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  • User guide
    • Overview
    • Quickstart
    • Core concepts
      • TaskEnvironment
      • Tasks
      • Runs and actions
      • Apps
      • Projects and domains
      • Key capabilities
      • Basic project
    • Run modes
      • Running locally
      • Running on the devbox
      • Running on a remote cluster
    • Configure tasks
      • Container images
      • Resources
      • Secrets
      • Caching
      • Reusable containers
      • Pod templates
      • Multiple environments
      • Retries and timeouts
      • Triggers
      • Interruptible tasks and queues
      • Task plugins
      • Additional task settings
    • Build tasks
      • Files and directories
      • Data classes and structures
      • DataFrames
      • Custom types
      • Custom context
      • Abort and cancel actions
      • Raw Container Tasks
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      • Notebooks
      • Remote tasks
      • Error handling
      • Traces
      • Grouping actions
      • Fanout
      • Controlling parallel execution
      • Human-in-the-loop
      • Unit Testing Tasks
      • Other features
    • Run and deploy tasks
      • How task run works
      • Interact with runs and actions
      • Work with local data
      • Run command options
      • How task deployment works
      • Deploy command options
      • Packaging
      • Running Tasks via Webhooks
      • Deployment patterns
      • Run context
      • Entrypoint tasks
      • Run a Python script
    • 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
      • Building agentic workflows
      • Deploy an agent as a service
    • Sandboxing
      • Workflow sandboxing
      • Programmatic tool calling for agents
      • Code sandboxing
    • Authenticating
    • User management
    • 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
    • Distributed LLM pretraining
      • Fine-tuning a vision-language model with a frozen backbone
        • GPU-accelerated climate modeling
          • MLE Bot
            • Multi-agent trading simulation
              • Run LLM-generated code
                • Text-to-SQL
                  • Automatic prompt engineering
                    • Batching strategies
                      • Deep research
                        • Satellite Image Classification with EfficientNet
                          • Hyperparameter optimization
                          • 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
                                    • BaseCheckpoint
                                    • Cache
                                    • CachePolicy
                                    • Checkpoint
                                    • Cron
                                    • Device
                                    • Environment
                                    • FixedRate
                                    • Image
                                    • ImageBuild
                                    • Link
                                    • PodTemplate
                                    • Resources
                                    • RetryStrategy
                                    • ReusePolicy
                                    • Secret
                                    • TaskEnvironment
                                    • Timeout
                                    • Trigger
                                  • flyte.ai.agents
                                    • Agent
                                    • AgentResult
                                    • CodeModeAgent
                                  • flyte.ai.agents.codemode
                                    • CodeModeAgent
                                  • flyte.ai.agents.protocol
                                    • Agent
                                    • 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.config
                                    • Config
                                  • flyte.connectors
                                    • AsyncConnector
                                    • AsyncConnectorExecutorMixin
                                    • ConnectorRegistry
                                    • ConnectorService
                                    • Resource
                                    • ResourceMeta
                                  • flyte.connectors.utils
                                    • flyte.durable
                                      • flyte.errors
                                        • ActionAbortedError
                                        • ActionNotFoundError
                                        • BaseRuntimeError
                                        • CodeBundleError
                                        • 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.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
                                        • Project
                                        • Run
                                        • RunDetails
                                        • Secret
                                        • Settings
                                        • Task
                                        • TaskDetails
                                        • TimeFilter
                                        • Trigger
                                        • User
                                      • flyte.report
                                        • Report
                                      • flyte.sandbox
                                        • CodeTaskTemplate
                                        • ImageConfig
                                        • SandboxedConfig
                                        • SandboxedTaskTemplate
                                      • flyte.storage
                                        • ABFS
                                        • GCS
                                        • S3
                                        • Storage
                                      • flyte.syncify
                                        • Syncify
                                      • flyte.types
                                        • FlytePickle
                                        • Renderable
                                        • TypeEngine
                                        • TypeTransformer
                                        • TypeTransformerFailedError
                                  • Integrations
                                    • Anthropic
                                      • Classes
                                        • Packages
                                          • flyteplugins.anthropic
                                            • Agent
                                      • BigQuery
                                        • Classes
                                          • Packages
                                            • flyteplugins.bigquery
                                              • BigQueryConfig
                                              • BigQueryConnector
                                              • BigQueryTask
                                        • Code generation
                                          • Classes
                                            • Packages
                                              • flyteplugins.codegen
                                                • AutoCoderAgent
                                                • CodeGenEvalResult
                                                • CodePlan
                                                • CodeSolution
                                                • ErrorDiagnosis
                                                • ImageConfig
                                          • Dask
                                            • Classes
                                              • Packages
                                                • flyteplugins.dask
                                                  • Dask
                                                  • Scheduler
                                                  • WorkerGroup
                                            • Databricks
                                              • Classes
                                                • Packages
                                                  • flyteplugins.databricks
                                                    • Databricks
                                                    • DatabricksConnector
                                              • Gemini
                                                • Classes
                                                  • Packages
                                                    • flyteplugins.gemini
                                                      • Agent
                                                • Human-in-the-Loop
                                                  • Classes
                                                    • Packages
                                                      • flyteplugins.hitl
                                                        • Event
                                                  • Hydra
                                                    • flyteplugins.hydra
                                                    • JSONL
                                                      • Classes
                                                        • Packages
                                                          • flyteplugins.jsonl
                                                            • JsonlDir
                                                            • JsonlFile
                                                      • MLflow
                                                        • Classes
                                                          • Packages
                                                            • flyteplugins.mlflow
                                                              • Mlflow
                                                        • OmegaConf
                                                          • flyteplugins.omegaconf
                                                          • OpenAI
                                                            • flyteplugins.openai.agents
                                                            • Papermill
                                                              • Classes
                                                                • Packages
                                                                  • flyteplugins.papermill
                                                                    • NotebookTask
                                                              • Polars
                                                                • Classes
                                                                  • Packages
                                                                    • flyteplugins.polars.df_transformer
                                                                      • ParquetToPolarsDecodingHandler
                                                                      • ParquetToPolarsLazyFrameDecodingHandler
                                                                      • PolarsLazyFrameToParquetEncodingHandler
                                                                      • PolarsToParquetEncodingHandler
                                                                • PyTorch
                                                                  • Classes
                                                                    • Packages
                                                                      • flyteplugins.pytorch
                                                                        • Elastic
                                                                  • Ray
                                                                    • Classes
                                                                      • Packages
                                                                        • flyteplugins.ray
                                                                          • HeadNodeConfig
                                                                          • RayJobConfig
                                                                          • WorkerNodeConfig
                                                                    • SGLang
                                                                      • Classes
                                                                        • Packages
                                                                          • flyteplugins.sglang
                                                                            • SGLangAppEnvironment
                                                                      • Snowflake
                                                                        • Classes
                                                                          • Packages
