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  • User guide
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      • Core concepts
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        • Consuming a message queue
        • Controlling parallel execution
        • Streaming map-reduce
        • Structured concurrency with anyio
        • Task dependencies and ordering
        • External conditions
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      • Run and deploy tasks
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        • Build a custom CLI
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        • Deployment patterns
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    • Apps
      • Configure apps
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        • How app serving works
        • How app custom domains work
        • How app deployment works
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    • Agents
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    • Scale your runs
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      • Life of a run
      • Scale your workflows
      • Batch inference
    • Advanced project
      • Resilient generation
      • Agentic refinement
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      • Serving app
    • Migration
      • From Flyte 1 to 2
        • Migration Overview
        • Tasks and workflows
        • Task configuration
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        • Control flow
        • Parallelism and fan-out
        • Data types and I/O
        • ML workloads
        • New in Flyte 2
        • Union features
        • Hybrid v1 and v2 pipelines
        • Gotchas and caveats
      • From Airflow to Flyte
        • Part 1: vanilla operators
  • Tutorials
    • Biotech & healthcare
      • Genomic alignment
        • Brain tumor MRI classification
          • Cross-species gene comparison
            • Genomic variant effect prediction
              • Drug molecule screening agent
              • Geospatial
                • GPU-accelerated climate modeling
                  • Satellite image classification
                  • Financial services & fintech
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                      • Fraud detection with Feast
                        • Financial research agent
                        • Frontier AI
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                          • Computer vision
                            • Fine-tuning a VLM
                              • Multimodal retrieval evaluation
                                • RT-DETR object detection
                                • Agents
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                                    • Parallelized autoresearch agent
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                                                  • Compliance monitoring agent
                                                    • Field data enrichment agent
                                                      • Support resolution agent
                                                        • Code mode analytics agent
                                                        • Context engineering
                                                          • Text-to-SQL prompt optimization
                                                            • Automatic prompt engineering
                                                            • Model training
                                                              • LLM fine-tuning with LoRA and QLoRA
                                                                • BERT emotion classification
                                                                  • Hyperparameter optimization
                                                                  • Data processing
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                                                                    • Reinforcement learning
                                                                      • RL for LLMs with GRPO and LoRA
                                                                      • Inference
                                                                        • Voice customer-service agent
                                                                      • Reference
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                                                                        • Flyte CLI
                                                                        • Flyte SDK
                                                                          • flyte
                                                                            • AppHandle
                                                                            • AsyncFunctionTaskTemplate
                                                                            • Backoff
                                                                            • BaseCheckpoint
                                                                            • Cache
                                                                            • CachePolicy
                                                                            • Checkpoint
                                                                            • ConditionWebhook
                                                                            • Cron
                                                                            • Device
                                                                            • Environment
                                                                            • FixedRate
                                                                            • Image
                                                                            • ImageBuild
                                                                            • Link
                                                                            • PodTemplate
                                                                            • Resources
                                                                            • RetryStrategy
                                                                            • ReusePolicy
                                                                            • Secret
                                                                            • TaskEnvironment
                                                                            • TaskTemplate
                                                                            • Timeout
                                                                            • Trigger
                                                                          • flyte.ai.agents
                                                                            • AccessDenied
                                                                            • Agent
                                                                            • AgentEvent
                                                                            • AgentProtocol
                                                                            • AgentResult
                                                                            • AgentTool
                                                                            • ConcurrencyError
                                                                            • LLMMessage
                                                                            • MCPServerSpec
                                                                            • MemoryMeta
                                                                            • MemoryStore
                                                                            • MemoryStoreError
                                                                            • ToolFn
                                                                          • flyte.ai.agents.agent
                                                                            • Agent
                                                                            • AgentEvent
                                                                          • flyte.ai.agents.memory
                                                                            • AccessDenied
                                                                            • ConcurrencyError
                                                                            • MemoryMeta
                                                                            • MemoryStore
                                                                            • MemoryStoreError
                                                                          • flyte.ai.agents.protocol
                                                                            • AgentProtocol
                                                                            • AgentResult
                                                                          • flyte.ai.chat
                                                                            • AgentChatAppEnvironment
                                                                            • CustomTheme
                                                                          • flyte.ai.chat.app
                                                                            • AgentChatAppEnvironment
                                                                            • CustomTheme
                                                                          • flyte.ai.mcp
                                                                            • FlyteMCPAppEnvironment
                                                                            • MCPAppEnvironment
                                                                          • flyte.app
                                                                            • AppEndpoint
                                                                            • AppEnvironment
                                                                            • ConnectorEnvironment
                                                                            • DeployedAppEnvironment
                                                                            • Domain
                                                                            • Link
                                                                            • Parameter
                                                                            • Port
                                                                            • RunOutput
                                                                            • Scaling
                                                                            • Timeouts
                                                                          • flyte.app.extras
                                                                            • FastAPIAppEnvironment
                                                                            • FastAPIPassthroughAuthMiddleware
                                                                            • FlyteWebhookAppEnvironment
                                                                          • flyte.clustered
                                                                            • ClusteredTaskEnvironment
                                                                            • ClusteredTaskTemplate
                                                                            • ClusterFailurePolicy
                                                                            • TorchRun
                                                                          • flyte.config
                                                                            • Config
                                                                          • flyte.connectors
                                                                            • AsyncConnector
                                                                            • AsyncConnectorExecutorMixin
                                                                            • ConnectorRegistry
                                                                            • ConnectorService
                                                                            • Resource
                                                                            • ResourceMeta
                                                                          • flyte.connectors.utils
                                                                            • flyte.durable
                                                                              • flyte.errors
                                                                                • ActionAbortedError
                                                                                • ActionNotFoundError
                                                                                • BaseRuntimeError
                                                                                • CodeBundleError
                                                                                • ConditionAlreadyExistsError
                                                                                • ConditionFailedError
                                                                                • ConditionNotFoundError
                                                                                • ConditionTimedoutError
                                                                                • CustomError
                                                                                • DeploymentError
                                                                                • ImageBuildError
                                                                                • ImagePullBackOffError
                                                                                • InitializationError
                                                                                • InlineIOMaxBytesBreached
                                                                                • InvalidImageNameError
                                                                                • InvalidPackageError
                                                                                • LogsNotYetAvailableError
                                                                                • ModuleLoadError
                                                                                • NonRecoverableError
                                                                                • NotInTaskContextError
                                                                                • OnlyAsyncIOSupportedError
                                                                                • OOMError
                                                                                • ParameterMaterializationError
                                                                                • PrimaryContainerNotFoundError
                                                                                • RemoteTaskNotFoundError
                                                                                • RemoteTaskUsageError
                                                                                • RestrictedTypeError
                                                                                • RetriesExhaustedError
                                                                                • RuntimeDataValidationError
                                                                                • RuntimeSystemError
                                                                                • RuntimeUnknownError
                                                                                • RuntimeUserError
                                                                                • SlowDownError
                                                                                • TaskInterruptedError
                                                                                • TaskTimeoutError
                                                                                • TraceDoesNotAllowNestedTasksError
                                                                                • UnionRpcError
                                                                              • flyte.extend
                                                                                • AsyncFunctionTaskTemplate
                                                                                • ImageBuildEngine
                                                                                • ImageBuilder
                                                                                • ImageChecker
                                                                                • TaskTemplate
                                                                              • flyte.extras
                                                                                • BatchStats
                                                                                • ContainerTask
                                                                                • CostEstimator
                                                                                • DynamicBatcher
