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  • User guide
    • Get started
      • Quickstart
      • Core concepts
        • TaskEnvironment
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      • Run and deploy tasks
        • How task run works
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    • Apps
      • Configure apps
        • App environments
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      • Serve and deploy apps
        • How app serving works
        • How app custom domains work
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        • Activating and deactivating apps
    • Triggers
      • Configure a trigger
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    • Model training
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    • Inference
      • Providers
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        • llama.cpp
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        • Other frameworks
      • Prefetching models
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      • Stream model weights
      • Inference Gateway
        • Deploy the gateway
        • Providers
        • Virtual keys
        • Use from tasks and apps
        • Use from your laptop
        • Guardrails
          • Python guardrails
          • Guardrail protocol
        • Decisions
      • Decision models
        • Typed decisions with Jev
    • 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
    • Artifacts
      • Task outputs as artifacts
      • Publish your own artifacts
      • Prefetch Hugging Face models
      • Use artifacts in apps
      • Automatic lineage tracking
      • Partitioned artifacts
      • Find and retrieve artifacts
      • Publish outputs of tasks you don't own
    • Authenticating
    • Factories
      • Declare a factory
      • Materialize and backfill
      • End in an app
      • Trigger a factory
    • User management
    • Clusters and queues
      • Cluster pools
      • Clusters
      • Managing queues
      • Resource caps and scheduling
      • Node groups
    • Project patterns
      • Bring your own image (BYOI)
      • Monorepo with uv
      • CI/CD deployments
      • Resource management and multi-team scaling
      • Software development lifecycle
        • Event-driven automation
        • Review and release gates
        • Human gates and approvals
        • Evaluation gates
        • Notifications and observability
      • Advanced project
        • Resilient generation
        • Agentic refinement
        • Parallel outputs
        • Serving app
    • Scale your runs
      • Data flow
      • Life of a run
      • Scale your workflows
    • Migration
      • From Flyte 1 to 2
        • Migration Overview
        • Tasks and workflows
        • Task configuration
        • CLI and configuration
        • Control flow
        • Parallelism and fan-out
        • Data types and I/O
        • ML workloads
        • New in Flyte 2
        • Union features
        • Hybrid v1 and v2 pipelines
        • Gotchas and caveats
      • From Airflow to Flyte
        • Part 1: vanilla operators
      • 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
                  • Satellite image classification
                  • Financial services & fintech
                    • Multi-agent trading simulation
                      • Fraud detection with Feast
                        • Financial research agent
                        • Frontier AI
                          • Distributed LLM pretraining
                            • Refine a pretraining corpus
                              • Evaluate every checkpoint
                                • Curate a video dataset for generative video
                                  • Find features in a language model with sparse autoencoders
                                    • Closed-loop molecular discovery
                                    • 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
                                                                              • Data processing
                                                                                • Batching strategies
                                                                                  • Event-driven executions
                                                                                  • Speculative decoding models
                                                                                    • Train an EAGLE-3 draft head
                                                                                    • Train a DFlash block drafter
                                                                                    • Train a DSpark drafter
                                                                                    • Benchmark draft models
                                                                                    • Serve and retrain draft models
                                                                                  • Reinforcement learning
                                                                                    • RL for LLMs with GRPO and LoRA
                                                                                      • Teach a humanoid to run
                                                                                        • Reward design with Claude and sandboxes
                                                                                          • Self-play league for Connect Four
                                                                                            • Durable agentic RL with SkyRL and Harbor
                                                                                            • Inference
                                                                                              • Voice customer-service agent
                                                                                              • Data validation
                                                                                                • Per-batch validation overhead
                                                                                                  • Whole-dataset validation
                                                                                                    • The cost of not validating
                                                                                                  • 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.cli.main
                                                                                                        • RootGroup
                                                                                                      • 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
                                                                                                            • AppleSiliconBridgeUnreachableError
                                                                                                            • AppleSiliconDaemonOOMError
                                                                                                            • AppleSiliconDaemonStartFailedError
                                                                                                            • AppleSiliconError
                                                                                                            • AppleSiliconHostExecFailedError
                                                                                                            • AppleSiliconModelNotFoundError
                                                                                                            • AppleSiliconNotAvailableError
                                                                                                            • 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
                                                                                                            • OrgLimitExceededError
                                                                                                            • ParameterMaterializationError
                                                                                                            • PrimaryContainerNotFoundError
                                                                                                            • RemoteTaskNotFoundError
                                                                                                            • RemoteTaskUsageError
                                                                                                            • ResourceExhaustedError
                                                                                                            • RestrictedTypeError
                                                                                                            • RetriesExhaustedError
                                                                                                            • RuntimeDataValidationError
                                                                                                            • RuntimeSystemError
                                                                                                            • RuntimeUnknownError
                                                                                                            • RuntimeUserError
                                                                                                            • SlowDownError
                                                                                                            • SyncTaskCallInAsyncContextError
                                                                                                            • TaskInterruptedError
                                                                                                            • TaskTimeoutError
                                                                                                            • TraceDoesNotAllowNestedTasksError
                                                                                                            • UnionRpcError
                                                                                                          • flyte.extend
                                                                                                            • AsyncFunctionTaskTemplate
                                                                                                            • ImageBuildEngine
                                                                                                            • ImageBuilder
                                                                                                            • ImageChecker
                                                                                                            • RuntimeTaskTemplate
                                                                                                            • SessionAddress
                                                                                                            • SessionRoutingInfo
                                                                                                            • TaskTemplate
                                                                                                          • flyte.extras
                                                                                                            • BatchStats
                                                                                                            • ContainerTask
                                                                                                            • CostEstimator
                                                                                                            • DynamicBatcher
                                                                                                            • Prompt
                                                                                                            • Sleep
                                                                                                            • SleepTask
                                                                                                            • TokenBatcher
                                                                                                            • TokenEstimator
                                                                                                          • flyte.extras.model_streamer
                                                                                                            • LoadResult
                                                                                                            • ModelStreamer
                                                                                                          • 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
                                                                                                            • CallCounter
                                                                                                            • CheckpointPaths
                                                                                                            • CodeBundle
                                                                                                            • GroupData
                                                                                                            • NativeInterface
                                                                                                            • PathRewrite
                                                                                                            • RawDataPath
                                                                                                            • SerializationContext
                                                                                                            • TaskContext
                                                                                                          • flyte.notify
                                                                                                            • Email
                                                                                                            • NamedDelivery
                                                                                                            • NamedRule
                                                                                                            • Notification
                                                                                                            • Slack
                                                                                                            • Teams
                                                                                                            • Webhook
                                                                                                          • flyte.orchestrator
                                                                                                            • OrchestratorTaskTemplate
                                                                                                          • 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
                                                                                                        • Union plugin
                                                                                                          • flyteplugins.union
                                                                                                            • flyteplugins.union.factory
                                                                                                              • Factory
                                                                                                              • TimeRange
                                                                                                            • flyteplugins.union.io
                                                                                                              • ActionRef
                                                                                                              • BlockVolume
                                                                                                              • ROBlockVolume
                                                                                                              • ROVolume
                                                                                                              • RWVolume
                                                                                                              • Volume
                                                                                                            • flyteplugins.union.remote
                                                                                                              • ApiKey
                                                                                                              • Assignment
                                                                                                              • Cluster
                                                                                                              • ClusterConfig
                                                                                                              • ClusterPool
                                                                                                              • Environment
                                                                                                              • EnvironmentVersion
                                                                                                              • Member
                                                                                                              • MetricResult
                                                                                                              • Metrics
                                                                                                              • MetricSeries
                                                                                                              • NodeGroup
                                                                                                              • NodeGroups
                                                                                                              • Policy
                                                                                                              • Queue
                                                                                                              • Role
                                                                                                              • SSHDebug
                                                                                                              • SystemLogs
                                                                                                              • User
                                                                                                              • VolumeExplore
                                                                                                              • VolumeResolveError
                                                                                                            • flyteplugins.union.utils
                                                                                                            • 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
                                                                                                                            • GitLab
                                                                                                                              • GitLabProvider
                                                                                                                            • 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
                                                                                                                              • Nextflow
                                                                                                                                • NextflowError
                                                                                                                              • NVIDIA Nsight Systems
                                                                                                                                • flyteplugins.nsight
                                                                                                                                  • flyteplugins.nsight.nsys
                                                                                                                                    • flyteplugins.nsight.nvtx
                                                                                                                                    • OmegaConf
                                                                                                                                      • oMLX
                                                                                                                                        • OMLXAppEnvironment
                                                                                                                                      • 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
                                                                                                                                      • Uctl CLI
                                                                                                                                        • LLM-optimized documentation
                                                                                                                                      • Integrations
                                                                                                                                        • Agent frameworks
                                                                                                                                          • How it works
                                                                                                                                          • OpenAI
                                                                                                                                          • Claude
                                                                                                                                          • Google ADK
                                                                                                                                          • Mistral
                                                                                                                                          • LangChain
                                                                                                                                          • LangGraph
                                                                                                                                          • Deep Agents
                                                                                                                                          • CrewAI
                                                                                                                                          • Pydantic AI
                                                                                                                                          • Hermes
                                                                                                                                        • Software development tools
                                                                                                                                          • GitHub
                                                                                                                                          • Slack
                                                                                                                                          • Linear
                                                                                                                                          • ClickUp
                                                                                                                                          • Jira
                                                                                                                                          • GitLab
                                                                                                                                        • BigQuery
                                                                                                                                          • Code generation
                                                                                                                                            • Dask
                                                                                                                                              • Databricks
                                                                                                                                                • DBT
                                                                                                                                                  • Grafana Agent Observability
