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  • User guide
    • Get started
      • Quickstart
      • Core concepts
        • TaskEnvironment
        • Tasks
        • Runs and actions
        • Where your data lives
        • Apps
        • Projects and domains
        • Key capabilities
        • Basic project
      • Run modes
        • Run locally in Python
        • Run on the Devbox
        • Run on a remote cluster
    • Tasks
      • Configure tasks
        • Container images
        • Resources
        • Secrets
        • Caching
        • Reusable containers
        • Pod templates
        • Multiple environments
        • Clustered task environment
        • Retries and timeouts
        • Triggers
        • Interruptible tasks
        • Task plugins
        • Additional task settings
        • Logging
        • Overrides
      • Build tasks
        • Files and directories
        • Data classes and structures
        • DataFrames
        • Custom types
        • Custom context
        • Abort and cancel actions
        • Raw Container Tasks
        • Links
        • Reports
        • Notebooks
        • Remote tasks
        • Error handling
        • Traces
        • 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
        • Deployment patterns
        • Run context
        • Entrypoint tasks
        • Run a Python script
        • Run with notifications
        • Rerun a run
        • Recover a failed 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
      • 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
    • Project patterns
      • Bring your own image (BYOI)
      • Monorepo with uv
      • CI/CD deployments
    • Scale your runs
      • Data flow
      • Life of a run
      • Scale your workflows
      • Batch inference
    • 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
        • Hybrid v1 and v2 pipelines
        • Gotchas and caveats
      • From Airflow to Flyte
        • Part 1: vanilla operators
      • From Slurm to Flyte
  • 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
                • Financial services & fintech
                  • Multi-agent trading simulation
                    • Fraud detection with Feast
                      • Financial research agent
                      • Frontier AI
                        • Distributed LLM pretraining
                          • Durable agentic RL with SkyRL and Harbor
                          • 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
                                                                • Reference
                                                                  • Flyte CLI
                                                                  • Flyte SDK
                                                                    • flyte
                                                                      • AppHandle
                                                                      • AsyncFunctionTaskTemplate
                                                                      • Backoff
                                                                      • BaseCheckpoint
                                                                      • Cache
                                                                      • CachePolicy
                                                                      • Checkpoint
                                                                      • ConditionWebhook
                                                                      • Cron
                                                                      • Device
                                                                      • Documentation
                                                                      • Environment
                                                                      • FixedRate
                                                                      • Image
                                                                      • ImageBuild
                                                                      • Link
                                                                      • OnArtifact
                                                                      • 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
                                                                      • ArtifactValue
                                                                      • ConnectorEnvironment
                                                                      • DeployedAppEnvironment
                                                                      • Domain
                                                                      • Link
                                                                      • Parameter
                                                                      • Port
                                                                      • RunOutput
                                                                      • Scaling
                                                                      • Subdomain
                                                                      • Timeouts
                                                                    • flyte.app.extras
                                                                      • FastAPIAppEnvironment
                                                                      • FastAPIPassthroughAuthMiddleware
                                                                      • FlyteWebhookAppEnvironment
                                                                    • flyte.artifacts
                                                                      • Artifact
                                                                      • Card
                                                                      • Metadata
                                                                    • flyte.clustered
                                                                      • ClusteredTaskEnvironment
                                                                      • ClusteredTaskTemplate
                                                                      • ClusterFailurePolicy
                                                                      • JaxRun
                                                                      • 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
                                                                          • GPUFaultError
                                                                          • GPUFaultSystemError
                                                                          • GPUFaultUserError
                                                                          • ImageBuildError
                                                                          • ImagePullBackOffError
                                                                          • InitializationError
                                                                          • InlineIOMaxBytesBreached
                                                                          • InvalidImageNameError
                                                                          • InvalidPackageError
                                                                          • LogsNotYetAvailableError
                                                                          • ModuleLoadError
                                                                          • NonRecoverableError
                                                                          • NotInTaskContextError
                                                                          • OnlyAsyncIOSupportedError
                                                                          • OOMError
                                                                          • ParameterMaterializationError
                                                                          • PrimaryContainerNotFoundError
                                                                          • RemoteTaskNotFoundError
                                                                          • RemoteTaskUsageError
                                                                          • ResourceExhaustedError
                                                                          • RestrictedTypeError
                                                                          • RetriesExhaustedError
                                                                          • RuntimeDataValidationError
                                                                          • RuntimeSystemError
                                                                          • RuntimeUnknownError
                                                                          • RuntimeUserError
                                                                          • SlowDownError
                                                                          • SyncTaskCallInAsyncContextError
                                                                          • 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.extras.webhooks
                                                                          • EventType
                                                                          • Provider
                                                                          • RunOnceResult
                                                                          • SignatureError
                                                                          • WebhookAppEnvironment
                                                                          • WebhookEvent
                                                                          • WebhookPluginError
                                                                        • flyte.extras.webhooks.testing
                                                                          • ProviderFactory
                                                                        • 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
                                                                          • Artifact
                                                                          • Condition
                                                                          • Project
                                                                          • Run
                                                                          • RunDetails
                                                                          • Secret
                                                                          • Settings
                                                                          • Task
                                                                          • TaskDetails
                                                                          • TimeFilter
                                                                          • Trigger
                                                                          • TriggerDetails
                                                                          • 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
                                                                      • Integrations
                                                                        • Agent frameworks
                                                                          • Claude Agent SDK
                                                                            • Core
                                                                              • ReportTimeline
                                                                              • ToolTaskResolver
                                                                            • CrewAI
                                                                              • Deep Agents
                                                                                • DurableChatModel
                                                                              • Google ADK
                                                                                • FlyteLlm
                                                                              • Hermes
                                                                                • LangChain
                                                                                  • LangGraph
                                                                                    • Mistral
                                                                                      • OpenAI Agents SDK
                                                                                        • FlyteModel
                                                                                        • FlyteModelProvider
                                                                                        • FlyteSession
                                                                                        • FlyteTracingProcessor
                                                                                        • FunctionTool
                                                                                      • Pydantic AI
                                                                                        • FlyteModel
                                                                                    • Anthropic
                                                                                      • Agent
                                                                                    • BigQuery
                                                                                      • BigQueryConfig
                                                                                      • BigQueryConnector
                                                                                      • BigQueryTask
                                                                                    • Code generation
                                                                                      • AutoCoderAgent
                                                                                      • CodeGenEvalResult
                                                                                      • CodePlan
                                                                                      • CodeSolution
                                                                                      • ErrorDiagnosis
                                                                                      • ImageConfig
                                                                                    • Dask
