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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 deployed cluster
    • Tasks
      • Configure tasks
        • Container images
        • Resources
        • Secrets
        • Caching
        • Reusable containers
        • Pod templates
        • Multiple environments
        • Clustered task environment
        • Retries and timeouts
        • 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
    • Triggers
      • Configure a trigger
      • Schedule triggers
      • When scheduled runs start
      • Manual triggers and firing on demand
      • Notifications
      • Deploy and manage triggers
    • 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
    • System one types
      • Typed decisions with Jev
    • Project patterns
      • Bring your own image (BYOI)
      • Monorepo with uv
      • CI/CD deployments
    • Software development lifecycle
      • Event-driven automation
      • Review and release gates
      • Human gates and approvals
      • Evaluation gates
      • Notifications and observability
    • 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
                                                          • Typed decisions for agentic pipelines
                                                          • 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
                                                                        • TriggeredPartition
                                                                      • 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
                                                                        • ArtifactKey
                                                                        • ArtifactVersionId
                                                                        • Card
                                                                        • Metadata
                                                                        • TimePartition
                                                                      • 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
                                                                            • DeadlineExceededError
                                                                            • DeploymentError
                                                                            • GPUFaultError
                                                                            • GPUFaultSystemError
                                                                            • GPUFaultUserError
                                                                            • ImageBuildError
                                                                            • ImagePullBackOffError
                                                                            • InitializationError
                                                                            • InlineIOMaxBytesBreached
                                                                            • InvalidImageNameError
                                                                            • InvalidPackageError
                                                                            • LogsNotYetAvailableError
                                                                            • MaxQueuedTimeExceededError
                                                                            • MaxRuntimeExceededError
                                                                            • 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
                                                                            • RuntimeTaskTemplate
                                                                            • 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
                                                                            • PartitionSchema
                                                                            • 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
                                                                                      • Software development tools
                                                                                        • ClickUp
                                                                                          • ClickUpProvider
                                                                                        • GitHub
                                                                                          • GitHubProvider
                                                                                          • ReviewComment
                                                                                          • ReviewContext
                                                                                          • ReviewDecision
                                                                                        • Jira
                                                                                          • JiraProvider
                                                                                        • Linear
                                                                                          • LinearProvider
                                                                                        • Slack
                                                                                          • SlackProvider
                                                                                      • Anthropic
                                                                                        • Agent
                                                                                      • BigQuery
                                                                                        • BigQueryConfig
                                                                                        • BigQueryConnector
                                                                                        • BigQueryTask
                                                                                        • BQToPandasDecodingHandler
                                                                                      • Code generation
                                                                                        • AutoCoderAgent
                                                                                        • CodeGenEvalResult
                                                                                        • CodePlan
                                                                                        • CodeSolution
                                                                                        • ErrorDiagnosis
                                                                                        • ImageConfig
                                                                                      • Dask
                                                                                        • Dask
                                                                                        • Scheduler
                                                                                        • WorkerGroup
                                                                                      • Databricks
                                                                                        • Databricks
                                                                                        • DatabricksConnector
                                                                                      • dbt
                                                                                        • DbtInvocationError
                                                                                        • DbtNodeResult
                                                                                        • DbtTask
                                                                                        • DbtTaskResolver
                                                                                      • Gemini
                                                                                        • Agent
                                                                                      • Grafana Agent Observability
                                                                                        • FlyteIdentityBinding
                                                                                        • GrafanaAgentObservability
                                                                                      • Hugging Face
                                                                                        • HFSource
                                                                                      • Human-in-the-loop
                                                                                        • Event
                                                                                      • Hydra
                                                                                        • JSONL
                                                                                          • JsonlDir
                                                                                          • JsonlFile
                                                                                        • Lance
                                                                                          • llama.cpp
                                                                                            • LlamaCppAppEnvironment
                                                                                          • MLflow
                                                                                            • Mlflow
                                                                                          • NVIDIA Nsight Systems
                                                                                            • flyteplugins.nsight
                                                                                              • flyteplugins.nsight.nsys
                                                                                                • flyteplugins.nsight.nvtx
                                                                                                • OmegaConf
                                                                                                  • OpenAI
                                                                                                    • OpenTelemetry
                                                                                                      • OtelObserver
                                                                                                      • RunScopedIdGenerator
                                                                                                    • Pandera
                                                                                                      • ValidationConfig
                                                                                                    • Papermill
                                                                                                      • NotebookTask
                                                                                                    • Polars
                                                                                                      • ParquetToPolarsDecodingHandler
                                                                                                      • ParquetToPolarsLazyFrameDecodingHandler
                                                                                                      • PolarsLazyFrameToParquetEncodingHandler
                                                                                                      • PolarsToParquetEncodingHandler
                                                                                                    • PyTorch
                                                                                                      • Elastic
                                                                                                    • Ray
                                                                                                      • AutoscalerOptionsConfig
                                                                                                      • HeadNodeConfig
                                                                                                      • RayJobConfig
                                                                                                      • WorkerNodeConfig
                                                                                                    • SGLang
                                                                                                      • SGLangAppEnvironment
                                                                                                    • Slurm
                                                                                                      • Slurm
                                                                                                      • SlurmConnector
                                                                                                      • SlurmFunctionTask
                                                                                                      • SlurmJobMetadata
                                                                                                      • SlurmScriptConnector
                                                                                                      • SlurmScriptTask
                                                                                                    • Snowflake
                                                                                                      • Snowflake
                                                                                                      • SnowflakeConfig