                                                                                                                                                    • Hugging Face
                                                                                                                                                      • Hydra
                                                                                                                                                        • JSONL
                                                                                                                                                          • Lance
                                                                                                                                                            • llama.cpp
                                                                                                                                                              • MLflow
                                                                                                                                                                • Nextflow
                                                                                                                                                                  • NVIDIA Nsight Systems
                                                                                                                                                                    • OmegaConf
                                                                                                                                                                      • OpenTelemetry
                                                                                                                                                                        • Exporters and configuration
                                                                                                                                                                        • Traces across crashes and resumes
                                                                                                                                                                      • Pandera
                                                                                                                                                                        • Papermill
                                                                                                                                                                          • Polars
                                                                                                                                                                            • PyTorch
                                                                                                                                                                              • Ray
                                                                                                                                                                                • Slurm
                                                                                                                                                                                  • Snowflake
                                                                                                                                                                                    • Spark
                                                                                                                                                                                      • TypeSafe AI
                                                                                                                                                                                        • Weights & Biases
                                                                                                                                                                                          • Experiments
                                                                                                                                                                                          • Distributed training
                                                                                                                                                                                          • Sweeps
                                                                                                                                                                                          • Downloading logs
                                                                                                                                                                                          • Constraints and best practices
                                                                                                                                                                                          • Manual integration
                                                                                                                                                                                      • Platform deployment
                                                                                                                                                                                        • Subscribe and sign up
                                                                                                                                                                                          • AWS Marketplace
                                                                                                                                                                                          • Create your account and organization
                                                                                                                                                                                          • Run your first workflow locally
                                                                                                                                                                                        • Platform architecture
                                                                                                                                                                                        • Self-managed deployment
                                                                                                                                                                                          • Provision your AWS resources
                                                                                                                                                                                            • Legacy steps
                                                                                                                                                                                          • Provision your GCP resources
                                                                                                                                                                                            • Legacy steps
                                                                                                                                                                                          • Provision your Azure resources
                                                                                                                                                                                            • Legacy steps
                                                                                                                                                                                          • Connect your cluster
                                                                                                                                                                                          • What Union.ai installs in your cluster
                                                                                                                                                                                          • Infrastructure recommendations
                                                                                                                                                                                            • OCI
                                                                                                                                                                                            • Generic Kubernetes
                                                                                                                                                                                            • CoreWeave
                                                                                                                                                                                            • Crusoe
                                                                                                                                                                                            • Nebius
                                                                                                                                                                                            • Scaling constraints
                                                                                                                                                                                          • Deploy the data plane
                                                                                                                                                                                            • CoreWeave
                                                                                                                                                                                            • Crusoe
                                                                                                                                                                                            • Nebius
                                                                                                                                                                                          • Upgrade the data plane
                                                                                                                                                                                          • Configuration
                                                                                                                                                                                            • Interruptible task scheduling
                                                                                                                                                                                            • Node pools
                                                                                                                                                                                            • Code Viewer
                                                                                                                                                                                            • Image Builder
                                                                                                                                                                                            • Multiple Clusters
                                                                                                                                                                                            • Persistent logs
                                                                                                                                                                                            • Metrics reference
                                                                                                                                                                                            • Monitoring
                                                                                                                                                                                            • Secrets
                                                                                                                                                                                            • Data retention policies
                                                                                                                                                                                            • Compute plugins
                                                                                                                                                                                            • Namespace mapping
                                                                                                                                                                                            • Volumes
                                                                                                                                                                                            • Telemetry
                                                                                                                                                                                          • Helm chart reference
                                                                                                                                                                                            • Dataplane chart
                                                                                                                                                                                            • Knative Operator chart
                                                                                                                                                                                          • Kubernetes access controls
                                                                                                                                                                                        • BYOC deployment
                                                                                                                                                                                          • Configuring your data plane
                                                                                                                                                                                          • Multi-cluster and multi-cloud
                                                                                                                                                                                          • Data plane setup on AWS
                                                                                                                                                                                          • Data plane setup on GCP
                                                                                                                                                                                          • Data plane setup on Azure
                                                                                                                                                                                          • Data retention policy
                                                                                                                                                                                          • Enabling AWS resources
                                                                                                                                                                                            • Enabling AWS S3
                                                                                                                                                                                            • Enabling AWS ECR
                                                                                                                                                                                            • Enabling AWS Secrets Manager
                                                                                                                                                                                          • Enabling GCP resources
                                                                                                                                                                                            • Enabling Google Cloud Storage
                                                                                                                                                                                            • Enabling Google Artifact Registry
                                                                                                                                                                                            • Enabling Google Secret Manager
                                                                                                                                                                                            • Enabling BigQuery
                                                                                                                                                                                          • Enabling Azure resources
                                                                                                                                                                                            • Enabling Azure Blob Storage
                                                                                                                                                                                            • Enabling Azure Container Registry (ACR)
                                                                                                                                                                                            • Enabling Azure Key Vault
                                                                                                                                                                                          • Single sign on setup
                                                                                                                                                                                            • Google OpenID Connect
                                                                                                                                                                                            • Microsoft Entra ID (formerly Azure AD)
                                                                                                                                                                                            • Other identity providers
                                                                                                                                                                                        • Manage Union through Terraform
                                                                                                                                                                                          • Installation
                                                                                                                                                                                          • Resource management
                                                                                                                                                                                          • Security best practices
                                                                                                                                                                                      • Zero Trust security
                                                                                                                                                                                        • Architecture
                                                                                                                                                                                          • Two-plane separation
                                                                                                                                                                                          • Control plane
                                                                                                                                                                                          • Data plane
                                                                                                                                                                                          • Network architecture
                                                                                                                                                                                          • Sovereign Data Plane
                                                                                                                                                                                          • Private connectivity (BYOC)
                                                                                                                                                                                        • Data protection
                                                                                                                                                                                          • Data classification and residency
                                                                                                                                                                                          • Secrets management
                                                                                                                                                                                          • Logging and audit
                                                                                                                                                                                        • Identity and access
                                                                                                                                                                                          • Authentication
                                                                                                                                                                                          • Role-based access control
                                                                                                                                                                                          • Human access controls
                                                                                                                                                                                        • Compliance and governance
                                                                                                                                                                                          • Certifications and Trust Center
                                                                                                                                                                                          • HIPAA compliance
                                                                                                                                                                                          • GDPR alignment
                                                                                                                                                                                          • Standards compliance
                                                                                                                                                                                          • Shared responsibility model
                                                                                                                                                                                          • Organizational security
                                                                                                                                                                                          • Vulnerability management
                                                                                                                                                                                      • Community
                                                                                                                                                                                        • Contributing docs and examples
                                                                                                                                                                                          • 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