                                                                                      • Dask
                                                                                      • Scheduler
                                                                                      • WorkerGroup
                                                                                    • Databricks
                                                                                      • Databricks
                                                                                      • DatabricksConnector
                                                                                    • Gemini
                                                                                      • Agent
                                                                                    • Hugging Face
                                                                                      • HFSource
                                                                                    • Hydra
                                                                                      • JSONL
                                                                                        • JsonlDir
                                                                                        • JsonlFile
                                                                                      • MLflow
                                                                                        • Mlflow
                                                                                      • OmegaConf
                                                                                        • OpenAI
                                                                                          • Papermill
                                                                                            • NotebookTask
                                                                                          • Polars
                                                                                            • ParquetToPolarsDecodingHandler
                                                                                            • ParquetToPolarsLazyFrameDecodingHandler
                                                                                            • PolarsLazyFrameToParquetEncodingHandler
                                                                                            • PolarsToParquetEncodingHandler
                                                                                          • PyTorch
                                                                                            • Elastic
                                                                                          • Ray
                                                                                            • AutoscalerOptionsConfig
                                                                                            • HeadNodeConfig
                                                                                            • RayJobConfig
                                                                                            • WorkerNodeConfig
                                                                                          • SGLang
                                                                                            • SGLangAppEnvironment
                                                                                          • Snowflake
                                                                                            • Snowflake
                                                                                            • SnowflakeConfig
                                                                                            • SnowflakeConnector
                                                                                          • Spark
                                                                                            • ParquetToSparkDecoder
                                                                                            • Spark
                                                                                            • SparkToParquetEncoder
                                                                                          • vLLM
                                                                                            • VLLMAppEnvironment
                                                                                          • Weights & Biases
                                                                                            • Wandb
                                                                                            • WandbSweep
                                                                                        • LLM-optimized documentation
                                                                                      • Integrations
                                                                                        • Agent frameworks
                                                                                          • How it works
                                                                                          • OpenAI
                                                                                          • Claude
                                                                                          • Google ADK
                                                                                          • Mistral
                                                                                          • LangChain
                                                                                          • LangGraph
                                                                                          • Deep Agents
                                                                                          • CrewAI
                                                                                          • Pydantic AI
                                                                                          • Hermes
                                                                                        • BigQuery
                                                                                          • Code generation
                                                                                            • Dask
                                                                                              • Databricks
                                                                                                • Grafana Agent Observability
                                                                                                  • Hugging Face
                                                                                                    • Hydra
                                                                                                      • JSONL
                                                                                                        • Lance
                                                                                                          • MLflow
                                                                                                            • OmegaConf
                                                                                                              • OpenTelemetry
                                                                                                                • Exporters and configuration
                                                                                                                • Traces across crashes and resumes
                                                                                                              • Pandera
                                                                                                                • Papermill
                                                                                                                  • Polars
                                                                                                                    • PyTorch
                                                                                                                      • Ray
                                                                                                                        • Snowflake
                                                                                                                          • Spark
                                                                                                                            • Weights & Biases
                                                                                                                              • Experiments
                                                                                                                              • Distributed training
                                                                                                                              • Sweeps
                                                                                                                              • Downloading logs
                                                                                                                              • Constraints and best practices
                                                                                                                              • Manual integration
                                                                                                                          • Platform deployment
                                                                                                                            • Deployment overview
                                                                                                                            • Kind deployment
                                                                                                                              • Set up local OIDC provider
                                                                                                                              • Set up external OIDC provider
                                                                                                                            • AWS deployment
                                                                                                                              • flyte-binary deployment
                                                                                                                              • flyte-core deployment
                                                                                                                            • Authentication and SSO
                                                                                                                            • Enable app serving
                                                                                                                            • Plugin setup
                                                                                                                              • Flyte copilot storage configuration
                                                                                                                          • Community
                                                                                                                            • Joining the community
                                                                                                                            • Contributing code
                                                                                                                            • Contributing docs and examples
                                                                                                                              • Set up a local docs dev environment
                                                                                                                              • Authoring
                                                                                                                              • Submit a contribution
                                                                                                                              • Writing guidelines
                                                                                                                              • Variants
                                                                                                                              • Versions
                                                                                                                              • Shortcodes
                                                                                                                              • API docs
                                                                                                                              • LLM-optimized documentation
                                                                                                                              • Redirects
                                                                                                                              • Production builds and troubleshooting
                                                                                                                          Documentation navigation for Flyte 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
                                                                                                                                • Basic project
                                                                                                                              • Run modes
                                                                                                                                • Run locally in Python
                                                                                                                                • Run on the Devbox
                                                                                                                                • Run on a remote cluster
                                                                                                                            • Tasks
                                                                                                                              • Configure tasks
