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  • User guide
    • Get started
      • Quickstart
      • Core concepts
        • TaskEnvironment
        • Tasks
        • Runs and actions
        • Where your data lives
        • Apps
        • Projects and domains
        • Key capabilities
        • Basic project
      • Run modes
        • Run locally in Python
        • Run on the Devbox
        • Run on a deployed cluster
    • Tasks
      • Configure tasks
        • Container images
        • Resources
        • Secrets
        • Caching
        • Reusable containers
        • Pod templates
        • Multiple environments
        • Clustered task environment
        • Retries and timeouts
        • Interruptible tasks
        • Task plugins
        • Additional task settings
        • Logging
        • Overrides
      • Build tasks
        • Files and directories
        • Data classes and structures
        • DataFrames
        • Custom types
        • Custom context
        • Abort and cancel actions
        • Raw Container Tasks
        • Links
        • Reports
        • Notebooks
        • Remote tasks
        • Error handling
        • Traces
        • Intra-task checkpoints
        • Grouping actions
        • Fanout
        • Mapping over inputs
        • Consuming a message queue
        • Controlling parallel execution
        • Streaming map-reduce
        • Structured concurrency with anyio
        • Task dependencies and ordering
        • External conditions
        • Unit Testing Tasks
        • Higher-order functions
        • Other features
      • Run and deploy tasks
        • How task run works
        • Interact with runs and actions
        • View logs
        • Work with local data
        • Run command options
        • Build a custom CLI
        • How task deployment works
        • Deploy command options
        • Packaging
        • Deployment patterns
        • Run context
        • Entrypoint tasks
        • Run a Python script
        • Send notifications from your code
        • Rerun a run
        • Recover a failed run
    • Apps
      • Configure apps
        • App environments
        • Including additional files
        • Passing parameters into app environments
        • Autoscaling apps
        • Apps depending on other environments
      • Build apps
        • Single-script apps
        • Multi-script apps
        • Serving graphs
        • Hybrid app-task graphs
        • WebSocket apps
        • Browser apps
        • Secret-based authentication
      • Native app integrations
        • Streamlit app
        • FastAPI app
        • Flyte webhook
      • Serve and deploy apps
        • How app serving works
        • How app custom domains work
        • How app deployment works
        • Activating and deactivating apps
    • 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
    • Triggers
      • Configure a trigger
      • Schedule triggers
      • When scheduled runs start
      • Manual triggers and firing on demand
      • Deploy and manage triggers
    • Agents
      • Build an agent
        • Pure Python agents
        • Flyte-native agents
        • Bring your own framework
        • Agent memory
        • Agent chat UI
        • Deploy an agent as a service
      • Build an MCP
        • User-defined MCP server
        • Flyte MCP server
      • Sandboxing
        • Workflow sandboxing
        • Programmatic tool calling for agents
        • Code sandboxing
    • System one types
      • Typed decisions with Jev
    • Project patterns
      • Bring your own image (BYOI)
      • Monorepo with uv
      • CI/CD deployments
    • Software development lifecycle
      • Event-driven automation
      • Review and release gates
      • Human gates and approvals
      • Evaluation gates
      • Notifications and observability
    • Scale your runs
      • Data flow
      • Life of a run
      • Scale your workflows
    • Advanced project
      • Resilient generation
      • Agentic refinement
      • Parallel outputs
      • Serving app
    • Migration
      • From Flyte 1 to 2
        • Migration Overview
        • Tasks and workflows
        • Task configuration
        • CLI and configuration
        • Control flow
        • Parallelism and fan-out
        • Data types and I/O
        • ML workloads
        • New in Flyte 2
        • Hybrid v1 and v2 pipelines
        • Gotchas and caveats
      • From Airflow to Flyte
        • Part 1: vanilla operators
      • From Slurm to Flyte
    • Telemetry
  • Tutorials
    • Biotech & healthcare
      • Genomic alignment
        • Brain tumor MRI classification
          • Cross-species gene comparison
            • Genomic variant effect prediction
              • Drug molecule screening agent
              • Geospatial
                • GPU-accelerated climate modeling
                • Financial services & fintech
                  • Multi-agent trading simulation
                    • Fraud detection with Feast
                      • Financial research agent
                      • Frontier AI
                        • Distributed LLM pretraining
                          • Durable agentic RL with SkyRL and Harbor
                          • Computer vision
                            • Fine-tuning a VLM
                              • Multimodal retrieval evaluation
                                • RT-DETR object detection
                                • Agents
                                  • Autoresearch agent
                                    • Parallelized autoresearch agent
                                      • AutoSec researcher agent
                                        • Coding agent
                                          • Competitive intelligence agent
                                            • Deep research
                                              • LangGraph research agent
                                                • MLE bot
                                                  • Compliance monitoring agent
                                                    • Field data enrichment agent
                                                      • Support resolution agent
                                                        • Code mode analytics agent
                                                          • Typed decisions for agentic pipelines
                                                          • Context engineering
                                                            • Text-to-SQL prompt optimization
                                                              • Automatic prompt engineering
                                                              • Model training
                                                                • LLM fine-tuning with LoRA and QLoRA
                                                                  • BERT emotion classification
                                                                    • Hyperparameter optimization
                                                                  • Reference
                                                                    • Flyte CLI
                                                                    • Flyte SDK
                                                                      • flyte
                                                                        • AppHandle
                                                                        • AsyncFunctionTaskTemplate
                                                                        • Backoff
                                                                        • BaseCheckpoint
                                                                        • Cache
                                                                        • CachePolicy
                                                                        • Checkpoint
                                                                        • ConditionWebhook
                                                                        • Cron
                                                                        • Device
                                                                        • Documentation
                                                                        • Environment
                                                                        • FixedRate
                                                                        • Image
                                                                        • ImageBuild
                                                                        • Link
                                                                        • OnArtifact
                                                                        • PodTemplate
                                                                        • Resources
                                                                        • RetryStrategy
                                                                        • ReusePolicy
                                                                        • Secret
                                                                        • TaskEnvironment
                                                                        • TaskTemplate
                                                                        • Timeout
                                                                        • Trigger
                                                                        • TriggeredPartition
                                                                      • flyte.ai.agents
                                                                        • AccessDenied
                                                                        • Agent
                                                                        • AgentEvent
                                                                        • AgentProtocol
                                                                        • AgentResult
                                                                        • AgentTool
                                                                        • ConcurrencyError
                                                                        • LLMMessage
                                                                        • MCPServerSpec
                                                                        • MemoryMeta
                                                                        • MemoryStore
                                                                        • MemoryStoreError
                                                                        • ToolFn
                                                                      • flyte.ai.agents.agent
                                                                        • Agent
                                                                        • AgentEvent
                                                                      • flyte.ai.agents.memory
                                                                        • AccessDenied
                                                                        • ConcurrencyError
                                                                        • MemoryMeta
                                                                        • MemoryStore
                                                                        • MemoryStoreError
                                                                      • flyte.ai.agents.protocol
                                                                        • AgentProtocol
                                                                        • AgentResult
                                                                      • flyte.ai.chat
                                                                        • AgentChatAppEnvironment
                                                                        • CustomTheme
                                                                      • flyte.ai.chat.app
                                                                        • AgentChatAppEnvironment
                                                                        • CustomTheme
                                                                      • flyte.ai.mcp
                                                                        • FlyteMCPAppEnvironment
                                                                        • MCPAppEnvironment
                                                                      • flyte.app
                                                                        • AppEndpoint
                                                                        • AppEnvironment
                                                                        • ArtifactValue
                                                                        • ConnectorEnvironment
                                                                        • DeployedAppEnvironment
                                                                        • Domain
                                                                        • Link
                                                                        • Parameter
                                                                        • Port
                                                                        • RunOutput
                                                                        • Scaling
                                                                        • Subdomain
                                                                        • Timeouts