                                                                                • Prompt
                                                                                • Sleep
                                                                                • SleepTask
                                                                                • TokenBatcher
                                                                                • TokenEstimator
                                                                              • flyte.extras.shell
                                                                                • FlagSpec
                                                                                • Glob
                                                                                • Stderr
                                                                                • Stdout
                                                                              • flyte.git
                                                                                • GitStatus
                                                                              • flyte.io
                                                                                • DataFrame
                                                                                • Dir
                                                                                • EmptyDir
                                                                                • File
                                                                                • HashFunction
                                                                              • flyte.io.extend
                                                                                • DataFrameDecoder
                                                                                • DataFrameEncoder
                                                                                • DataFrameTransformerEngine
                                                                              • flyte.models
                                                                                • ActionID
                                                                                • ActionPhase
                                                                                • CheckpointPaths
                                                                                • CodeBundle
                                                                                • GroupData
                                                                                • NativeInterface
                                                                                • PathRewrite
                                                                                • RawDataPath
                                                                                • SerializationContext
                                                                                • TaskContext
                                                                              • flyte.notify
                                                                                • Email
                                                                                • NamedDelivery
                                                                                • NamedRule
                                                                                • Notification
                                                                                • Slack
                                                                                • Teams
                                                                                • Webhook
                                                                              • flyte.prefetch
                                                                                • HuggingFaceModelInfo
                                                                                • ShardConfig
                                                                                • StoredModelInfo
                                                                                • VLLMShardArgs
                                                                              • flyte.remote
                                                                                • Action
                                                                                • ActionDetails
                                                                                • ActionInputs
                                                                                • ActionOutputs
                                                                                • App
                                                                                • Condition
                                                                                • Project
                                                                                • Run
                                                                                • RunDetails
                                                                                • Secret
                                                                                • Settings
                                                                                • Task
                                                                                • TaskDetails
                                                                                • TimeFilter
                                                                                • Trigger
                                                                                • User
                                                                              • flyte.report
                                                                                • Report
                                                                                • Timeline
                                                                              • flyte.sandbox
                                                                                • CodeTaskTemplate
                                                                                • ImageConfig
                                                                                • SandboxedConfig
                                                                                • SandboxedTaskTemplate
                                                                              • flyte.storage
                                                                                • ABFS
                                                                                • GCS
                                                                                • S3
                                                                                • Storage
                                                                              • flyte.syncify
                                                                                • Syncify
                                                                              • flyte.types
                                                                                • FlytePickle
                                                                                • Renderable
                                                                                • TypeEngine
                                                                                • TypeTransformer
                                                                                • TypeTransformerFailedError
                                                                            • Flyte agent plugins
                                                                            • Union plugin
                                                                              • Integrations
                                                                                • Anthropic
                                                                                  • Agent
                                                                                • BigQuery
                                                                                  • BigQueryConfig
                                                                                  • BigQueryConnector
                                                                                  • BigQueryTask
                                                                                • Code generation
                                                                                  • AutoCoderAgent
                                                                                  • CodeGenEvalResult
                                                                                  • CodePlan
                                                                                  • CodeSolution
                                                                                  • ErrorDiagnosis
                                                                                  • ImageConfig
                                                                                • Dask
                                                                                  • Dask
                                                                                  • Scheduler
                                                                                  • WorkerGroup
                                                                                • Databricks
                                                                                  • Databricks
                                                                                  • DatabricksConnector
                                                                                • Gemini
                                                                                  • Agent
                                                                                • Hydra
                                                                                  • JSONL
                                                                                    • JsonlDir
                                                                                    • JsonlFile
                                                                                  • MLflow
                                                                                    • Mlflow
                                                                                  • OmegaConf
                                                                                    • OpenAI
                                                                                      • Papermill
                                                                                        • NotebookTask
                                                                                      • Polars
                                                                                        • ParquetToPolarsDecodingHandler
                                                                                        • ParquetToPolarsLazyFrameDecodingHandler
                                                                                        • PolarsLazyFrameToParquetEncodingHandler
                                                                                        • PolarsToParquetEncodingHandler
                                                                                      • PyTorch
                                                                                        • Elastic
                                                                                      • Ray
                                                                                        • HeadNodeConfig
                                                                                        • RayJobConfig
                                                                                        • WorkerNodeConfig
                                                                                      • SGLang
                                                                                        • SGLangAppEnvironment
                                                                                      • Snowflake
                                                                                        • Snowflake
                                                                                        • SnowflakeConfig
                                                                                        • SnowflakeConnector
                                                                                      • Spark
                                                                                        • ParquetToSparkDecoder
                                                                                        • Spark
                                                                                        • SparkToParquetEncoder
                                                                                      • vLLM
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                                                                                                                        • 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
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                                                                                                                          • Prepare infrastructure
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                                                                                                                        • 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
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                                                                                                                          • Prepare infrastructure
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                                                                                                                        • Configuration
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                                                                                                                      • Manage Union through Terraform
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                                                                                                                      Documentation navigation for Union including user guides, tutorials, API references, and integration examples
                                                                                                                      • User guide
                                                                                                                        • Get started
                                                                                                                          • Quickstart
                                                                                                                          • Core concepts
                                                                                                                            • TaskEnvironment
                                                                                                                            • Tasks
                                                                                                                            • Runs and actions
                                                                                                                            • Where your data lives
                                                                                                                            • Apps
                                                                                                                            • Projects and domains
                                                                                                                            • Key capabilities
                                                                                                                            • Settings
                                                                                                                            • Basic project
                                                                                                                            • Leases
                                                                                                                          • Run modes
                                                                                                                            • Run locally in Python
                                                                                                                            • Run locally on the devbox
                                                                                                                            • Run on a remote cluster
                                                                                                                        • Tasks
                                                                                                                          • Configure tasks
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                                                                                                                            • Secrets
                                                                                                                            • Caching