                                                                                                                                • Container images
                                                                                                                                • Resources
                                                                                                                                • Secrets
                                                                                                                                • Caching
                                                                                                                                • Reusable containers
                                                                                                                                • Pod templates
                                                                                                                                • Multiple environments
                                                                                                                                • Clustered task environment
                                                                                                                                • Retries and timeouts
                                                                                                                                • Triggers
                                                                                                                                • Interruptible tasks
                                                                                                                                • Task plugins
                                                                                                                                • Additional task settings
                                                                                                                                • Logging
                                                                                                                                • Overrides
                                                                                                                              • Build tasks
                                                                                                                                • Files and directories
                                                                                                                                • Data classes and structures
                                                                                                                                • DataFrames
                                                                                                                                • Custom types
                                                                                                                                • Custom context
                                                                                                                                • Abort and cancel actions
                                                                                                                                • Raw Container Tasks
                                                                                                                                • Links
                                                                                                                                • Reports
                                                                                                                                • Notebooks
                                                                                                                                • Remote tasks
                                                                                                                                • Error handling
                                                                                                                                • Traces
                                                                                                                                • 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
                                                                                                                                • Deployment patterns
                                                                                                                                • Run context
                                                                                                                                • Entrypoint tasks
                                                                                                                                • Run a Python script
                                                                                                                                • Run with notifications
                                                                                                                                • Rerun a run
                                                                                                                                • Recover a failed 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
                                                                                                                              • 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
                                                                                                                            • Project patterns
                                                                                                                              • Bring your own image (BYOI)
                                                                                                                              • Monorepo with uv
                                                                                                                              • CI/CD deployments
                                                                                                                            • Scale your runs
                                                                                                                              • Data flow
                                                                                                                              • Life of a run
                                                                                                                              • Scale your workflows
                                                                                                                              • Batch inference
                                                                                                                            • 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
                                                                                                                                • Hybrid v1 and v2 pipelines
                                                                                                                                • Gotchas and caveats
                                                                                                                              • From Airflow to Flyte
                                                                                                                                • Part 1: vanilla operators
                                                                                                                              • From Slurm to Flyte
                                                                                                                          • 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
                                                                                                                                        • Financial services & fintech
                                                                                                                                          • Multi-agent trading simulation
                                                                                                                                            • Fraud detection with Feast
                                                                                                                                              • Financial research agent
                                                                                                                                              • Frontier AI
                                                                                                                                                • Distributed LLM pretraining
                                                                                                                                                  • Durable agentic RL with SkyRL and Harbor
                                                                                                                                                  • 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
                                                                                                                                                                                        • Reference
                                                                                                                                                                                          • Flyte CLI
                                                                                                                                                                                          • Flyte SDK
                                                                                                                                                                                            • flyte
                                                                                                                                                                                              • AppHandle
                                                                                                                                                                                              • AsyncFunctionTaskTemplate
                                                                                                                                                                                              • Backoff
                                                                                                                                                                                              • BaseCheckpoint
                                                                                                                                                                                              • Cache
                                                                                                                                                                                              • CachePolicy
                                                                                                                                                                                              • Checkpoint
                                                                                                                                                                                              • ConditionWebhook
                                                                                                                                                                                              • Cron
                                                                                                                                                                                              • Device
                                                                                                                                                                                              • Documentation
                                                                                                                                                                                              • Environment
                                                                                                                                                                                              • FixedRate
                                                                                                                                                                                              • Image
                                                                                                                                                                                              • ImageBuild
                                                                                                                                                                                              • Link
                                                                                                                                                                                              • OnArtifact
                                                                                                                                                                                              • 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
                                                                                                                                                                                              • ArtifactValue
                                                                                                                                                                                              • ConnectorEnvironment
                                                                                                                                                                                              • DeployedAppEnvironment
                                                                                                                                                                                              • Domain
                                                                                                                                                                                              • Link
                                                                                                                                                                                              • Parameter