                                                                            • flyteplugins.snowflake
                                                                              • Snowflake
                                                                              • SnowflakeConfig
                                                                              • SnowflakeConnector
                                                                        • Spark
                                                                          • Classes
                                                                            • Packages
                                                                              • flyteplugins.spark
                                                                                • ParquetToSparkDecoder
                                                                                • Spark
                                                                                • SparkToParquetEncoder
                                                                          • Union
                                                                            • Classes
                                                                              • Packages
                                                                                • flyteplugins.union.cli
                                                                                  • flyteplugins.union.cli.queue
                                                                                    • flyteplugins.union.internal.validate.validate.validate_pb2
                                                                                      • flyteplugins.union.remote
                                                                                        • ApiKey
                                                                                        • Assignment
                                                                                        • Cluster
                                                                                        • Member
                                                                                        • Policy
                                                                                        • Queue
                                                                                        • Role
                                                                                        • User
                                                                                      • flyteplugins.union.utils.auth
                                                                                        • AppClientCredentials
                                                                                  • 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
                                                                                                      • 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
                                                                                                                    • Configuration
                                                                                                                      • Node Pools
                                                                                                                      • Authentication
                                                                                                                      • Code Viewer
                                                                                                                      • Image Builder
                                                                                                                      • Multiple Clusters
                                                                                                                      • Persistent logs
                                                                                                                      • Monitoring
                                                                                                                      • Secrets
                                                                                                                      • Data retention policies
                                                                                                                      • Compute plugins
                                                                                                                      • Namespace mapping
                                                                                                                    • Helm chart reference
                                                                                                                      • Dataplane chart
                                                                                                                      • Knative Operator chart
                                                                                                                  • Manage Union through Terraform
                                                                                                                    • Installation
                                                                                                                    • Resource Management
                                                                                                                    • Security Best Practices
                                                                                                                • Security
                                                                                                                  • Architecture
                                                                                                                    • Two-plane separation
                                                                                                                    • Control plane
                                                                                                                    • Data plane
                                                                                                                    • Network architecture
                                                                                                                    • Private connectivity (BYOC)
                                                                                                                    • Deployment models
                                                                                                                  • Data protection
                                                                                                                    • Data classification and residency
                                                                                                                    • Data flow
                                                                                                                    • Encryption
                                                                                                                    • Secrets management
                                                                                                                    • Workflow data flow
                                                                                                                    • Multi-cloud support
                                                                                                                    • Logging and audit
                                                                                                                  • Identity and access
                                                                                                                    • Authentication
                                                                                                                    • Role-based access control
                                                                                                                    • Tenant isolation
                                                                                                                    • Human access controls
                                                                                                                  • Threat model
                                                                                                                  • Compliance and governance
                                                                                                                    • Certifications and Trust Center
                                                                                                                    • HIPAA compliance
                                                                                                                    • GDPR alignment
                                                                                                                    • Standards compliance
                                                                                                                    • Shared responsibility model
                                                                                                                    • Organizational security
                                                                                                                    • Vulnerability management
                                                                                                                • Community
                                                                                                                  • Contributing docs and examples
                                                                                                                    • Quick start
                                                                                                                    • Variants
                                                                                                                    • Versions
                                                                                                                    • Authoring
                                                                                                                    • Shortcodes
                                                                                                                    • Redirects
                                                                                                                    • API docs
                                                                                                                    • LLM-optimized documentation
                                                                                                                    • Publishing
                                                                                                                • Release notes
                                                                                                                  Documentation navigation for Union including user guides, tutorials, API references, and integration examples
                                                                                                                  • LLM-optimized documentation
                                                                                                                  • Migration from Flyte 1
                                                                                                                    • Philosophy and imports
                                                                                                                    • Container images
                                                                                                                    • Configuration and CLI
                                                                                                                    • Tasks and workflows
                                                                                                                    • Secrets, resources, and caching
                                                                                                                    • Parallelism and async
                                                                                                                    • Triggers and dynamic workflows
                                                                                                                    • Examples and common gotchas
                                                                                                                  • Flyte CLI
                                                                                                                  • Flyte SDK
                                                                                                                    • Classes & Protocols