                                                                                                                            • Reusable containers
                                                                                                                            • Pod templates
                                                                                                                            • Multiple environments
                                                                                                                            • Retries and timeouts
                                                                                                                            • Triggers
                                                                                                                            • Interruptible tasks
                                                                                                                            • Queues
                                                                                                                            • Task plugins
                                                                                                                            • Additional task settings
                                                                                                                            • Logging
                                                                                                                            • Overrides
                                                                                                                          • Build tasks
                                                                                                                            • Files and directories
                                                                                                                            • Volumes
                                                                                                                            • Data classes and structures
                                                                                                                            • DataFrames
                                                                                                                            • Custom types
                                                                                                                            • Custom context
                                                                                                                            • Abort and cancel actions
                                                                                                                            • Raw Container Tasks
                                                                                                                            • Links
                                                                                                                            • Reports
                                                                                                                            • Notebooks
                                                                                                                            • Remote tasks
                                                                                                                            • Error handling
                                                                                                                            • Traces
                                                                                                                            • Intra-task checkpoints
                                                                                                                            • Grouping actions
                                                                                                                            • Fanout
                                                                                                                            • Mapping over inputs
                                                                                                                            • Consuming a message queue
                                                                                                                            • Controlling parallel execution
                                                                                                                            • Streaming map-reduce
                                                                                                                            • Structured concurrency with anyio
                                                                                                                            • Task dependencies and ordering
                                                                                                                            • External conditions
                                                                                                                            • Unit Testing Tasks
                                                                                                                            • Higher-order functions
                                                                                                                            • Other features
                                                                                                                          • Run and deploy tasks
                                                                                                                            • How task run works
                                                                                                                            • Interact with runs and actions
                                                                                                                            • View logs
                                                                                                                            • Work with local data
                                                                                                                            • Run command options
                                                                                                                            • Build a custom CLI
                                                                                                                            • How task deployment works
                                                                                                                            • Deploy command options
                                                                                                                            • Packaging
                                                                                                                            • Running Tasks via Webhooks
                                                                                                                            • Deployment patterns
                                                                                                                            • Run context
                                                                                                                            • Entrypoint tasks
                                                                                                                            • Run a Python script
                                                                                                                            • Run with notifications
                                                                                                                            • Rerun a run
                                                                                                                            • Debug a run
                                                                                                                        • Apps
                                                                                                                          • Configure apps
                                                                                                                            • App environments
                                                                                                                            • Including additional files
                                                                                                                            • Passing parameters into app environments
                                                                                                                            • Autoscaling apps
                                                                                                                            • Apps depending on other environments
                                                                                                                          • Build apps
                                                                                                                            • Single-script apps
                                                                                                                            • Multi-script apps
                                                                                                                            • Serving graphs
                                                                                                                            • Hybrid app-task graphs
                                                                                                                            • WebSocket apps
                                                                                                                            • Browser apps
                                                                                                                            • Secret-based authentication
                                                                                                                            • Connector app
                                                                                                                          • Native app integrations
                                                                                                                            • Streamlit app
                                                                                                                            • FastAPI app
                                                                                                                            • vLLM app
                                                                                                                            • SGLang app
                                                                                                                            • Ollama 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
                                                                                                                        • Agents
                                                                                                                          • Build an agent
                                                                                                                            • Pure Python agents
                                                                                                                            • Flyte-native agents
                                                                                                                            • Bring your own framework
                                                                                                                            • Agent memory
                                                                                                                            • Agent chat UI
                                                                                                                            • Deploy an agent as a service
                                                                                                                          • Build an MCP
                                                                                                                            • User-defined MCP server
                                                                                                                            • Flyte MCP server
                                                                                                                          • Sandboxing
                                                                                                                            • Workflow sandboxing
                                                                                                                            • Programmatic tool calling for agents
                                                                                                                            • Code sandboxing
                                                                                                                        • Authenticating
                                                                                                                        • User management
                                                                                                                        • Cluster and workload management
                                                                                                                          • Cluster pools
                                                                                                                          • Clusters
                                                                                                                          • Managing queues
                                                                                                                        • Project patterns
                                                                                                                          • Bring your own image (BYOI)
                                                                                                                          • Monorepo with uv
                                                                                                                          • CI/CD deployments
                                                                                                                          • Resource management and multi-team scaling
                                                                                                                        • Scale your runs
                                                                                                                          • Data flow
                                                                                                                          • Life of a run
                                                                                                                          • Scale your workflows
                                                                                                                          • Batch inference
                                                                                                                        • Advanced project
                                                                                                                          • Resilient generation
                                                                                                                          • Agentic refinement
                                                                                                                          • Parallel outputs
                                                                                                                          • Serving app
                                                                                                                        • Migration
                                                                                                                          • From Flyte 1 to 2
                                                                                                                            • Migration Overview
                                                                                                                            • Tasks and workflows
                                                                                                                            • Task configuration
                                                                                                                            • CLI and configuration
                                                                                                                            • Control flow
                                                                                                                            • Parallelism and fan-out
                                                                                                                            • Data types and I/O
                                                                                                                            • ML workloads
                                                                                                                            • New in Flyte 2