                                                                                                                                                                                              • Port
                                                                                                                                                                                              • RunOutput
                                                                                                                                                                                              • Scaling
                                                                                                                                                                                              • Subdomain
                                                                                                                                                                                              • Timeouts
                                                                                                                                                                                            • flyte.app.extras
                                                                                                                                                                                              • FastAPIAppEnvironment
                                                                                                                                                                                              • FastAPIPassthroughAuthMiddleware
                                                                                                                                                                                              • FlyteWebhookAppEnvironment
                                                                                                                                                                                            • flyte.artifacts
                                                                                                                                                                                              • Artifact
                                                                                                                                                                                              • Card
                                                                                                                                                                                              • Metadata
                                                                                                                                                                                            • flyte.clustered
                                                                                                                                                                                              • ClusteredTaskEnvironment
                                                                                                                                                                                              • ClusteredTaskTemplate
                                                                                                                                                                                              • ClusterFailurePolicy
                                                                                                                                                                                              • JaxRun
                                                                                                                                                                                              • 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
                                                                                                                                                                                                  • GPUFaultError
                                                                                                                                                                                                  • GPUFaultSystemError
                                                                                                                                                                                                  • GPUFaultUserError
                                                                                                                                                                                                  • ImageBuildError
                                                                                                                                                                                                  • ImagePullBackOffError
                                                                                                                                                                                                  • InitializationError
                                                                                                                                                                                                  • InlineIOMaxBytesBreached
                                                                                                                                                                                                  • InvalidImageNameError
                                                                                                                                                                                                  • InvalidPackageError
                                                                                                                                                                                                  • LogsNotYetAvailableError
                                                                                                                                                                                                  • ModuleLoadError
                                                                                                                                                                                                  • NonRecoverableError
                                                                                                                                                                                                  • NotInTaskContextError
                                                                                                                                                                                                  • OnlyAsyncIOSupportedError
                                                                                                                                                                                                  • OOMError
                                                                                                                                                                                                  • ParameterMaterializationError
                                                                                                                                                                                                  • PrimaryContainerNotFoundError
                                                                                                                                                                                                  • RemoteTaskNotFoundError
                                                                                                                                                                                                  • RemoteTaskUsageError
                                                                                                                                                                                                  • ResourceExhaustedError
                                                                                                                                                                                                  • RestrictedTypeError
                                                                                                                                                                                                  • RetriesExhaustedError
                                                                                                                                                                                                  • RuntimeDataValidationError
                                                                                                                                                                                                  • RuntimeSystemError
                                                                                                                                                                                                  • RuntimeUnknownError
                                                                                                                                                                                                  • RuntimeUserError
                                                                                                                                                                                                  • SlowDownError
                                                                                                                                                                                                  • SyncTaskCallInAsyncContextError
                                                                                                                                                                                                  • 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.extras.webhooks
                                                                                                                                                                                                  • EventType
                                                                                                                                                                                                  • Provider
                                                                                                                                                                                                  • RunOnceResult
                                                                                                                                                                                                  • SignatureError
                                                                                                                                                                                                  • WebhookAppEnvironment
                                                                                                                                                                                                  • WebhookEvent
                                                                                                                                                                                                  • WebhookPluginError
                                                                                                                                                                                                • flyte.extras.webhooks.testing
                                                                                                                                                                                                  • ProviderFactory
                                                                                                                                                                                                • flyte.git
                                                                                                                                                                                                  • GitStatus
                                                                                                                                                                                                • flyte.io
                                                                                                                                                                                                  • DataFrame
                                                                                                                                                                                                  • Dir
                                                                                                                                                                                                  • EmptyDir
                                                                                                                                                                                                  • File
                                                                                                                                                                                                  • HashFunction
                                                                                                                                                                                                • flyte.io.extend
                                                                                                                                                                                                  • DataFrameDecoder
                                                                                                                                                                                                  • DataFrameEncoder
                                                                                                                                                                                                  • DataFrameTransformerEngine
                                                                                                                                                                                                • flyte.models
                                                                                                                                                                                                  • ActionID
