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  • User guide
    • Overview
    • Quickstart
    • Core concepts
      • TaskEnvironment
      • Tasks
      • Runs and actions
      • Apps
      • Projects and domains
      • Key capabilities
    • Run modes
      • Running locally
      • Running on the devbox
      • Running on a remote cluster
    • Basic project
    • Advanced project
      • Resilient generation
      • Agentic refinement
      • Parallel outputs
      • Serving app
    • 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
      • Links
      • Reports
      • Notebooks
      • Remote tasks
      • Error handling
      • Traces
      • Grouping actions
      • Fanout
      • Controlling parallel execution
      • Human-in-the-loop
      • Unit Testing Tasks
      • Other features
    • Run and deploy tasks
      • How task run works
      • Interact with runs and actions
      • Work with local data
      • Run command options
      • How task deployment works
      • Deploy command options
      • Packaging
      • Running Tasks via Webhooks
      • Deployment patterns
      • Run context
      • Entrypoint tasks
      • Run a Python script
    • Project patterns
      • Bring your own image (BYOI)
      • Monorepo with uv
      • CI/CD deployments
    • Scale your runs
      • Data flow
      • Life of a run
      • Scale your workflows
      • Batch inference
    • 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
      • App usage patterns
      • Secret-based authentication
      • 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
    • 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.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.internal.validate.validate.validate_pb2
                                                                                    • flyteplugins.union.remote
                                                                                      • ApiKey
                                                                                      • Assignment
                                                                                      • Cluster
                                                                                      • Member
                                                                                      • Policy
                                                                                      • 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
                                                                                                                • Security architecture
                                                                                                                • Data protection
                                                                                                                • Identity and access management
                                                                                                                • Secrets management
                                                                                                                • Infrastructure security
                                                                                                                • Logging, monitoring, and audit
                                                                                                                • Compliance and certifications
                                                                                                                • Workflow execution security
                                                                                                                • Multi-cloud and region support
                                                                                                                • Organizational and physical security practices
                                                                                                                • Compute and control plane components
                                                                                                                • Vulnerability and risk management
                                                                                                                • BYOC deployment differences
                                                                                                                • Data residency summary
                                                                                                                • Presigned URL data types
                                                                                                                • Kubernetes RBAC: Control plane
                                                                                                                • Kubernetes RBAC: Data plane
                                                                                                                • AWS IAM roles
                                                                                                              • 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.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.internal.validate.validate.validate_pb2
                                                                                                                                                                        • flyteplugins.union.remote
                                                                                                                                                                          • ApiKey
                                                                                                                                                                          • Assignment
                                                                                                                                                                          • Cluster
                                                                                                                                                                          • Member
                                                                                                                                                                          • Policy
                                                                                                                                                                          • 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
                                                                                                                                                                      Papermill
                                                                                                                                                                      Packages
                                                                                                                                                                      2.2.2

                                                                                                                                                                      Packages

                                                                                                                                                                      Package Description
                                                                                                                                                                      flyteplugins.papermill
                                                                                                                                                                      LLM-optimized
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