                                                                                                                                                                                      • Release notes
                                                                                                                                                                                        • October 2026
                                                                                                                                                                                        • September 2026
                                                                                                                                                                                        • August 2026
                                                                                                                                                                                        • July 2026
                                                                                                                                                                                        • June 2026
                                                                                                                                                                                        • May 2026
                                                                                                                                                                                        • March 2026
                                                                                                                                                                                        • February 2026
                                                                                                                                                                                        • November 2025
                                                                                                                                                                                        • October 2025
                                                                                                                                                                                      Documentation navigation for Union including user guides, tutorials, API references, and integration examples
                                                                                                                                                                                      • User guide
                                                                                                                                                                                        • Get started
                                                                                                                                                                                          • Quickstart
                                                                                                                                                                                          • Core concepts
                                                                                                                                                                                            • TaskEnvironment
                                                                                                                                                                                            • Tasks
                                                                                                                                                                                            • Runs and actions
                                                                                                                                                                                            • Where your data lives
                                                                                                                                                                                            • Apps
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                                                                                                                                                                                            • Run locally in Python
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                                                                                                                                                                                            • Logging
                                                                                                                                                                                            • Overrides
                                                                                                                                                                                          • Build tasks
                                                                                                                                                                                            • Files and directories
                                                                                                                                                                                            • Volumes
                                                                                                                                                                                              • Work with a volume on your machine
                                                                                                                                                                                              • Use a volume in a task
                                                                                                                                                                                              • Versions, artifacts and lineage
                                                                                                                                                                                              • Performance, caching and tuning
                                                                                                                                                                                              • Block volumes
                                                                                                                                                                                            • Data classes and structures
                                                                                                                                                                                            • DataFrames
                                                                                                                                                                                            • Custom types
                                                                                                                                                                                            • Custom context
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                                                                                                                                                                                            • Error handling
                                                                                                                                                                                            • Traces
                                                                                                                                                                                            • Intra-task checkpoints
                                                                                                                                                                                            • Grouping actions
                                                                                                                                                                                            • Fanout
                                                                                                                                                                                            • Mapping over inputs
                                                                                                                                                                                            • Consuming a message queue
                                                                                                                                                                                            • Controlling parallel execution
                                                                                                                                                                                            • Streaming map-reduce
                                                                                                                                                                                            • Structured concurrency with anyio
                                                                                                                                                                                            • Task dependencies and ordering
                                                                                                                                                                                            • External conditions
                                                                                                                                                                                            • Unit Testing Tasks
                                                                                                                                                                                            • Higher-order functions
                                                                                                                                                                                            • Other features
                                                                                                                                                                                          • Run and deploy tasks
                                                                                                                                                                                            • How task run works
                                                                                                                                                                                            • Interact with runs and actions
                                                                                                                                                                                            • View logs
                                                                                                                                                                                            • Work with local data
                                                                                                                                                                                            • Run command options
                                                                                                                                                                                            • Build a custom CLI
                                                                                                                                                                                            • How task deployment works
                                                                                                                                                                                            • Deploy command options
                                                                                                                                                                                            • Packaging
                                                                                                                                                                                            • Running Tasks via Webhooks
                                                                                                                                                                                            • Deployment patterns
                                                                                                                                                                                            • Run context
                                                                                                                                                                                            • Entrypoint tasks
                                                                                                                                                                                            • Run a Python script
                                                                                                                                                                                            • Run with notifications
                                                                                                                                                                                            • Send notifications from your code
                                                                                                                                                                                            • Rerun a run
                                                                                                                                                                                            • Recover a failed run
                                                                                                                                                                                            • Fork a run
                                                                                                                                                                                            • Debug a run
                                                                                                                                                                                        • Apps
                                                                                                                                                                                          • Configure apps
                                                                                                                                                                                            • App environments
                                                                                                                                                                                            • Including additional files
                                                                                                                                                                                            • Passing parameters into app environments
                                                                                                                                                                                            • Autoscaling apps
                                                                                                                                                                                            • Apps depending on other environments
                                                                                                                                                                                          • Build apps
                                                                                                                                                                                            • Single-script apps
                                                                                                                                                                                            • Multi-script apps
                                                                                                                                                                                            • Serving graphs
                                                                                                                                                                                            • Hybrid app-task graphs
                                                                                                                                                                                            • WebSocket apps
                                                                                                                                                                                            • Browser apps
                                                                                                                                                                                            • Secret-based authentication
                                                                                                                                                                                            • Connector app
                                                                                                                                                                                          • Native app integrations
                                                                                                                                                                                            • Streamlit app
                                                                                                                                                                                            • FastAPI app
                                                                                                                                                                                            • Flyte webhook
                                                                                                                                                                                          • Serve and deploy apps
                                                                                                                                                                                            • How app serving works
                                                                                                                                                                                            • How app custom domains work
                                                                                                                                                                                            • How app deployment works
                                                                                                                                                                                            • Activating and deactivating apps
                                                                                                                                                                                        • Triggers
                                                                                                                                                                                          • Configure a trigger
                                                                                                                                                                                          • Schedule triggers
                                                                                                                                                                                          • When scheduled runs start
                                                                                                                                                                                          • Manual triggers and firing on demand
                                                                                                                                                                                          • Trigger on new artifact versions
                                                                                                                                                                                          • Trigger on partitions
                                                                                                                                                                                          • Notifications
                                                                                                                                                                                          • Deploy and manage triggers
                                                                                                                                                                                        • Model training
                                                                                                                                                                                          • Pre-training
                                                                                                                                                                                          • Post-training
                                                                                                                                                                                          • Classical machine learning
                                                                                                                                                                                          • Hyperparameter optimization
                                                                                                                                                                                          • Evaluation
                                                                                                                                                                                          • Durable training
                                                                                                                                                                                        • Reinforcement learning
                                                                                                                                                                                          • Training environment
                                                                                                                                                                                          • Reward setup
                                                                                                                                                                                          • Inference rollouts
                                                                                                                                                                                          • Training loop
                                                                                                                                                                                          • Evaluation
                                                                                                                                                                                        • Inference
                                                                                                                                                                                          • Providers
                                                                                                                                                                                            • Fireworks
                                                                                                                                                                                            • OpenAI
                                                                                                                                                                                            • Anthropic
                                                                                                                                                                                            • AWS Bedrock
                                                                                                                                                                                            • Google Vertex AI