                                                                                                                                                                                                  • ActionPhase
                                                                                                                                                                                                  • CheckpointPaths
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                                                                                                                                                                                                  • GroupData
                                                                                                                                                                                                  • NativeInterface
                                                                                                                                                                                                  • PathRewrite
                                                                                                                                                                                                  • RawDataPath
                                                                                                                                                                                                  • SerializationContext
                                                                                                                                                                                                  • TaskContext
                                                                                                                                                                                                • flyte.notify
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                                                                                                                                                                                                  • NamedDelivery
                                                                                                                                                                                                  • NamedRule
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                                                                                                                                                                                                  • Teams
                                                                                                                                                                                                  • Webhook
                                                                                                                                                                                                • flyte.prefetch
                                                                                                                                                                                                  • HuggingFaceModelInfo
                                                                                                                                                                                                  • ShardConfig
                                                                                                                                                                                                  • StoredModelInfo
                                                                                                                                                                                                  • VLLMShardArgs
                                                                                                                                                                                                • flyte.remote
                                                                                                                                                                                                  • Action
                                                                                                                                                                                                  • ActionDetails
                                                                                                                                                                                                  • ActionInputs
                                                                                                                                                                                                  • ActionOutputs
                                                                                                                                                                                                  • App
                                                                                                                                                                                                  • Artifact
                                                                                                                                                                                                  • Condition
                                                                                                                                                                                                  • Project
                                                                                                                                                                                                  • Run
                                                                                                                                                                                                  • RunDetails
                                                                                                                                                                                                  • Secret
                                                                                                                                                                                                  • Settings
                                                                                                                                                                                                  • Task
                                                                                                                                                                                                  • TaskDetails
                                                                                                                                                                                                  • TimeFilter
                                                                                                                                                                                                  • Trigger
                                                                                                                                                                                                  • TriggerDetails
                                                                                                                                                                                                  • 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
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                                                                                                                                                                                                    • CrewAI
                                                                                                                                                                                                      • Deep Agents
                                                                                                                                                                                                        • DurableChatModel
                                                                                                                                                                                                      • Google ADK
                                                                                                                                                                                                        • FlyteLlm
                                                                                                                                                                                                      • Hermes
                                                                                                                                                                                                        • LangChain
                                                                                                                                                                                                          • LangGraph
                                                                                                                                                                                                            • Mistral
                                                                                                                                                                                                              • OpenAI Agents SDK
                                                                                                                                                                                                                • FlyteModel
                                                                                                                                                                                                                • FlyteModelProvider
                                                                                                                                                                                                                • FlyteSession
                                                                                                                                                                                                                • FlyteTracingProcessor
                                                                                                                                                                                                                • FunctionTool
                                                                                                                                                                                                              • Pydantic AI
                                                                                                                                                                                                                • FlyteModel
                                                                                                                                                                                                            • Anthropic
                                                                                                                                                                                                              • Agent
                                                                                                                                                                                                            • BigQuery
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                                                                                                                                                                                                              • BigQueryTask
                                                                                                                                                                                                            • Code generation
                                                                                                                                                                                                              • AutoCoderAgent
                                                                                                                                                                                                              • CodeGenEvalResult
                                                                                                                                                                                                              • CodePlan
                                                                                                                                                                                                              • CodeSolution
                                                                                                                                                                                                              • ErrorDiagnosis
                                                                                                                                                                                                              • ImageConfig
                                                                                                                                                                                                            • Dask
                                                                                                                                                                                                              • Dask
                                                                                                                                                                                                              • Scheduler
                                                                                                                                                                                                              • WorkerGroup