                                                                      • flyte.app.extras
                                                                        • FastAPIAppEnvironment
                                                                        • FastAPIPassthroughAuthMiddleware
                                                                        • FlyteWebhookAppEnvironment
                                                                      • flyte.artifacts
                                                                        • Artifact
                                                                        • ArtifactKey
                                                                        • ArtifactVersionId
                                                                        • Card
                                                                        • Metadata
                                                                        • TimePartition
                                                                      • flyte.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
                                                                            • 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
                                                                        • 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
                                                                                                  • 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
                                                                                                                                                  • Deployment overview
                                                                                                                                                  • Kind deployment
                                                                                                                                                    • Set up local OIDC provider
                                                                                                                                                    • Set up external OIDC provider
                                                                                                                                                  • AWS deployment
                                                                                                                                                    • flyte-binary deployment
                                                                                                                                                    • flyte-core deployment
                                                                                                                                                  • Authentication and SSO
                                                                                                                                                  • Enable app serving
                                                                                                                                                  • Plugin setup
                                                                                                                                                    • Flyte copilot storage configuration
                                                                                                                                                • Community
                                                                                                                                                  • Joining the community
                                                                                                                                                  • Contributing code
                                                                                                                                                  • Contributing docs and examples
                                                                                                                                                    • Set up a local docs dev environment
                                                                                                                                                    • Authoring
                                                                                                                                                    • Submit a contribution
                                                                                                                                                    • Writing guidelines
                                                                                                                                                    • Variants
                                                                                                                                                    • Versions
                                                                                                                                                    • Shortcodes
                                                                                                                                                    • API docs
                                                                                                                                                    • LLM-optimized documentation
                                                                                                                                                    • Redirects
                                                                                                                                                    • Production builds and troubleshooting
                                                                                                                                                Documentation navigation for Flyte including user guides, tutorials, API references, and integration examples
                                                                                                                                                • User guide
                                                                                                                                                  • Get started
                                                                                                                                                    • Quickstart
                                                                                                                                                    • Core concepts
                                                                                                                                                      • TaskEnvironment
                                                                                                                                                      • Tasks
                                                                                                                                                      • Runs and actions
                                                                                                                                                      • Where your data lives
                                                                                                                                                      • Apps
                                                                                                                                                      • Projects and domains
                                                                                                                                                      • Key capabilities
                                                                                                                                                      • Basic project
                                                                                                                                                    • Run modes
                                                                                                                                                      • Run locally in Python
                                                                                                                                                      • Run on the Devbox
                                                                                                                                                      • Run on a deployed cluster
                                                                                                                                                  • Tasks
                                                                                                                                                    • Configure tasks
                                                                                                                                                      • Container images
                                                                                                                                                      • Resources
                                                                                                                                                      • Secrets
                                                                                                                                                      • Caching
                                                                                                                                                      • Reusable containers
                                                                                                                                                      • Pod templates
                                                                                                                                                      • Multiple environments
                                                                                                                                                      • Clustered task environment
                                                                                                                                                      • Retries and timeouts
                                                                                                                                                      • Interruptible tasks
                                                                                                                                                      • Task plugins
                                                                                                                                                      • Additional task settings
                                                                                                                                                      • Logging
                                                                                                                                                      • Overrides
                                                                                                                                                    • Build tasks
                                                                                                                                                      • Files and directories
                                                                                                                                                      • Data classes and structures
                                                                                                                                                      • DataFrames
                                                                                                                                                      • Custom types
                                                                                                                                                      • Custom context
                                                                                                                                                      • Abort and cancel actions
                                                                                                                                                      • Raw Container Tasks
                                                                                                                                                      • Links
                                                                                                                                                      • Reports
                                                                                                                                                      • Notebooks
                                                                                                                                                      • Remote tasks
                                                                                                                                                      • Error handling
                                                                                                                                                      • Traces