                                                                                                                                                                                          • Self-hosted endpoints
                                                                                                                                                                                            • vLLM
                                                                                                                                                                                            • SGLang
                                                                                                                                                                                            • Ollama
                                                                                                                                                                                            • llama.cpp
                                                                                                                                                                                            • FastAPI
                                                                                                                                                                                            • Other frameworks
                                                                                                                                                                                          • Prefetching models
                                                                                                                                                                                          • Deploy trained models
                                                                                                                                                                                          • Batch inference
                                                                                                                                                                                          • Stream model weights
                                                                                                                                                                                          • Inference Gateway
                                                                                                                                                                                            • Deploy the gateway
                                                                                                                                                                                            • Providers
                                                                                                                                                                                            • Virtual keys
                                                                                                                                                                                            • Use from tasks and apps
                                                                                                                                                                                            • Use from your laptop
                                                                                                                                                                                            • Guardrails
                                                                                                                                                                                              • Python guardrails
                                                                                                                                                                                              • Guardrail protocol
                                                                                                                                                                                            • Decisions
                                                                                                                                                                                          • Decision models
                                                                                                                                                                                            • Typed decisions with Jev
                                                                                                                                                                                        • 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
                                                                                                                                                                                        • Artifacts
                                                                                                                                                                                          • Task outputs as artifacts
                                                                                                                                                                                          • Publish your own artifacts
                                                                                                                                                                                          • Prefetch Hugging Face models
                                                                                                                                                                                          • Use artifacts in apps
                                                                                                                                                                                          • Automatic lineage tracking
                                                                                                                                                                                          • Partitioned artifacts
                                                                                                                                                                                          • Find and retrieve artifacts
                                                                                                                                                                                          • Publish outputs of tasks you don't own
                                                                                                                                                                                        • Authenticating
                                                                                                                                                                                        • Factories
                                                                                                                                                                                          • Declare a factory
                                                                                                                                                                                          • Materialize and backfill
                                                                                                                                                                                          • End in an app
                                                                                                                                                                                          • Trigger a factory
                                                                                                                                                                                        • User management
                                                                                                                                                                                        • Clusters and queues
                                                                                                                                                                                          • Cluster pools
                                                                                                                                                                                          • Clusters
                                                                                                                                                                                          • Managing queues
                                                                                                                                                                                          • Resource caps and scheduling
                                                                                                                                                                                          • Node groups
                                                                                                                                                                                        • Project patterns
                                                                                                                                                                                          • Bring your own image (BYOI)
                                                                                                                                                                                          • Monorepo with uv
                                                                                                                                                                                          • CI/CD deployments
                                                                                                                                                                                          • Resource management and multi-team scaling
                                                                                                                                                                                          • Software development lifecycle
                                                                                                                                                                                            • Event-driven automation
                                                                                                                                                                                            • Review and release gates
                                                                                                                                                                                            • Human gates and approvals
                                                                                                                                                                                            • Evaluation gates
                                                                                                                                                                                            • Notifications and observability
                                                                                                                                                                                          • Advanced project
                                                                                                                                                                                            • Resilient generation
                                                                                                                                                                                            • Agentic refinement
                                                                                                                                                                                            • Parallel outputs
                                                                                                                                                                                            • Serving app
                                                                                                                                                                                        • Scale your runs
                                                                                                                                                                                          • Data flow
                                                                                                                                                                                          • Life of a run
                                                                                                                                                                                          • Scale your workflows
                                                                                                                                                                                        • Migration
                                                                                                                                                                                          • From Flyte 1 to 2
                                                                                                                                                                                            • Migration Overview
                                                                                                                                                                                            • Tasks and workflows
                                                                                                                                                                                            • Task configuration
                                                                                                                                                                                            • CLI and configuration
                                                                                                                                                                                            • Control flow
                                                                                                                                                                                            • Parallelism and fan-out
                                                                                                                                                                                            • Data types and I/O
                                                                                                                                                                                            • ML workloads
                                                                                                                                                                                            • New in Flyte 2
                                                                                                                                                                                            • Union features
                                                                                                                                                                                            • Hybrid v1 and v2 pipelines
                                                                                                                                                                                            • Gotchas and caveats
                                                                                                                                                                                          • From Airflow to Flyte
                                                                                                                                                                                            • Part 1: vanilla operators
                                                                                                                                                                                          • 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
                                                                                                                                                                                                      • Satellite image classification
                                                                                                                                                                                                      • Financial services & fintech
                                                                                                                                                                                                        • Multi-agent trading simulation
                                                                                                                                                                                                          • Fraud detection with Feast
                                                                                                                                                                                                            • Financial research agent
                                                                                                                                                                                                            • Frontier AI
                                                                                                                                                                                                              • Distributed LLM pretraining
                                                                                                                                                                                                                • Refine a pretraining corpus
                                                                                                                                                                                                                  • Evaluate every checkpoint
                                                                                                                                                                                                                    • Curate a video dataset for generative video
                                                                                                                                                                                                                      • Find features in a language model with sparse autoencoders
                                                                                                                                                                                                                        • Closed-loop molecular discovery
                                                                                                                                                                                                                        • 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
                                                                                                                                                                                                                                                                  • Data processing
                                                                                                                                                                                                                                                                    • Batching strategies
                                                                                                                                                                                                                                                                      • Event-driven executions
                                                                                                                                                                                                                                                                      • Speculative decoding models
                                                                                                                                                                                                                                                                        • Train an EAGLE-3 draft head
                                                                                                                                                                                                                                                                        • Train a DFlash block drafter
                                                                                                                                                                                                                                                                        • Train a DSpark drafter
                                                                                                                                                                                                                                                                        • Benchmark draft models
                                                                                                                                                                                                                                                                        • Serve and retrain draft models
                                                                                                                                                                                                                                                                      • Reinforcement learning
                                                                                                                                                                                                                                                                        • RL for LLMs with GRPO and LoRA
                                                                                                                                                                                                                                                                          • Teach a humanoid to run
                                                                                                                                                                                                                                                                            • Reward design with Claude and sandboxes
                                                                                                                                                                                                                                                                              • Self-play league for Connect Four
                                                                                                                                                                                                                                                                                • Durable agentic RL with SkyRL and Harbor
                                                                                                                                                                                                                                                                                • Inference
                                                                                                                                                                                                                                                                                  • Voice customer-service agent
                                                                                                                                                                                                                                                                                  • Data validation
                                                                                                                                                                                                                                                                                    • Per-batch validation overhead
                                                                                                                                                                                                                                                                                      • Whole-dataset validation