                                                                                                      • SnowflakeConnector
                                                                                                    • Spark
                                                                                                      • ParquetToSparkDecoder
                                                                                                      • Spark
                                                                                                      • SparkToParquetEncoder
                                                                                                    • Trackio
                                                                                                      • Trackio
                                                                                                    • TypeSafe AI
                                                                                                      • BatteryError
                                                                                                      • CallInfo
                                                                                                      • Choice
                                                                                                      • MissingAPIKey
                                                                                                      • Noul
                                                                                                      • Score
                                                                                                    • 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
                                                                                                  • Slurm
                                                                                                    • Software development tools
                                                                                                      • GitHub
                                                                                                      • Slack
                                                                                                      • Linear
                                                                                                      • ClickUp
                                                                                                      • Jira
                                                                                                    • BigQuery
                                                                                                      • Code generation
                                                                                                        • Dask
                                                                                                          • Databricks
                                                                                                            • DBT
                                                                                                              • Grafana Agent Observability
                                                                                                                • Hugging Face
                                                                                                                  • Hydra
                                                                                                                    • JSONL
                                                                                                                      • Lance
                                                                                                                        • MLflow
                                                                                                                          • NVIDIA Nsight Systems
                                                                                                                            • OmegaConf
                                                                                                                              • OpenTelemetry
                                                                                                                                • Exporters and configuration
                                                                                                                                • Traces across crashes and resumes
                                                                                                                              • Pandera
                                                                                                                                • Papermill
                                                                                                                                  • Polars
                                                                                                                                    • PyTorch
                                                                                                                                      • Ray
                                                                                                                                        • Snowflake
                                                                                                                                          • Spark
                                                                                                                                            • TypeSafe AI
                                                                                                                                              • 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 deployed cluster
                                                                                                                                              • Tasks
                                                                                                                                                • Configure tasks
                                                                                                                                                  • Container images
                                                                                                                                                  • Resources
                                                                                                                                                  • Secrets
                                                                                                                                                  • Caching
                                                                                                                                                  • Reusable containers
                                                                                                                                                  • Pod templates
                                                                                                                                                  • Multiple environments
                                                                                                                                                  • Clustered task environment
                                                                                                                                                  • Retries and timeouts
                                                                                                                                                  • 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
                                                                                                                                              • Triggers
                                                                                                                                                • Configure a trigger
                                                                                                                                                • Schedule triggers
                                                                                                                                                • When scheduled runs start
                                                                                                                                                • Manual triggers and firing on demand
                                                                                                                                                • Notifications
                                                                                                                                                • Deploy and manage triggers
                                                                                                                                              • 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
                                                                                                                                              • System one types
                                                                                                                                                • Typed decisions with Jev
                                                                                                                                              • Project patterns
                                                                                                                                                • Bring your own image (BYOI)
                                                                                                                                                • Monorepo with uv
                                                                                                                                                • CI/CD deployments
                                                                                                                                              • Software development lifecycle
                                                                                                                                                • Event-driven automation
                                                                                                                                                • Review and release gates
                                                                                                                                                • Human gates and approvals
                                                                                                                                                • Evaluation gates
                                                                                                                                                • Notifications and observability
                                                                                                                                              • 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
                                                                                                                                                                                                    • Typed decisions for agentic pipelines
                                                                                                                                                                                                    • 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
                                                                                                                                                                                                                  • TriggeredPartition
                                                                                                                                                                                                                • 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
                                                                                                                                                                                                                  • ArtifactKey
                                                                                                                                                                                                                  • ArtifactVersionId
                                                                                                                                                                                                                  • Card
                                                                                                                                                                                                                  • Metadata
                                                                                                                                                                                                                  • TimePartition
                                                                                                                                                                                                                • 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
                                                                                                                                                                                                                      • DeadlineExceededError
                                                                                                                                                                                                                      • DeploymentError