                                                                                                                            • Union features
                                                                                                                            • Hybrid v1 and v2 pipelines
                                                                                                                            • Gotchas and caveats
                                                                                                                          • From Airflow to Flyte
                                                                                                                            • Part 1: vanilla operators
                                                                                                                      • Tutorials
                                                                                                                        • Biotech & healthcare
                                                                                                                          • Genomic alignment
                                                                                                                            • Brain tumor MRI classification
                                                                                                                              • Cross-species gene comparison
                                                                                                                                • Genomic variant effect prediction
                                                                                                                                  • Drug molecule screening agent
                                                                                                                                  • Geospatial
                                                                                                                                    • GPU-accelerated climate modeling
                                                                                                                                      • Satellite image classification
                                                                                                                                      • Financial services & fintech
                                                                                                                                        • Multi-agent trading simulation
                                                                                                                                          • Fraud detection with Feast
                                                                                                                                            • Financial research agent
                                                                                                                                            • Frontier AI
                                                                                                                                              • Distributed LLM pretraining
                                                                                                                                              • Computer vision
                                                                                                                                                • Fine-tuning a VLM
                                                                                                                                                  • Multimodal retrieval evaluation
                                                                                                                                                    • RT-DETR object detection
                                                                                                                                                    • Agents
                                                                                                                                                      • Autoresearch agent
                                                                                                                                                        • Parallelized autoresearch agent
                                                                                                                                                          • AutoSec researcher agent
                                                                                                                                                            • Coding agent
                                                                                                                                                              • Competitive intelligence agent
                                                                                                                                                                • Deep research
                                                                                                                                                                  • LangGraph research agent
                                                                                                                                                                    • MLE bot
                                                                                                                                                                      • Compliance monitoring agent
                                                                                                                                                                        • Field data enrichment agent
                                                                                                                                                                          • Support resolution agent
                                                                                                                                                                            • Code mode analytics agent
                                                                                                                                                                            • Context engineering
                                                                                                                                                                              • Text-to-SQL prompt optimization
                                                                                                                                                                                • Automatic prompt engineering
                                                                                                                                                                                • Model training
                                                                                                                                                                                  • LLM fine-tuning with LoRA and QLoRA
                                                                                                                                                                                    • BERT emotion classification
                                                                                                                                                                                      • Hyperparameter optimization
                                                                                                                                                                                      • Data processing
                                                                                                                                                                                        • Batching strategies
                                                                                                                                                                                        • Reinforcement learning
                                                                                                                                                                                          • RL for LLMs with GRPO and LoRA
                                                                                                                                                                                          • Inference
                                                                                                                                                                                            • Voice customer-service agent
                                                                                                                                                                                          • Reference
                                                                                                                                                                                            • LLM-optimized documentation
                                                                                                                                                                                            • Flyte CLI
                                                                                                                                                                                            • Flyte SDK
                                                                                                                                                                                              • flyte
                                                                                                                                                                                                • AppHandle
                                                                                                                                                                                                • AsyncFunctionTaskTemplate
                                                                                                                                                                                                • Backoff
                                                                                                                                                                                                • BaseCheckpoint
                                                                                                                                                                                                • Cache
                                                                                                                                                                                                • CachePolicy
                                                                                                                                                                                                • Checkpoint
                                                                                                                                                                                                • ConditionWebhook
                                                                                                                                                                                                • Cron
                                                                                                                                                                                                • Device
                                                                                                                                                                                                • Environment
                                                                                                                                                                                                • FixedRate
                                                                                                                                                                                                • Image
                                                                                                                                                                                                • ImageBuild
                                                                                                                                                                                                • Link
                                                                                                                                                                                                • PodTemplate
                                                                                                                                                                                                • Resources
                                                                                                                                                                                                • RetryStrategy
                                                                                                                                                                                                • ReusePolicy
                                                                                                                                                                                                • Secret
                                                                                                                                                                                                • TaskEnvironment
                                                                                                                                                                                                • TaskTemplate
                                                                                                                                                                                                • Timeout
                                                                                                                                                                                                • Trigger
                                                                                                                                                                                              • flyte.ai.agents
                                                                                                                                                                                                • AccessDenied
                                                                                                                                                                                                • Agent
                                                                                                                                                                                                • AgentEvent
                                                                                                                                                                                                • AgentProtocol
                                                                                                                                                                                                • AgentResult
                                                                                                                                                                                                • AgentTool
                                                                                                                                                                                                • ConcurrencyError
                                                                                                                                                                                                • LLMMessage
                                                                                                                                                                                                • MCPServerSpec
                                                                                                                                                                                                • MemoryMeta
                                                                                                                                                                                                • MemoryStore
                                                                                                                                                                                                • MemoryStoreError
                                                                                                                                                                                                • ToolFn
                                                                                                                                                                                              • flyte.ai.agents.agent