                                                                                                                                                                                                                                                                                        • The cost of not validating
                                                                                                                                                                                                                                                                                      • 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.cli.main
                                                                                                                                                                                                                                                                                            • RootGroup
                                                                                                                                                                                                                                                                                          • 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
                                                                                                                                                                                                                                                                                                • AppleSiliconBridgeUnreachableError
                                                                                                                                                                                                                                                                                                • AppleSiliconDaemonOOMError
                                                                                                                                                                                                                                                                                                • AppleSiliconDaemonStartFailedError
                                                                                                                                                                                                                                                                                                • AppleSiliconError
                                                                                                                                                                                                                                                                                                • AppleSiliconHostExecFailedError
                                                                                                                                                                                                                                                                                                • AppleSiliconModelNotFoundError
                                                                                                                                                                                                                                                                                                • AppleSiliconNotAvailableError
                                                                                                                                                                                                                                                                                                • 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
                                                                                                                                                                                                                                                                                                • OrgLimitExceededError
                                                                                                                                                                                                                                                                                                • ParameterMaterializationError
                                                                                                                                                                                                                                                                                                • PrimaryContainerNotFoundError
                                                                                                                                                                                                                                                                                                • RemoteTaskNotFoundError
                                                                                                                                                                                                                                                                                                • RemoteTaskUsageError
                                                                                                                                                                                                                                                                                                • ResourceExhaustedError
                                                                                                                                                                                                                                                                                                • RestrictedTypeError
                                                                                                                                                                                                                                                                                                • RetriesExhaustedError
                                                                                                                                                                                                                                                                                                • RuntimeDataValidationError
                                                                                                                                                                                                                                                                                                • RuntimeSystemError
                                                                                                                                                                                                                                                                                                • RuntimeUnknownError
                                                                                                                                                                                                                                                                                                • RuntimeUserError
                                                                                                                                                                                                                                                                                                • SlowDownError
                                                                                                                                                                                                                                                                                                • SyncTaskCallInAsyncContextError
                                                                                                                                                                                                                                                                                                • TaskInterruptedError
                                                                                                                                                                                                                                                                                                • TaskTimeoutError
                                                                                                                                                                                                                                                                                                • TraceDoesNotAllowNestedTasksError
                                                                                                                                                                                                                                                                                                • UnionRpcError
                                                                                                                                                                                                                                                                                              • flyte.extend
                                                                                                                                                                                                                                                                                                • AsyncFunctionTaskTemplate
                                                                                                                                                                                                                                                                                                • ImageBuildEngine
                                                                                                                                                                                                                                                                                                • ImageBuilder
                                                                                                                                                                                                                                                                                                • ImageChecker
                                                                                                                                                                                                                                                                                                • RuntimeTaskTemplate
                                                                                                                                                                                                                                                                                                • SessionAddress
                                                                                                                                                                                                                                                                                                • SessionRoutingInfo
                                                                                                                                                                                                                                                                                                • TaskTemplate
                                                                                                                                                                                                                                                                                              • flyte.extras
                                                                                                                                                                                                                                                                                                • BatchStats
                                                                                                                                                                                                                                                                                                • ContainerTask
                                                                                                                                                                                                                                                                                                • CostEstimator
                                                                                                                                                                                                                                                                                                • DynamicBatcher
                                                                                                                                                                                                                                                                                                • Prompt
                                                                                                                                                                                                                                                                                                • Sleep
                                                                                                                                                                                                                                                                                                • SleepTask
                                                                                                                                                                                                                                                                                                • TokenBatcher
                                                                                                                                                                                                                                                                                                • TokenEstimator
                                                                                                                                                                                                                                                                                              • flyte.extras.model_streamer
                                                                                                                                                                                                                                                                                                • LoadResult
                                                                                                                                                                                                                                                                                                • ModelStreamer
                                                                                                                                                                                                                                                                                              • 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
                                                                                                                                                                                                                                                                                                • CallCounter
                                                                                                                                                                                                                                                                                                • CheckpointPaths
                                                                                                                                                                                                                                                                                                • CodeBundle
                                                                                                                                                                                                                                                                                                • GroupData
                                                                                                                                                                                                                                                                                                • NativeInterface
                                                                                                                                                                                                                                                                                                • PathRewrite
                                                                                                                                                                                                                                                                                                • RawDataPath
                                                                                                                                                                                                                                                                                                • SerializationContext
                                                                                                                                                                                                                                                                                                • TaskContext
                                                                                                                                                                                                                                                                                              • flyte.notify
                                                                                                                                                                                                                                                                                                • Email
                                                                                                                                                                                                                                                                                                • NamedDelivery
                                                                                                                                                                                                                                                                                                • NamedRule
                                                                                                                                                                                                                                                                                                • Notification
                                                                                                                                                                                                                                                                                                • Slack
                                                                                                                                                                                                                                                                                                • Teams
                                                                                                                                                                                                                                                                                                • Webhook
                                                                                                                                                                                                                                                                                              • flyte.orchestrator
                                                                                                                                                                                                                                                                                                • OrchestratorTaskTemplate
                                                                                                                                                                                                                                                                                              • 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
                                                                                                                                                                                                                                                                                            • Union plugin
                                                                                                                                                                                                                                                                                              • flyteplugins.union
                                                                                                                                                                                                                                                                                                • flyteplugins.union.factory
                                                                                                                                                                                                                                                                                                  • Factory
                                                                                                                                                                                                                                                                                                  • TimeRange
                                                                                                                                                                                                                                                                                                • flyteplugins.union.io
                                                                                                                                                                                                                                                                                                  • ActionRef
                                                                                                                                                                                                                                                                                                  • BlockVolume
                                                                                                                                                                                                                                                                                                  • ROBlockVolume
                                                                                                                                                                                                                                                                                                  • ROVolume
                                                                                                                                                                                                                                                                                                  • RWVolume
                                                                                                                                                                                                                                                                                                  • Volume
                                                                                                                                                                                                                                                                                                • flyteplugins.union.remote