                                                                                                                                                                                                                      • GPUFaultError
                                                                                                                                                                                                                      • GPUFaultSystemError
                                                                                                                                                                                                                      • GPUFaultUserError
                                                                                                                                                                                                                      • ImageBuildError
                                                                                                                                                                                                                      • ImagePullBackOffError
                                                                                                                                                                                                                      • InitializationError
                                                                                                                                                                                                                      • InlineIOMaxBytesBreached
                                                                                                                                                                                                                      • InvalidImageNameError
                                                                                                                                                                                                                      • InvalidPackageError
                                                                                                                                                                                                                      • LogsNotYetAvailableError
                                                                                                                                                                                                                      • MaxQueuedTimeExceededError
                                                                                                                                                                                                                      • MaxRuntimeExceededError
                                                                                                                                                                                                                      • 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
                                                                                                                                                                                                                      • RuntimeTaskTemplate
                                                                                                                                                                                                                      • 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
                                                                                                                                                                                                                      • PartitionSchema
                                                                                                                                                                                                                      • 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
                                                                                                                                                                                                                                • Software development tools
                                                                                                                                                                                                                                  • ClickUp
                                                                                                                                                                                                                                    • ClickUpProvider
                                                                                                                                                                                                                                  • GitHub
                                                                                                                                                                                                                                    • GitHubProvider
                                                                                                                                                                                                                                    • ReviewComment
                                                                                                                                                                                                                                    • ReviewContext
                                                                                                                                                                                                                                    • ReviewDecision
                                                                                                                                                                                                                                  • Jira
                                                                                                                                                                                                                                    • JiraProvider
                                                                                                                                                                                                                                  • Linear
                                                                                                                                                                                                                                    • LinearProvider
                                                                                                                                                                                                                                  • Slack
                                                                                                                                                                                                                                    • SlackProvider
                                                                                                                                                                                                                                • Anthropic
                                                                                                                                                                                                                                  • Agent
                                                                                                                                                                                                                                • BigQuery
                                                                                                                                                                                                                                  • BigQueryConfig
                                                                                                                                                                                                                                  • BigQueryConnector
                                                                                                                                                                                                                                  • BigQueryTask
                                                                                                                                                                                                                                  • BQToPandasDecodingHandler
                                                                                                                                                                                                                                • Code generation
                                                                                                                                                                                                                                  • AutoCoderAgent
                                                                                                                                                                                                                                  • CodeGenEvalResult
                                                                                                                                                                                                                                  • CodePlan
                                                                                                                                                                                                                                  • CodeSolution
                                                                                                                                                                                                                                  • ErrorDiagnosis
                                                                                                                                                                                                                                  • ImageConfig
                                                                                                                                                                                                                                • Dask
                                                                                                                                                                                                                                  • Dask
                                                                                                                                                                                                                                  • Scheduler
                                                                                                                                                                                                                                  • WorkerGroup
                                                                                                                                                                                                                                • Databricks
                                                                                                                                                                                                                                  • Databricks
                                                                                                                                                                                                                                  • DatabricksConnector
                                                                                                                                                                                                                                • dbt
                                                                                                                                                                                                                                  • DbtInvocationError
                                                                                                                                                                                                                                  • DbtNodeResult
                                                                                                                                                                                                                                  • DbtTask
                                                                                                                                                                                                                                  • DbtTaskResolver
                                                                                                                                                                                                                                • Gemini
                                                                                                                                                                                                                                  • Agent
                                                                                                                                                                                                                                • Grafana Agent Observability