                                                                                                                                                      • Intra-task checkpoints
                                                                                                                                                      • Grouping actions
                                                                                                                                                      • Fanout
                                                                                                                                                      • Mapping over inputs
                                                                                                                                                      • Consuming a message queue
                                                                                                                                                      • Controlling parallel execution
                                                                                                                                                      • Streaming map-reduce
                                                                                                                                                      • Structured concurrency with anyio
                                                                                                                                                      • Task dependencies and ordering
                                                                                                                                                      • External conditions
                                                                                                                                                      • Unit Testing Tasks
                                                                                                                                                      • Higher-order functions
                                                                                                                                                      • Other features
                                                                                                                                                    • Run and deploy tasks
                                                                                                                                                      • How task run works
                                                                                                                                                      • Interact with runs and actions
                                                                                                                                                      • View logs
                                                                                                                                                      • Work with local data
                                                                                                                                                      • Run command options
                                                                                                                                                      • Build a custom CLI
                                                                                                                                                      • How task deployment works
                                                                                                                                                      • Deploy command options
                                                                                                                                                      • Packaging
                                                                                                                                                      • Deployment patterns
                                                                                                                                                      • Run context
                                                                                                                                                      • Entrypoint tasks
                                                                                                                                                      • Run a Python script
                                                                                                                                                      • Send notifications from your code
                                                                                                                                                      • Rerun a run
                                                                                                                                                      • Recover a failed run
                                                                                                                                                  • Apps
                                                                                                                                                    • Configure apps
                                                                                                                                                      • App environments
                                                                                                                                                      • Including additional files
                                                                                                                                                      • Passing parameters into app environments
                                                                                                                                                      • Autoscaling apps
                                                                                                                                                      • Apps depending on other environments
                                                                                                                                                    • Build apps
                                                                                                                                                      • Single-script apps
                                                                                                                                                      • Multi-script apps
                                                                                                                                                      • Serving graphs
                                                                                                                                                      • Hybrid app-task graphs
                                                                                                                                                      • WebSocket apps
                                                                                                                                                      • Browser apps
                                                                                                                                                      • Secret-based authentication
                                                                                                                                                    • Native app integrations
                                                                                                                                                      • Streamlit app
                                                                                                                                                      • FastAPI app
                                                                                                                                                      • Flyte webhook
                                                                                                                                                    • Serve and deploy apps
                                                                                                                                                      • How app serving works
                                                                                                                                                      • How app custom domains work
                                                                                                                                                      • How app deployment works
                                                                                                                                                      • Activating and deactivating apps
                                                                                                                                                  • 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
                                                                                                                                                  • Triggers
                                                                                                                                                    • Configure a trigger
                                                                                                                                                    • Schedule triggers
                                                                                                                                                    • When scheduled runs start
                                                                                                                                                    • Manual triggers and firing on demand
                                                                                                                                                    • Deploy and manage triggers
                                                                                                                                                  • Agents
                                                                                                                                                    • Build an agent
                                                                                                                                                      • Pure Python agents
                                                                                                                                                      • Flyte-native agents
                                                                                                                                                      • Bring your own framework
                                                                                                                                                      • Agent memory
                                                                                                                                                      • Agent chat UI
                                                                                                                                                      • Deploy an agent as a service
                                                                                                                                                    • Build an MCP
                                                                                                                                                      • User-defined MCP server
                                                                                                                                                      • Flyte MCP server
                                                                                                                                                    • Sandboxing
                                                                                                                                                      • Workflow sandboxing
                                                                                                                                                      • Programmatic tool calling for agents
                                                                                                                                                      • Code sandboxing
                                                                                                                                                  • System one types
                                                                                                                                                    • Typed decisions with Jev
                                                                                                                                                  • Project patterns
                                                                                                                                                    • Bring your own image (BYOI)
                                                                                                                                                    • Monorepo with uv