                                                                                                                                                                                                                                                                                                  • ApiKey
                                                                                                                                                                                                                                                                                                  • Assignment
                                                                                                                                                                                                                                                                                                  • Cluster
                                                                                                                                                                                                                                                                                                  • ClusterConfig
                                                                                                                                                                                                                                                                                                  • ClusterPool
                                                                                                                                                                                                                                                                                                  • Environment
                                                                                                                                                                                                                                                                                                  • EnvironmentVersion
                                                                                                                                                                                                                                                                                                  • Member
                                                                                                                                                                                                                                                                                                  • MetricResult
                                                                                                                                                                                                                                                                                                  • Metrics
                                                                                                                                                                                                                                                                                                  • MetricSeries
                                                                                                                                                                                                                                                                                                  • NodeGroup
                                                                                                                                                                                                                                                                                                  • NodeGroups
                                                                                                                                                                                                                                                                                                  • Policy
                                                                                                                                                                                                                                                                                                  • Queue
                                                                                                                                                                                                                                                                                                  • Role
                                                                                                                                                                                                                                                                                                  • SSHDebug
                                                                                                                                                                                                                                                                                                  • SystemLogs
                                                                                                                                                                                                                                                                                                  • User
                                                                                                                                                                                                                                                                                                  • VolumeExplore
                                                                                                                                                                                                                                                                                                  • VolumeResolveError
                                                                                                                                                                                                                                                                                                • flyteplugins.union.utils
                                                                                                                                                                                                                                                                                                • 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
                                                                                                                                                                                                                                                                                                                • GitLab
                                                                                                                                                                                                                                                                                                                  • GitLabProvider
                                                                                                                                                                                                                                                                                                                • 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
                                                                                                                                                                                                                                                                                                                  • Nextflow
                                                                                                                                                                                                                                                                                                                    • NextflowError
                                                                                                                                                                                                                                                                                                                  • NVIDIA Nsight Systems
                                                                                                                                                                                                                                                                                                                    • flyteplugins.nsight
                                                                                                                                                                                                                                                                                                                      • flyteplugins.nsight.nsys
                                                                                                                                                                                                                                                                                                                        • flyteplugins.nsight.nvtx
                                                                                                                                                                                                                                                                                                                        • OmegaConf
                                                                                                                                                                                                                                                                                                                          • oMLX
                                                                                                                                                                                                                                                                                                                            • OMLXAppEnvironment
                                                                                                                                                                                                                                                                                                                          • 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
                                                                                                                                                                                                                                                                                                                          • Uctl CLI
                                                                                                                                                                                                                                                                                                                            • LLM-optimized documentation
                                                                                                                                                                                                                                                                                                                          • Integrations
                                                                                                                                                                                                                                                                                                                            • Agent frameworks
                                                                                                                                                                                                                                                                                                                              • How it works
                                                                                                                                                                                                                                                                                                                              • OpenAI
                                                                                                                                                                                                                                                                                                                              • Claude
                                                                                                                                                                                                                                                                                                                              • Google ADK
                                                                                                                                                                                                                                                                                                                              • Mistral
                                                                                                                                                                                                                                                                                                                              • LangChain
                                                                                                                                                                                                                                                                                                                              • LangGraph
                                                                                                                                                                                                                                                                                                                              • Deep Agents
                                                                                                                                                                                                                                                                                                                              • CrewAI
                                                                                                                                                                                                                                                                                                                              • Pydantic AI
                                                                                                                                                                                                                                                                                                                              • Hermes
                                                                                                                                                                                                                                                                                                                            • Software development tools
                                                                                                                                                                                                                                                                                                                              • GitHub
                                                                                                                                                                                                                                                                                                                              • Slack
                                                                                                                                                                                                                                                                                                                              • Linear
                                                                                                                                                                                                                                                                                                                              • ClickUp
                                                                                                                                                                                                                                                                                                                              • Jira
                                                                                                                                                                                                                                                                                                                              • GitLab
                                                                                                                                                                                                                                                                                                                            • BigQuery
                                                                                                                                                                                                                                                                                                                              • Code generation
                                                                                                                                                                                                                                                                                                                                • Dask
                                                                                                                                                                                                                                                                                                                                  • Databricks
                                                                                                                                                                                                                                                                                                                                    • DBT
                                                                                                                                                                                                                                                                                                                                      • Grafana Agent Observability
                                                                                                                                                                                                                                                                                                                                        • Hugging Face
                                                                                                                                                                                                                                                                                                                                          • Hydra
                                                                                                                                                                                                                                                                                                                                            • JSONL
                                                                                                                                                                                                                                                                                                                                              • Lance
                                                                                                                                                                                                                                                                                                                                                • llama.cpp
                                                                                                                                                                                                                                                                                                                                                  • MLflow
                                                                                                                                                                                                                                                                                                                                                    • Nextflow
                                                                                                                                                                                                                                                                                                                                                      • NVIDIA Nsight Systems
                                                                                                                                                                                                                                                                                                                                                        • OmegaConf
                                                                                                                                                                                                                                                                                                                                                          • OpenTelemetry
                                                                                                                                                                                                                                                                                                                                                            • Exporters and configuration
                                                                                                                                                                                                                                                                                                                                                            • Traces across crashes and resumes
                                                                                                                                                                                                                                                                                                                                                          • Pandera
                                                                                                                                                                                                                                                                                                                                                            • Papermill
                                                                                                                                                                                                                                                                                                                                                              • Polars
                                                                                                                                                                                                                                                                                                                                                                • PyTorch