                                                                                                                                                                                                • Agent
                                                                                                                                                                                                • AgentEvent
                                                                                                                                                                                              • flyte.ai.agents.memory
                                                                                                                                                                                                • AccessDenied
                                                                                                                                                                                                • ConcurrencyError
                                                                                                                                                                                                • MemoryMeta
                                                                                                                                                                                                • MemoryStore
                                                                                                                                                                                                • MemoryStoreError
                                                                                                                                                                                              • flyte.ai.agents.protocol
                                                                                                                                                                                                • AgentProtocol
                                                                                                                                                                                                • AgentResult
                                                                                                                                                                                              • flyte.ai.chat
                                                                                                                                                                                                • AgentChatAppEnvironment
                                                                                                                                                                                                • CustomTheme
                                                                                                                                                                                              • flyte.ai.chat.app
                                                                                                                                                                                                • AgentChatAppEnvironment
                                                                                                                                                                                                • CustomTheme
                                                                                                                                                                                              • flyte.ai.mcp
                                                                                                                                                                                                • FlyteMCPAppEnvironment
                                                                                                                                                                                                • MCPAppEnvironment
                                                                                                                                                                                              • flyte.app
                                                                                                                                                                                                • AppEndpoint
                                                                                                                                                                                                • AppEnvironment
                                                                                                                                                                                                • ConnectorEnvironment
                                                                                                                                                                                                • DeployedAppEnvironment
                                                                                                                                                                                                • Domain
                                                                                                                                                                                                • Link
                                                                                                                                                                                                • Parameter
                                                                                                                                                                                                • Port
                                                                                                                                                                                                • RunOutput
                                                                                                                                                                                                • Scaling
                                                                                                                                                                                                • Timeouts
                                                                                                                                                                                              • flyte.app.extras
                                                                                                                                                                                                • FastAPIAppEnvironment
                                                                                                                                                                                                • FastAPIPassthroughAuthMiddleware
                                                                                                                                                                                                • FlyteWebhookAppEnvironment
                                                                                                                                                                                              • flyte.clustered
                                                                                                                                                                                                • ClusteredTaskEnvironment
                                                                                                                                                                                                • ClusteredTaskTemplate
                                                                                                                                                                                                • ClusterFailurePolicy
                                                                                                                                                                                                • TorchRun
                                                                                                                                                                                              • flyte.config
                                                                                                                                                                                                • Config
                                                                                                                                                                                              • flyte.connectors
                                                                                                                                                                                                • AsyncConnector
                                                                                                                                                                                                • AsyncConnectorExecutorMixin
                                                                                                                                                                                                • ConnectorRegistry
                                                                                                                                                                                                • ConnectorService
                                                                                                                                                                                                • Resource
                                                                                                                                                                                                • ResourceMeta
                                                                                                                                                                                              • flyte.connectors.utils
                                                                                                                                                                                                • flyte.durable
                                                                                                                                                                                                  • flyte.errors
                                                                                                                                                                                                    • ActionAbortedError
                                                                                                                                                                                                    • ActionNotFoundError
                                                                                                                                                                                                    • BaseRuntimeError
                                                                                                                                                                                                    • CodeBundleError
                                                                                                                                                                                                    • ConditionAlreadyExistsError
                                                                                                                                                                                                    • ConditionFailedError
                                                                                                                                                                                                    • ConditionNotFoundError
                                                                                                                                                                                                    • ConditionTimedoutError
                                                                                                                                                                                                    • CustomError
                                                                                                                                                                                                    • DeploymentError
                                                                                                                                                                                                    • ImageBuildError
                                                                                                                                                                                                    • ImagePullBackOffError
                                                                                                                                                                                                    • InitializationError
                                                                                                                                                                                                    • InlineIOMaxBytesBreached
                                                                                                                                                                                                    • InvalidImageNameError
                                                                                                                                                                                                    • InvalidPackageError
                                                                                                                                                                                                    • LogsNotYetAvailableError
                                                                                                                                                                                                    • ModuleLoadError
                                                                                                                                                                                                    • NonRecoverableError
                                                                                                                                                                                                    • NotInTaskContextError
                                                                                                                                                                                                    • OnlyAsyncIOSupportedError
                                                                                                                                                                                                    • OOMError
                                                                                                                                                                                                    • ParameterMaterializationError
                                                                                                                                                                                                    • PrimaryContainerNotFoundError
                                                                                                                                                                                                    • RemoteTaskNotFoundError
                                                                                                                                                                                                    • RemoteTaskUsageError
                                                                                                                                                                                                    • RestrictedTypeError
                                                                                                                                                                                                    • RetriesExhaustedError
                                                                                                                                                                                                    • RuntimeDataValidationError
                                                                                                                                                                                                    • RuntimeSystemError
                                                                                                                                                                                                    • RuntimeUnknownError
                                                                                                                                                                                                    • RuntimeUserError