                                                                                                                                                                                                            • Databricks
                                                                                                                                                                                                              • Databricks
                                                                                                                                                                                                              • DatabricksConnector
                                                                                                                                                                                                            • Gemini
                                                                                                                                                                                                              • Agent
                                                                                                                                                                                                            • Hugging Face
                                                                                                                                                                                                              • HFSource
                                                                                                                                                                                                            • Hydra
                                                                                                                                                                                                              • JSONL
                                                                                                                                                                                                                • JsonlDir
                                                                                                                                                                                                                • JsonlFile
                                                                                                                                                                                                              • MLflow
                                                                                                                                                                                                                • Mlflow
                                                                                                                                                                                                              • OmegaConf
                                                                                                                                                                                                                • OpenAI
                                                                                                                                                                                                                  • Papermill
                                                                                                                                                                                                                    • NotebookTask
                                                                                                                                                                                                                  • Polars
                                                                                                                                                                                                                    • ParquetToPolarsDecodingHandler
                                                                                                                                                                                                                    • ParquetToPolarsLazyFrameDecodingHandler
                                                                                                                                                                                                                    • PolarsLazyFrameToParquetEncodingHandler
                                                                                                                                                                                                                    • PolarsToParquetEncodingHandler
                                                                                                                                                                                                                  • PyTorch
                                                                                                                                                                                                                    • Elastic
                                                                                                                                                                                                                  • Ray
                                                                                                                                                                                                                    • AutoscalerOptionsConfig
                                                                                                                                                                                                                    • HeadNodeConfig
                                                                                                                                                                                                                    • RayJobConfig
                                                                                                                                                                                                                    • WorkerNodeConfig
                                                                                                                                                                                                                  • SGLang
                                                                                                                                                                                                                    • SGLangAppEnvironment
                                                                                                                                                                                                                  • Snowflake
                                                                                                                                                                                                                    • Snowflake
                                                                                                                                                                                                                    • SnowflakeConfig
                                                                                                                                                                                                                    • SnowflakeConnector
                                                                                                                                                                                                                  • Spark
                                                                                                                                                                                                                    • ParquetToSparkDecoder
                                                                                                                                                                                                                    • Spark
                                                                                                                                                                                                                    • SparkToParquetEncoder
                                                                                                                                                                                                                  • vLLM
                                                                                                                                                                                                                    • VLLMAppEnvironment
                                                                                                                                                                                                                  • Weights & Biases
                                                                                                                                                                                                                    • Wandb
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                                                                                                                                                                                                                  • LangGraph
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                                                                                                                                                                                                                  • CrewAI
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                                                                                                                                                                                                                • BigQuery
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                                                                                                                                                                                                                    • Dask
                                                                                                                                                                                                                      • Databricks
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                                                                                                                                                                                                                                • Lance
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                                                                                                                                                                                                                                        • Traces across crashes and resumes
                                                                                                                                                                                                                                      • Pandera
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                                                                                                                                                                                                                                              • Ray
                                                                                                                                                                                                                                                • Snowflake
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                                                                                                                                                                                                                                                  Spark
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                                                                                                                                                                                                                                                  2.8.1

                                                                                                                                                                                                                                                  Spark

                                                                                                                                                                                                                                                  Directory

                                                                                                                                                                                                                                                  Classes

                                                                                                                                                                                                                                                  Class Description
                                                                                                                                                                                                                                                  ParquetToSparkDecoder
                                                                                                                                                                                                                                                  Spark Use this to configure a SparkContext for a your task.
                                                                                                                                                                                                                                                  SparkToParquetEncoder
                                                                                                                                                                                                                                                  Docs: unionai/unionai-docs 2.8.1.2SDK: flyteorg/flyte-sdk 2.8.1Backend: flyteorg/flyte v2.0.48
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