                                                                                                                                                                                                                                                                                                                                                                  • Ray
                                                                                                                                                                                                                                                                                                                                                                    • Slurm
                                                                                                                                                                                                                                                                                                                                                                      • Snowflake
                                                                                                                                                                                                                                                                                                                                                                        • Spark
                                                                                                                                                                                                                                                                                                                                                                          • TypeSafe AI
                                                                                                                                                                                                                                                                                                                                                                            • Weights & Biases
                                                                                                                                                                                                                                                                                                                                                                              • Experiments
                                                                                                                                                                                                                                                                                                                                                                              • Distributed training
                                                                                                                                                                                                                                                                                                                                                                              • Sweeps
                                                                                                                                                                                                                                                                                                                                                                              • Downloading logs
                                                                                                                                                                                                                                                                                                                                                                              • Constraints and best practices
                                                                                                                                                                                                                                                                                                                                                                              • Manual integration
                                                                                                                                                                                                                                                                                                                                                                          • Platform deployment
                                                                                                                                                                                                                                                                                                                                                                            • Subscribe and sign up
                                                                                                                                                                                                                                                                                                                                                                              • AWS Marketplace
                                                                                                                                                                                                                                                                                                                                                                              • Create your account and organization
                                                                                                                                                                                                                                                                                                                                                                              • Run your first workflow locally
                                                                                                                                                                                                                                                                                                                                                                            • Platform architecture
                                                                                                                                                                                                                                                                                                                                                                            • Self-managed deployment
                                                                                                                                                                                                                                                                                                                                                                              • Provision your AWS resources
                                                                                                                                                                                                                                                                                                                                                                                • Legacy steps
                                                                                                                                                                                                                                                                                                                                                                              • Provision your GCP resources
                                                                                                                                                                                                                                                                                                                                                                                • Legacy steps
                                                                                                                                                                                                                                                                                                                                                                              • Provision your Azure resources
                                                                                                                                                                                                                                                                                                                                                                                • Legacy steps
                                                                                                                                                                                                                                                                                                                                                                              • Connect your cluster
                                                                                                                                                                                                                                                                                                                                                                              • What Union.ai installs in your cluster
                                                                                                                                                                                                                                                                                                                                                                              • Infrastructure recommendations
                                                                                                                                                                                                                                                                                                                                                                                • OCI
                                                                                                                                                                                                                                                                                                                                                                                • Generic Kubernetes
                                                                                                                                                                                                                                                                                                                                                                                • CoreWeave
                                                                                                                                                                                                                                                                                                                                                                                • Crusoe
                                                                                                                                                                                                                                                                                                                                                                                • Nebius
                                                                                                                                                                                                                                                                                                                                                                                • Scaling constraints
                                                                                                                                                                                                                                                                                                                                                                              • Deploy the data plane
                                                                                                                                                                                                                                                                                                                                                                                • CoreWeave
                                                                                                                                                                                                                                                                                                                                                                                • Crusoe
                                                                                                                                                                                                                                                                                                                                                                                • Nebius
                                                                                                                                                                                                                                                                                                                                                                              • Upgrade the data plane
                                                                                                                                                                                                                                                                                                                                                                              • Configuration
                                                                                                                                                                                                                                                                                                                                                                                • Interruptible task scheduling
                                                                                                                                                                                                                                                                                                                                                                                • Node pools
                                                                                                                                                                                                                                                                                                                                                                                • Code Viewer
                                                                                                                                                                                                                                                                                                                                                                                • Image Builder
                                                                                                                                                                                                                                                                                                                                                                                • Multiple Clusters
                                                                                                                                                                                                                                                                                                                                                                                • Persistent logs
                                                                                                                                                                                                                                                                                                                                                                                • Metrics reference
                                                                                                                                                                                                                                                                                                                                                                                • Monitoring
                                                                                                                                                                                                                                                                                                                                                                                • Secrets
                                                                                                                                                                                                                                                                                                                                                                                • Data retention policies
                                                                                                                                                                                                                                                                                                                                                                                • Compute plugins
                                                                                                                                                                                                                                                                                                                                                                                • Namespace mapping
                                                                                                                                                                                                                                                                                                                                                                                • Volumes
                                                                                                                                                                                                                                                                                                                                                                                • Telemetry
                                                                                                                                                                                                                                                                                                                                                                              • Helm chart reference
                                                                                                                                                                                                                                                                                                                                                                                • Dataplane chart
                                                                                                                                                                                                                                                                                                                                                                                • Knative Operator chart
                                                                                                                                                                                                                                                                                                                                                                              • Kubernetes access controls
                                                                                                                                                                                                                                                                                                                                                                            • BYOC deployment
                                                                                                                                                                                                                                                                                                                                                                              • Configuring your data plane
                                                                                                                                                                                                                                                                                                                                                                              • Multi-cluster and multi-cloud
                                                                                                                                                                                                                                                                                                                                                                              • Data plane setup on AWS
                                                                                                                                                                                                                                                                                                                                                                              • Data plane setup on GCP
                                                                                                                                                                                                                                                                                                                                                                              • Data plane setup on Azure
                                                                                                                                                                                                                                                                                                                                                                              • Data retention policy
                                                                                                                                                                                                                                                                                                                                                                              • Enabling AWS resources
                                                                                                                                                                                                                                                                                                                                                                                • Enabling AWS S3
                                                                                                                                                                                                                                                                                                                                                                                • Enabling AWS ECR
                                                                                                                                                                                                                                                                                                                                                                                • Enabling AWS Secrets Manager