                                                                                                                      • Packages
                                                                                                                        • flyte
                                                                                                                          • AppHandle
                                                                                                                          • BaseCheckpoint
                                                                                                                          • Cache
                                                                                                                          • CachePolicy
                                                                                                                          • Checkpoint
                                                                                                                          • Cron
                                                                                                                          • Device
                                                                                                                          • Environment
                                                                                                                          • FixedRate
                                                                                                                          • Image
                                                                                                                          • ImageBuild
                                                                                                                          • Link
                                                                                                                          • PodTemplate
                                                                                                                          • Resources
                                                                                                                          • RetryStrategy
                                                                                                                          • ReusePolicy
                                                                                                                          • Secret
                                                                                                                          • TaskEnvironment
                                                                                                                          • Timeout
                                                                                                                          • Trigger
                                                                                                                        • flyte.ai.agents
                                                                                                                          • Agent
                                                                                                                          • AgentResult
                                                                                                                          • CodeModeAgent
                                                                                                                        • flyte.ai.agents.codemode
                                                                                                                          • CodeModeAgent
                                                                                                                        • flyte.ai.agents.protocol
                                                                                                                          • Agent
                                                                                                                          • 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.config
                                                                                                                          • Config
                                                                                                                        • flyte.connectors
                                                                                                                          • AsyncConnector
                                                                                                                          • AsyncConnectorExecutorMixin
                                                                                                                          • ConnectorRegistry
                                                                                                                          • ConnectorService
                                                                                                                          • Resource
                                                                                                                          • ResourceMeta
                                                                                                                        • flyte.connectors.utils
                                                                                                                          • flyte.durable
                                                                                                                            • flyte.errors
                                                                                                                              • ActionAbortedError
                                                                                                                              • ActionNotFoundError
                                                                                                                              • BaseRuntimeError
                                                                                                                              • CodeBundleError
                                                                                                                              • 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.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
                                                                                                                              • Project
                                                                                                                              • Run
                                                                                                                              • RunDetails
                                                                                                                              • Secret
                                                                                                                              • Settings
                                                                                                                              • Task
                                                                                                                              • TaskDetails
                                                                                                                              • TimeFilter
                                                                                                                              • Trigger
                                                                                                                              • User
                                                                                                                            • flyte.report
                                                                                                                              • Report
                                                                                                                            • flyte.sandbox
                                                                                                                              • CodeTaskTemplate
                                                                                                                              • ImageConfig
                                                                                                                              • SandboxedConfig
                                                                                                                              • SandboxedTaskTemplate
                                                                                                                            • flyte.storage
                                                                                                                              • ABFS
                                                                                                                              • GCS
                                                                                                                              • S3
                                                                                                                              • Storage
                                                                                                                            • flyte.syncify
                                                                                                                              • Syncify
                                                                                                                            • flyte.types
                                                                                                                              • FlytePickle
                                                                                                                              • Renderable
                                                                                                                              • TypeEngine
                                                                                                                              • TypeTransformer
                                                                                                                              • TypeTransformerFailedError
                                                                                                                        • Integrations
                                                                                                                          • Anthropic
                                                                                                                            • Classes
                                                                                                                              • Packages
                                                                                                                                • flyteplugins.anthropic
                                                                                                                                  • Agent
                                                                                                                            • BigQuery
                                                                                                                              • Classes
                                                                                                                                • Packages
                                                                                                                                  • flyteplugins.bigquery
                                                                                                                                    • BigQueryConfig
                                                                                                                                    • BigQueryConnector
                                                                                                                                    • BigQueryTask
                                                                                                                              • Code generation
                                                                                                                                • Classes
                                                                                                                                  • Packages
                                                                                                                                    • flyteplugins.codegen
                                                                                                                                      • AutoCoderAgent