                                                                                                                                                                                                    • SlowDownError
                                                                                                                                                                                                    • TaskInterruptedError
                                                                                                                                                                                                    • TaskTimeoutError
                                                                                                                                                                                                    • TraceDoesNotAllowNestedTasksError
                                                                                                                                                                                                    • UnionRpcError
                                                                                                                                                                                                  • flyte.extend
                                                                                                                                                                                                    • AsyncFunctionTaskTemplate
                                                                                                                                                                                                    • ImageBuildEngine
                                                                                                                                                                                                    • ImageBuilder
                                                                                                                                                                                                    • ImageChecker
                                                                                                                                                                                                    • TaskTemplate
                                                                                                                                                                                                  • flyte.extras
                                                                                                                                                                                                    • BatchStats
                                                                                                                                                                                                    • ContainerTask
                                                                                                                                                                                                    • CostEstimator
                                                                                                                                                                                                    • DynamicBatcher
                                                                                                                                                                                                    • Prompt
                                                                                                                                                                                                    • Sleep
                                                                                                                                                                                                    • SleepTask
                                                                                                                                                                                                    • TokenBatcher
                                                                                                                                                                                                    • TokenEstimator
                                                                                                                                                                                                  • flyte.extras.shell
                                                                                                                                                                                                    • FlagSpec
                                                                                                                                                                                                    • Glob
                                                                                                                                                                                                    • Stderr
                                                                                                                                                                                                    • Stdout
                                                                                                                                                                                                  • flyte.git
                                                                                                                                                                                                    • GitStatus
                                                                                                                                                                                                  • flyte.io
                                                                                                                                                                                                    • DataFrame
                                                                                                                                                                                                    • Dir
                                                                                                                                                                                                    • EmptyDir
                                                                                                                                                                                                    • File
                                                                                                                                                                                                    • HashFunction
                                                                                                                                                                                                  • flyte.io.extend
                                                                                                                                                                                                    • DataFrameDecoder
                                                                                                                                                                                                    • DataFrameEncoder
                                                                                                                                                                                                    • DataFrameTransformerEngine
                                                                                                                                                                                                  • flyte.models
                                                                                                                                                                                                    • ActionID
                                                                                                                                                                                                    • ActionPhase
                                                                                                                                                                                                    • CheckpointPaths
                                                                                                                                                                                                    • CodeBundle
                                                                                                                                                                                                    • GroupData
                                                                                                                                                                                                    • NativeInterface
                                                                                                                                                                                                    • PathRewrite
                                                                                                                                                                                                    • RawDataPath
                                                                                                                                                                                                    • SerializationContext
                                                                                                                                                                                                    • TaskContext
                                                                                                                                                                                                  • flyte.notify
                                                                                                                                                                                                    • Email
                                                                                                                                                                                                    • NamedDelivery
                                                                                                                                                                                                    • NamedRule
                                                                                                                                                                                                    • Notification
                                                                                                                                                                                                    • Slack
                                                                                                                                                                                                    • Teams
                                                                                                                                                                                                    • Webhook
                                                                                                                                                                                                  • flyte.prefetch
                                                                                                                                                                                                    • HuggingFaceModelInfo
                                                                                                                                                                                                    • ShardConfig
                                                                                                                                                                                                    • StoredModelInfo
                                                                                                                                                                                                    • VLLMShardArgs
                                                                                                                                                                                                  • flyte.remote
                                                                                                                                                                                                    • Action
                                                                                                                                                                                                    • ActionDetails
                                                                                                                                                                                                    • ActionInputs
                                                                                                                                                                                                    • ActionOutputs
                                                                                                                                                                                                    • App
                                                                                                                                                                                                    • Condition
                                                                                                                                                                                                    • Project
                                                                                                                                                                                                    • Run
                                                                                                                                                                                                    • RunDetails
                                                                                                                                                                                                    • Secret
                                                                                                                                                                                                    • Settings
                                                                                                                                                                                                    • Task
                                                                                                                                                                                                    • TaskDetails
                                                                                                                                                                                                    • TimeFilter
                                                                                                                                                                                                    • Trigger
                                                                                                                                                                                                    • User
                                                                                                                                                                                                  • flyte.report
                                                                                                                                                                                                    • Report
                                                                                                                                                                                                    • Timeline
                                                                                                                                                                                                  • flyte.sandbox
                                                                                                                                                                                                    • CodeTaskTemplate
                                                                                                                                                                                                    • ImageConfig
                                                                                                                                                                                                    • SandboxedConfig