                                                                                                                                                                                                                                                                                                                                                                              • Enabling GCP resources
                                                                                                                                                                                                                                                                                                                                                                                • Enabling Google Cloud Storage
                                                                                                                                                                                                                                                                                                                                                                                • Enabling Google Artifact Registry
                                                                                                                                                                                                                                                                                                                                                                                • Enabling Google Secret Manager
                                                                                                                                                                                                                                                                                                                                                                                • Enabling BigQuery
                                                                                                                                                                                                                                                                                                                                                                              • Enabling Azure resources
                                                                                                                                                                                                                                                                                                                                                                                • Enabling Azure Blob Storage
                                                                                                                                                                                                                                                                                                                                                                                • Enabling Azure Container Registry (ACR)
                                                                                                                                                                                                                                                                                                                                                                                • Enabling Azure Key Vault
                                                                                                                                                                                                                                                                                                                                                                              • Single sign on setup
                                                                                                                                                                                                                                                                                                                                                                                • Google OpenID Connect
                                                                                                                                                                                                                                                                                                                                                                                • Microsoft Entra ID (formerly Azure AD)
                                                                                                                                                                                                                                                                                                                                                                                • Other identity providers
                                                                                                                                                                                                                                                                                                                                                                            • Manage Union through Terraform
                                                                                                                                                                                                                                                                                                                                                                              • Installation
                                                                                                                                                                                                                                                                                                                                                                              • Resource management
                                                                                                                                                                                                                                                                                                                                                                              • Security best practices
                                                                                                                                                                                                                                                                                                                                                                          • Zero Trust security
                                                                                                                                                                                                                                                                                                                                                                            • Architecture
                                                                                                                                                                                                                                                                                                                                                                              • Two-plane separation
                                                                                                                                                                                                                                                                                                                                                                              • Control plane
                                                                                                                                                                                                                                                                                                                                                                              • Data plane
                                                                                                                                                                                                                                                                                                                                                                              • Network architecture
                                                                                                                                                                                                                                                                                                                                                                              • Sovereign Data Plane
                                                                                                                                                                                                                                                                                                                                                                              • Private connectivity (BYOC)
                                                                                                                                                                                                                                                                                                                                                                            • Data protection
                                                                                                                                                                                                                                                                                                                                                                              • Data classification and residency
                                                                                                                                                                                                                                                                                                                                                                              • Secrets management
                                                                                                                                                                                                                                                                                                                                                                              • Logging and audit
                                                                                                                                                                                                                                                                                                                                                                            • Identity and access
                                                                                                                                                                                                                                                                                                                                                                              • Authentication
                                                                                                                                                                                                                                                                                                                                                                              • Role-based access control
                                                                                                                                                                                                                                                                                                                                                                              • Human access controls
                                                                                                                                                                                                                                                                                                                                                                            • Compliance and governance
                                                                                                                                                                                                                                                                                                                                                                              • Certifications and Trust Center
                                                                                                                                                                                                                                                                                                                                                                              • HIPAA compliance
                                                                                                                                                                                                                                                                                                                                                                              • GDPR alignment
                                                                                                                                                                                                                                                                                                                                                                              • Standards compliance
                                                                                                                                                                                                                                                                                                                                                                              • Shared responsibility model
                                                                                                                                                                                                                                                                                                                                                                              • Organizational security
                                                                                                                                                                                                                                                                                                                                                                              • Vulnerability management
                                                                                                                                                                                                                                                                                                                                                                          • Community
                                                                                                                                                                                                                                                                                                                                                                            • Contributing docs and examples
                                                                                                                                                                                                                                                                                                                                                                              • 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
                                                                                                                                                                                                                                                                                                                                                                          • Release notes
                                                                                                                                                                                                                                                                                                                                                                            • October 2026
                                                                                                                                                                                                                                                                                                                                                                            • September 2026
                                                                                                                                                                                                                                                                                                                                                                            • August 2026
                                                                                                                                                                                                                                                                                                                                                                            • July 2026
                                                                                                                                                                                                                                                                                                                                                                            • June 2026
                                                                                                                                                                                                                                                                                                                                                                            • May 2026
                                                                                                                                                                                                                                                                                                                                                                            • March 2026
                                                                                                                                                                                                                                                                                                                                                                            • February 2026
                                                                                                                                                                                                                                                                                                                                                                            • November 2025
                                                                                                                                                                                                                                                                                                                                                                            • October 2025
                                                                                                                                                                                                                                                                                                                                                                          Union.ai
                                                                                                                                                                                                                                                                                                                                                                          Platform deployment
                                                                                                                                                                                                                                                                                                                                                                          Self-managed deployment
                                                                                                                                                                                                                                                                                                                                                                          Helm chart reference
                                                                                                                                                                                                                                                                                                                                                                          Open in Claude Open in Claude Ask questions about this page Open in ChatGPT Ask questions about this page Copy page Copy page as Markdown for LLMs View as Markdown View this page as plain text

                                                                                                                                                                                                                                                                                                                                                                          The full set of Helm values available across the Union charts.

                                                                                                                                                                                                                                                                                                                                                                          Helm chart reference

                                                                                                                                                                                                                                                                                                                                                                          The full list of Helm values available for configuration, per chart. They apply when you install the data plane with Helm; on a data plane connected from the Union.ai UI, the agent sets them.

                                                                                                                                                                                                                                                                                                                                                                          Dataplane chartHelm values for the chart that onboards a Kubernetes cluster as a Union data plane.Knative Operator chartHelm values for the Knative Operator chart.
                                                                                                                                                                                                                                                                                                                                                                          ← TelemetryDataplane chart →
                                                                                                                                                                                                                                                                                                                                                                          Docs: unionai/unionai-docs 2.13.2.0SDK: flyteorg/flyte-sdk 2.13.2 flyteplugins-union 0.20.2
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