                                                                                                                                      • CodeGenEvalResult
                                                                                                                                      • CodePlan
                                                                                                                                      • CodeSolution
                                                                                                                                      • ErrorDiagnosis
                                                                                                                                      • ImageConfig
                                                                                                                                • Dask
                                                                                                                                  • Classes
                                                                                                                                    • Packages
                                                                                                                                      • flyteplugins.dask
                                                                                                                                        • Dask
                                                                                                                                        • Scheduler
                                                                                                                                        • WorkerGroup
                                                                                                                                  • Databricks
                                                                                                                                    • Classes
                                                                                                                                      • Packages
                                                                                                                                        • flyteplugins.databricks
                                                                                                                                          • Databricks
                                                                                                                                          • DatabricksConnector
                                                                                                                                    • Gemini
                                                                                                                                      • Classes
                                                                                                                                        • Packages
                                                                                                                                          • flyteplugins.gemini
                                                                                                                                            • Agent
                                                                                                                                      • Human-in-the-Loop
                                                                                                                                        • Classes
                                                                                                                                          • Packages
                                                                                                                                            • flyteplugins.hitl
                                                                                                                                              • Event
                                                                                                                                        • Hydra
                                                                                                                                          • flyteplugins.hydra
                                                                                                                                          • JSONL
                                                                                                                                            • Classes
                                                                                                                                              • Packages
                                                                                                                                                • flyteplugins.jsonl
                                                                                                                                                  • JsonlDir
                                                                                                                                                  • JsonlFile
                                                                                                                                            • MLflow
                                                                                                                                              • Classes
                                                                                                                                                • Packages
                                                                                                                                                  • flyteplugins.mlflow
                                                                                                                                                    • Mlflow
                                                                                                                                              • OmegaConf
                                                                                                                                                • flyteplugins.omegaconf
                                                                                                                                                • OpenAI
                                                                                                                                                  • flyteplugins.openai.agents
                                                                                                                                                  • Papermill
                                                                                                                                                    • Classes
                                                                                                                                                      • Packages
                                                                                                                                                        • flyteplugins.papermill
                                                                                                                                                          • NotebookTask
                                                                                                                                                    • Polars
                                                                                                                                                      • Classes
                                                                                                                                                        • Packages
                                                                                                                                                          • flyteplugins.polars.df_transformer
                                                                                                                                                            • ParquetToPolarsDecodingHandler
                                                                                                                                                            • ParquetToPolarsLazyFrameDecodingHandler
                                                                                                                                                            • PolarsLazyFrameToParquetEncodingHandler
                                                                                                                                                            • PolarsToParquetEncodingHandler
                                                                                                                                                      • PyTorch
                                                                                                                                                        • Classes
                                                                                                                                                          • Packages
                                                                                                                                                            • flyteplugins.pytorch
                                                                                                                                                              • Elastic
                                                                                                                                                        • Ray
                                                                                                                                                          • Classes
                                                                                                                                                            • Packages
                                                                                                                                                              • flyteplugins.ray
                                                                                                                                                                • HeadNodeConfig
                                                                                                                                                                • RayJobConfig
                                                                                                                                                                • WorkerNodeConfig
                                                                                                                                                          • SGLang
                                                                                                                                                            • Classes
                                                                                                                                                              • Packages
                                                                                                                                                                • flyteplugins.sglang
                                                                                                                                                                  • SGLangAppEnvironment
                                                                                                                                                            • Snowflake
                                                                                                                                                              • Classes
                                                                                                                                                                • Packages
                                                                                                                                                                  • flyteplugins.snowflake
                                                                                                                                                                    • Snowflake
                                                                                                                                                                    • SnowflakeConfig
                                                                                                                                                                    • SnowflakeConnector
                                                                                                                                                              • Spark