                                                                                                                                                                                                                                  • FlyteIdentityBinding
                                                                                                                                                                                                                                  • GrafanaAgentObservability
                                                                                                                                                                                                                                • Hugging Face
                                                                                                                                                                                                                                  • HFSource
                                                                                                                                                                                                                                • Human-in-the-loop
                                                                                                                                                                                                                                  • Event
                                                                                                                                                                                                                                • Hydra
                                                                                                                                                                                                                                  • JSONL
                                                                                                                                                                                                                                    • JsonlDir
                                                                                                                                                                                                                                    • JsonlFile
                                                                                                                                                                                                                                  • Lance
                                                                                                                                                                                                                                    • llama.cpp
                                                                                                                                                                                                                                      • LlamaCppAppEnvironment
                                                                                                                                                                                                                                    • MLflow
                                                                                                                                                                                                                                      • Mlflow
                                                                                                                                                                                                                                    • NVIDIA Nsight Systems
                                                                                                                                                                                                                                      • flyteplugins.nsight
                                                                                                                                                                                                                                        • flyteplugins.nsight.nsys
                                                                                                                                                                                                                                          • flyteplugins.nsight.nvtx
                                                                                                                                                                                                                                          • OmegaConf
                                                                                                                                                                                                                                            • OpenAI
                                                                                                                                                                                                                                              • OpenTelemetry
                                                                                                                                                                                                                                                • OtelObserver
                                                                                                                                                                                                                                                • RunScopedIdGenerator
                                                                                                                                                                                                                                              • Pandera
                                                                                                                                                                                                                                                • ValidationConfig
                                                                                                                                                                                                                                              • Papermill
                                                                                                                                                                                                                                                • NotebookTask
                                                                                                                                                                                                                                              • Polars
                                                                                                                                                                                                                                                • ParquetToPolarsDecodingHandler
                                                                                                                                                                                                                                                • ParquetToPolarsLazyFrameDecodingHandler
                                                                                                                                                                                                                                                • PolarsLazyFrameToParquetEncodingHandler
                                                                                                                                                                                                                                                • PolarsToParquetEncodingHandler
                                                                                                                                                                                                                                              • PyTorch
                                                                                                                                                                                                                                                • Elastic
                                                                                                                                                                                                                                              • Ray
                                                                                                                                                                                                                                                • AutoscalerOptionsConfig
                                                                                                                                                                                                                                                • HeadNodeConfig
                                                                                                                                                                                                                                                • RayJobConfig
                                                                                                                                                                                                                                                • WorkerNodeConfig
                                                                                                                                                                                                                                              • SGLang
                                                                                                                                                                                                                                                • SGLangAppEnvironment
                                                                                                                                                                                                                                              • Slurm
                                                                                                                                                                                                                                                • Slurm
                                                                                                                                                                                                                                                • SlurmConnector
                                                                                                                                                                                                                                                • SlurmFunctionTask
                                                                                                                                                                                                                                                • SlurmJobMetadata
                                                                                                                                                                                                                                                • SlurmScriptConnector
                                                                                                                                                                                                                                                • SlurmScriptTask
                                                                                                                                                                                                                                              • Snowflake
                                                                                                                                                                                                                                                • Snowflake
                                                                                                                                                                                                                                                • SnowflakeConfig
                                                                                                                                                                                                                                                • SnowflakeConnector
                                                                                                                                                                                                                                              • Spark
                                                                                                                                                                                                                                                • ParquetToSparkDecoder
                                                                                                                                                                                                                                                • Spark
                                                                                                                                                                                                                                                • SparkToParquetEncoder