                                                                                                                                                                                                    • SandboxedTaskTemplate
                                                                                                                                                                                                  • flyte.storage
                                                                                                                                                                                                    • ABFS
                                                                                                                                                                                                    • GCS
                                                                                                                                                                                                    • S3
                                                                                                                                                                                                    • Storage
                                                                                                                                                                                                  • flyte.syncify
                                                                                                                                                                                                    • Syncify
                                                                                                                                                                                                  • flyte.types
                                                                                                                                                                                                    • FlytePickle
                                                                                                                                                                                                    • Renderable
                                                                                                                                                                                                    • TypeEngine
                                                                                                                                                                                                    • TypeTransformer
                                                                                                                                                                                                    • TypeTransformerFailedError
                                                                                                                                                                                                • Flyte agent plugins
                                                                                                                                                                                                • Union plugin
                                                                                                                                                                                                  • Integrations
                                                                                                                                                                                                    • Anthropic
                                                                                                                                                                                                      • Agent
                                                                                                                                                                                                    • BigQuery
                                                                                                                                                                                                      • BigQueryConfig
                                                                                                                                                                                                      • BigQueryConnector
                                                                                                                                                                                                      • BigQueryTask
                                                                                                                                                                                                    • Code generation
                                                                                                                                                                                                      • AutoCoderAgent
                                                                                                                                                                                                      • CodeGenEvalResult
                                                                                                                                                                                                      • CodePlan
                                                                                                                                                                                                      • CodeSolution
                                                                                                                                                                                                      • ErrorDiagnosis
                                                                                                                                                                                                      • ImageConfig
                                                                                                                                                                                                    • Dask
                                                                                                                                                                                                      • Dask
                                                                                                                                                                                                      • Scheduler
                                                                                                                                                                                                      • WorkerGroup
                                                                                                                                                                                                    • Databricks
                                                                                                                                                                                                      • Databricks
                                                                                                                                                                                                      • DatabricksConnector
                                                                                                                                                                                                    • Gemini
                                                                                                                                                                                                      • Agent
                                                                                                                                                                                                    • Hydra
                                                                                                                                                                                                      • JSONL
                                                                                                                                                                                                        • JsonlDir
                                                                                                                                                                                                        • JsonlFile
                                                                                                                                                                                                      • MLflow
                                                                                                                                                                                                        • Mlflow
                                                                                                                                                                                                      • OmegaConf
                                                                                                                                                                                                        • OpenAI
                                                                                                                                                                                                          • Papermill
                                                                                                                                                                                                            • NotebookTask
                                                                                                                                                                                                          • Polars
                                                                                                                                                                                                            • ParquetToPolarsDecodingHandler
                                                                                                                                                                                                            • ParquetToPolarsLazyFrameDecodingHandler
                                                                                                                                                                                                            • PolarsLazyFrameToParquetEncodingHandler
                                                                                                                                                                                                            • PolarsToParquetEncodingHandler
                                                                                                                                                                                                          • PyTorch
                                                                                                                                                                                                            • Elastic
                                                                                                                                                                                                          • Ray
                                                                                                                                                                                                            • HeadNodeConfig
                                                                                                                                                                                                            • RayJobConfig
                                                                                                                                                                                                            • WorkerNodeConfig
                                                                                                                                                                                                          • SGLang
                                                                                                                                                                                                            • SGLangAppEnvironment
                                                                                                                                                                                                          • Snowflake
                                                                                                                                                                                                            • Snowflake
                                                                                                                                                                                                            • SnowflakeConfig
                                                                                                                                                                                                            • SnowflakeConnector
                                                                                                                                                                                                          • Spark
                                                                                                                                                                                                            • ParquetToSparkDecoder
                                                                                                                                                                                                            • Spark
                                                                                                                                                                                                            • SparkToParquetEncoder
                                                                                                                                                                                                          • vLLM
                                                                                                                                                                                                            • VLLMAppEnvironment
                                                                                                                                                                                                          • Weights & Biases
                                                                                                                                                                                                            • Wandb
                                                                                                                                                                                                            • WandbSweep
                                                                                                                                                                                                        • Uctl CLI
                                                                                                                                                                                                        • Integrations
                                                                                                                                                                                                          • Agent frameworks
                                                                                                                                                                                                            • How it works
                                                                                                                                                                                                            • OpenAI
                                                                                                                                                                                                            • Claude
                                                                                                                                                                                                            • Google ADK
                                                                                                                                                                                                            • Mistral
                                                                                                                                                                                                            • LangChain