                                                                                                                                                                • Classes
                                                                                                                                                                  • Packages
                                                                                                                                                                    • flyteplugins.spark
                                                                                                                                                                      • ParquetToSparkDecoder
                                                                                                                                                                      • Spark
                                                                                                                                                                      • SparkToParquetEncoder
                                                                                                                                                                • Union
                                                                                                                                                                  • Classes
                                                                                                                                                                    • Packages
                                                                                                                                                                      • flyteplugins.union.cli
                                                                                                                                                                        • flyteplugins.union.cli.queue
                                                                                                                                                                          • flyteplugins.union.internal.validate.validate.validate_pb2
                                                                                                                                                                            • flyteplugins.union.remote
                                                                                                                                                                              • ApiKey
                                                                                                                                                                              • Assignment
                                                                                                                                                                              • Cluster
                                                                                                                                                                              • Member
                                                                                                                                                                              • Policy
                                                                                                                                                                              • Queue
                                                                                                                                                                              • Role
                                                                                                                                                                              • User
                                                                                                                                                                            • flyteplugins.union.utils.auth
                                                                                                                                                                              • AppClientCredentials
                                                                                                                                                                        • vLLM
                                                                                                                                                                          • Classes
                                                                                                                                                                            • Packages
                                                                                                                                                                              • flyteplugins.vllm
                                                                                                                                                                                • VLLMAppEnvironment
                                                                                                                                                                          • Weights & Biases
                                                                                                                                                                            • Classes
                                                                                                                                                                              • Packages
                                                                                                                                                                                • flyteplugins.wandb
                                                                                                                                                                                  • Wandb
                                                                                                                                                                                  • WandbSweep
                                                                                                                                                                          • Uctl CLI
                                                                                                                                                                            • uctl
                                                                                                                                                                            • uctl version
                                                                                                                                                                            • uctl append
                                                                                                                                                                              • uctl append identityassignments
                                                                                                                                                                            • uctl apply
                                                                                                                                                                              • uctl apply app
                                                                                                                                                                              • uctl apply clusterconfig
                                                                                                                                                                              • uctl apply clusterconfigid
                                                                                                                                                                              • uctl apply clusterpoolconfig
                                                                                                                                                                            • uctl config
                                                                                                                                                                              • uctl config discover
                                                                                                                                                                              • uctl config docs
                                                                                                                                                                              • uctl config init
                                                                                                                                                                              • uctl config validate
                                                                                                                                                                            • uctl create
                                                                                                                                                                              • uctl create app
                                                                                                                                                                              • uctl create clusterpool
                                                                                                                                                                              • uctl create clusterpoolassignment
                                                                                                                                                                              • uctl create execution
                                                                                                                                                                              • uctl create policy
                                                                                                                                                                              • uctl create project
                                                                                                                                                                              • uctl create role
                                                                                                                                                                            • uctl delete
                                                                                                                                                                              • uctl delete app
                                                                                                                                                                              • uctl delete cluster
                                                                                                                                                                              • uctl delete cluster-pool-attributes
                                                                                                                                                                              • uctl delete cluster-resource-attribute
                                                                                                                                                                              • uctl delete clusterconfig
                                                                                                                                                                              • uctl delete clusterpool
                                                                                                                                                                              • uctl delete clusterpoolassignment
                                                                                                                                                                              • uctl delete execution
                                                                                                                                                                              • uctl delete execution-cluster-label
                                                                                                                                                                              • uctl delete execution-queue-attribute
                                                                                                                                                                              • uctl delete identityassignments