                                                                                                                                                                                                                                              • Trackio
                                                                                                                                                                                                                                                • Trackio
                                                                                                                                                                                                                                              • TypeSafe AI
                                                                                                                                                                                                                                                • BatteryError
                                                                                                                                                                                                                                                • CallInfo
                                                                                                                                                                                                                                                • Choice
                                                                                                                                                                                                                                                • MissingAPIKey
                                                                                                                                                                                                                                                • Noul
                                                                                                                                                                                                                                                • Score
                                                                                                                                                                                                                                              • 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
                                                                                                                                                                                                                                            • Slurm
                                                                                                                                                                                                                                              • Software development tools
                                                                                                                                                                                                                                                • GitHub
                                                                                                                                                                                                                                                • Slack
                                                                                                                                                                                                                                                • Linear
                                                                                                                                                                                                                                                • ClickUp
                                                                                                                                                                                                                                                • Jira
                                                                                                                                                                                                                                              • BigQuery
                                                                                                                                                                                                                                                • Code generation
                                                                                                                                                                                                                                                  • Dask
                                                                                                                                                                                                                                                    • Databricks
                                                                                                                                                                                                                                                      • DBT
                                                                                                                                                                                                                                                        • Grafana Agent Observability
                                                                                                                                                                                                                                                          • Hugging Face
                                                                                                                                                                                                                                                            • Hydra
                                                                                                                                                                                                                                                              • JSONL
                                                                                                                                                                                                                                                                • Lance
                                                                                                                                                                                                                                                                  • MLflow
                                                                                                                                                                                                                                                                    • NVIDIA Nsight Systems
                                                                                                                                                                                                                                                                      • OmegaConf
                                                                                                                                                                                                                                                                        • OpenTelemetry
                                                                                                                                                                                                                                                                          • Exporters and configuration
                                                                                                                                                                                                                                                                          • Traces across crashes and resumes
                                                                                                                                                                                                                                                                        • Pandera
                                                                                                                                                                                                                                                                          • Papermill
                                                                                                                                                                                                                                                                            • Polars
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                                                                                                                                                                                                                                                                                      Integrations
                                                                                                                                                                                                                                                                                      Pandera
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                                                                                                                                                                                                                                                                                      2.11.0

                                                                                                                                                                                                                                                                                      Pandera

                                                                                                                                                                                                                                                                                      Directory

                                                                                                                                                                                                                                                                                      Classes

                                                                                                                                                                                                                                                                                      Class Description
                                                                                                                                                                                                                                                                                      ValidationConfig Controls behavior for pandera validation failures.

                                                                                                                                                                                                                                                                                      Methods

                                                                                                                                                                                                                                                                                      Method Description
                                                                                                                                                                                                                                                                                      register_type_transformers() Register all flyteplugins-pandera type transformers.

                                                                                                                                                                                                                                                                                      Methods

                                                                                                                                                                                                                                                                                      register_type_transformers()

                                                                                                                                                                                                                                                                                      def register_type_transformers()

                                                                                                                                                                                                                                                                                      Register all flyteplugins-pandera type transformers.

                                                                                                                                                                                                                                                                                      Docs: unionai/unionai-docs 2.11.0.1SDK: flyteorg/flyte-sdk 2.11.0Backend: flyteorg/flyte v2.0.50
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