                                                                                                                                                                                                            • LangGraph
                                                                                                                                                                                                            • Deep Agents
                                                                                                                                                                                                            • CrewAI
                                                                                                                                                                                                            • Pydantic AI
                                                                                                                                                                                                            • Hermes
                                                                                                                                                                                                          • BigQuery
                                                                                                                                                                                                            • Code generation
                                                                                                                                                                                                              • Dask
                                                                                                                                                                                                                • Databricks
                                                                                                                                                                                                                  • Hydra
                                                                                                                                                                                                                    • JSONL
                                                                                                                                                                                                                      • MLflow
                                                                                                                                                                                                                        • OmegaConf
                                                                                                                                                                                                                          • OpenTelemetry
                                                                                                                                                                                                                            • Pandera
                                                                                                                                                                                                                              • Papermill
                                                                                                                                                                                                                                • Polars
                                                                                                                                                                                                                                  • PyTorch
                                                                                                                                                                                                                                    • Ray
                                                                                                                                                                                                                                      • Snowflake
                                                                                                                                                                                                                                        • Spark
                                                                                                                                                                                                                                          • Weights & Biases
                                                                                                                                                                                                                                            • Experiments
                                                                                                                                                                                                                                            • Distributed training
                                                                                                                                                                                                                                            • Sweeps
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                                                                                                                                                                                                                                            • Data plane setup on AWS
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                                                                                                                                                                                                                                            • Enabling AWS resources
                                                                                                                                                                                                                                              • Enabling AWS S3
                                                                                                                                                                                                                                              • Enabling AWS ECR
                                                                                                                                                                                                                                              • Enabling AWS Secrets Manager
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                                                                                                                                                                                                                                              • 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
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                                                                                                                                                                                                                                            • Data plane setup on generic Kubernetes
                                                                                                                                                                                                                                              • Prepare infrastructure
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                                                                                                                                                                                                                                            • Data plane setup on AWS
                                                                                                                                                                                                                                              • Prepare infrastructure
                                                                                                                                                                                                                                              • Deploy the dataplane
                                                                                                                                                                                                                                            • Data plane setup on GCP
                                                                                                                                                                                                                                              • Prepare infrastructure
                                                                                                                                                                                                                                              • Deploy the dataplane
                                                                                                                                                                                                                                            • Data plane setup on Azure
                                                                                                                                                                                                                                              • Prepare infrastructure
                                                                                                                                                                                                                                              • Deploy the dataplane
                                                                                                                                                                                                                                            • Data plane setup on OCI
                                                                                                                                                                                                                                              • Prepare infrastructure
                                                                                                                                                                                                                                              • Deploy the dataplane
                                                                                                                                                                                                                                            • Data plane setup on CoreWeave
                                                                                                                                                                                                                                              • Prepare infrastructure
                                                                                                                                                                                                                                              • Deploy the dataplane
                                                                                                                                                                                                                                            • Data plane setup on Crusoe
                                                                                                                                                                                                                                              • Prepare infrastructure
                                                                                                                                                                                                                                              • Deploy the dataplane
                                                                                                                                                                                                                                            • Data plane setup on Nebius
                                                                                                                                                                                                                                              • Prepare infrastructure
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                                                                                                                                                                                                                                          Union.ai
                                                                                                                                                                                                                                          Reference
                                                                                                                                                                                                                                          Flyte SDK
                                                                                                                                                                                                                                          flyte.connectors
                                                                                                                                                                                                                                          2.5.16

                                                                                                                                                                                                                                          flyte.connectors

                                                                                                                                                                                                                                          Directory

                                                                                                                                                                                                                                          Classes

                                                                                                                                                                                                                                          Class Description
                                                                                                                                                                                                                                          AsyncConnector This is the base class for all async connectors, and it defines the interface that all connectors must implement.
                                                                                                                                                                                                                                          AsyncConnectorExecutorMixin This mixin class is used to run the connector task locally, and it’s only used for local execution.
                                                                                                                                                                                                                                          ConnectorRegistry This is the registry for all connectors.
                                                                                                                                                                                                                                          ConnectorService
                                                                                                                                                                                                                                          Resource This is the output resource of the job.
                                                                                                                                                                                                                                          ResourceMeta This is the metadata for the job.
                                                                                                                                                                                                                                          Docs: unionai/unionai-docs 2.5.16.3SDK: flyteorg/flyte-sdk 2.5.16 flyteplugins-union 0.5.2
                                                                                                                                                                                                                                          LLM-optimized
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