                                                                                                                                                                              • uctl delete plugin-override
                                                                                                                                                                              • uctl delete policy
                                                                                                                                                                              • uctl delete role
                                                                                                                                                                              • uctl delete task-resource-attribute
                                                                                                                                                                              • uctl delete workflow-execution-config
                                                                                                                                                                            • uctl demo
                                                                                                                                                                              • uctl demo exec
                                                                                                                                                                              • uctl demo reload
                                                                                                                                                                              • uctl demo start
                                                                                                                                                                              • uctl demo status
                                                                                                                                                                              • uctl demo teardown
                                                                                                                                                                            • uctl get
                                                                                                                                                                              • uctl get app
                                                                                                                                                                              • uctl get cluster
                                                                                                                                                                              • uctl get cluster-pool-attributes
                                                                                                                                                                              • uctl get cluster-resource-attribute
                                                                                                                                                                              • uctl get clusterconfig
                                                                                                                                                                              • uctl get clusterconfigs
                                                                                                                                                                              • uctl get clusterpool
                                                                                                                                                                              • uctl get clusterpoolconfig
                                                                                                                                                                              • uctl get clusterswithconfig
                                                                                                                                                                              • uctl get echo
                                                                                                                                                                              • uctl get execution
                                                                                                                                                                              • uctl get execution-cluster-label
                                                                                                                                                                              • uctl get execution-queue-attribute
                                                                                                                                                                              • uctl get executionoperation
                                                                                                                                                                              • uctl get identityassignment
                                                                                                                                                                              • uctl get launchplan
                                                                                                                                                                              • uctl get plugin-override
                                                                                                                                                                              • uctl get policy
                                                                                                                                                                              • uctl get project
                                                                                                                                                                              • uctl get role
                                                                                                                                                                              • uctl get task
                                                                                                                                                                              • uctl get task-resource-attribute
                                                                                                                                                                              • uctl get workflow
                                                                                                                                                                              • uctl get workflow-execution-config
                                                                                                                                                                            • uctl register
                                                                                                                                                                              • uctl register examples
                                                                                                                                                                              • uctl register files
                                                                                                                                                                            • uctl update
                                                                                                                                                                              • uctl update cluster-pool-attributes
                                                                                                                                                                              • uctl update cluster-resource-attribute
                                                                                                                                                                              • uctl update execution
                                                                                                                                                                              • uctl update execution-cluster-label
                                                                                                                                                                              • uctl update execution-queue-attribute
                                                                                                                                                                              • uctl update launchplan
                                                                                                                                                                              • uctl update launchplan-meta
                                                                                                                                                                              • uctl update plugin-override
                                                                                                                                                                              • uctl update project
                                                                                                                                                                              • uctl update task-meta
                                                                                                                                                                              • uctl update task-resource-attribute
                                                                                                                                                                              • uctl update workflow-execution-config
                                                                                                                                                                              • uctl update workflow-meta
                                                                                                                                                                          Union.ai
                                                                                                                                                                          Reference
                                                                                                                                                                          Integrations
                                                                                                                                                                          Ray
                                                                                                                                                                          Packages
                                                                                                                                                                          flyteplugins.ray
                                                                                                                                                                          2.3.2

                                                                                                                                                                          flyteplugins.ray

                                                                                                                                                                          Directory

                                                                                                                                                                          Classes

                                                                                                                                                                          Class Description
                                                                                                                                                                          HeadNodeConfig
                                                                                                                                                                          RayJobConfig
                                                                                                                                                                          WorkerNodeConfig
                                                                                                                                                                          LLM-optimized
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