                                                                                                                                                    • CI/CD deployments
                                                                                                                                                  • Software development lifecycle
                                                                                                                                                    • Event-driven automation
                                                                                                                                                    • Review and release gates
                                                                                                                                                    • Human gates and approvals
                                                                                                                                                    • Evaluation gates
                                                                                                                                                    • Notifications and observability
                                                                                                                                                  • Scale your runs
                                                                                                                                                    • Data flow
                                                                                                                                                    • Life of a run
                                                                                                                                                    • Scale your workflows
                                                                                                                                                  • Advanced project
                                                                                                                                                    • Resilient generation
                                                                                                                                                    • Agentic refinement
                                                                                                                                                    • Parallel outputs
                                                                                                                                                    • Serving app
                                                                                                                                                  • Migration
                                                                                                                                                    • From Flyte 1 to 2
                                                                                                                                                      • Migration Overview
                                                                                                                                                      • Tasks and workflows
                                                                                                                                                      • Task configuration
                                                                                                                                                      • CLI and configuration
                                                                                                                                                      • Control flow
                                                                                                                                                      • Parallelism and fan-out
                                                                                                                                                      • Data types and I/O
                                                                                                                                                      • ML workloads
                                                                                                                                                      • New in Flyte 2
                                                                                                                                                      • Hybrid v1 and v2 pipelines
                                                                                                                                                      • Gotchas and caveats
                                                                                                                                                    • From Airflow to Flyte
                                                                                                                                                      • Part 1: vanilla operators
                                                                                                                                                    • From Slurm to Flyte
                                                                                                                                                  • Telemetry
                                                                                                                                                • Tutorials
                                                                                                                                                  • Biotech & healthcare
                                                                                                                                                    • Genomic alignment
                                                                                                                                                      • Brain tumor MRI classification
                                                                                                                                                        • Cross-species gene comparison
                                                                                                                                                          • Genomic variant effect prediction
                                                                                                                                                            • Drug molecule screening agent
                                                                                                                                                            • Geospatial
                                                                                                                                                              • GPU-accelerated climate modeling
                                                                                                                                                              • Financial services & fintech
                                                                                                                                                                • Multi-agent trading simulation
                                                                                                                                                                  • Fraud detection with Feast
                                                                                                                                                                    • Financial research agent
                                                                                                                                                                    • Frontier AI
                                                                                                                                                                      • Distributed LLM pretraining
                                                                                                                                                                        • Durable agentic RL with SkyRL and Harbor
                                                                                                                                                                        • Computer vision
                                                                                                                                                                          • Fine-tuning a VLM
                                                                                                                                                                            • Multimodal retrieval evaluation
                                                                                                                                                                              • RT-DETR object detection
                                                                                                                                                                              • Agents
                                                                                                                                                                                • Autoresearch agent
                                                                                                                                                                                  • Parallelized autoresearch agent
                                                                                                                                                                                    • AutoSec researcher agent
                                                                                                                                                                                      • Coding agent
                                                                                                                                                                                        • Competitive intelligence agent
                                                                                                                                                                                          • Deep research
                                                                                                                                                                                            • LangGraph research agent
                                                                                                                                                                                              • MLE bot
                                                                                                                                                                                                • Compliance monitoring agent
                                                                                                                                                                                                  • Field data enrichment agent
                                                                                                                                                                                                    • Support resolution agent
                                                                                                                                                                                                      • Code mode analytics agent
                                                                                                                                                                                                        • Typed decisions for agentic pipelines
                                                                                                                                                                                                        • Context engineering
                                                                                                                                                                                                          • Text-to-SQL prompt optimization
                                                                                                                                                                                                            • Automatic prompt engineering
                                                                                                                                                                                                            • Model training
                                                                                                                                                                                                              • LLM fine-tuning with LoRA and QLoRA
                                                                                                                                                                                                                • BERT emotion classification
                                                                                                                                                                                                                  • Hyperparameter optimization
