
                                                                                                                                                                                                          Union.ai
                                                                                                                                                                                                          Reference
                                                                                                                                                                                                          Integrations
                                                                                                                                                                                                          Anthropic
                                                                                                                                                                                                          Packages
                                                                                                                                                                                                          2.5.7

                                                                                                                                                                                                          Packages

                                                                                                                                                                                                          Package Description
                                                                                                                                                                                                          flyteplugins.anthropic Anthropic Claude plugin for Flyte.
                                                                                                                                                                                                          LLM-optimized
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