                                                                                                                                                                                                                • Reference
                                                                                                                                                                                                                  • Flyte CLI
                                                                                                                                                                                                                  • Flyte SDK
                                                                                                                                                                                                                    • flyte
                                                                                                                                                                                                                      • AppHandle
                                                                                                                                                                                                                      • AsyncFunctionTaskTemplate
                                                                                                                                                                                                                      • Backoff
                                                                                                                                                                                                                      • BaseCheckpoint
                                                                                                                                                                                                                      • Cache
                                                                                                                                                                                                                      • CachePolicy
                                                                                                                                                                                                                      • Checkpoint
                                                                                                                                                                                                                      • ConditionWebhook
                                                                                                                                                                                                                      • Cron
                                                                                                                                                                                                                      • Device
                                                                                                                                                                                                                      • Documentation
                                                                                                                                                                                                                      • Environment
                                                                                                                                                                                                                      • FixedRate
                                                                                                                                                                                                                      • Image
                                                                                                                                                                                                                      • ImageBuild
                                                                                                                                                                                                                      • Link
                                                                                                                                                                                                                      • OnArtifact
                                                                                                                                                                                                                      • PodTemplate
                                                                                                                                                                                                                      • Resources
                                                                                                                                                                                                                      • RetryStrategy
                                                                                                                                                                                                                      • ReusePolicy
                                                                                                                                                                                                                      • Secret
                                                                                                                                                                                                                      • TaskEnvironment
                                                                                                                                                                                                                      • TaskTemplate
                                                                                                                                                                                                                      • Timeout
                                                                                                                                                                                                                      • Trigger
                                                                                                                                                                                                                      • TriggeredPartition
                                                                                                                                                                                                                    • flyte.ai.agents
                                                                                                                                                                                                                      • AccessDenied
                                                                                                                                                                                                                      • Agent
                                                                                                                                                                                                                      • AgentEvent
                                                                                                                                                                                                                      • AgentProtocol
                                                                                                                                                                                                                      • AgentResult
                                                                                                                                                                                                                      • AgentTool
                                                                                                                                                                                                                      • ConcurrencyError
                                                                                                                                                                                                                      • LLMMessage
                                                                                                                                                                                                                      • MCPServerSpec
                                                                                                                                                                                                                      • MemoryMeta
                                                                                                                                                                                                                      • MemoryStore
                                                                                                                                                                                                                      • MemoryStoreError
                                                                                                                                                                                                                      • ToolFn
                                                                                                                                                                                                                    • flyte.ai.agents.agent
                                                                                                                                                                                                                      • Agent
                                                                                                                                                                                                                      • AgentEvent
                                                                                                                                                                                                                    • flyte.ai.agents.memory
                                                                                                                                                                                                                      • AccessDenied
                                                                                                                                                                                                                      • ConcurrencyError
                                                                                                                                                                                                                      • MemoryMeta
                                                                                                                                                                                                                      • MemoryStore
                                                                                                                                                                                                                      • MemoryStoreError
                                                                                                                                                                                                                    • flyte.ai.agents.protocol
                                                                                                                                                                                                                      • AgentProtocol
                                                                                                                                                                                                                      • AgentResult
                                                                                                                                                                                                                    • flyte.ai.chat
                                                                                                                                                                                                                      • AgentChatAppEnvironment
                                                                                                                                                                                                                      • CustomTheme
                                                                                                                                                                                                                    • flyte.ai.chat.app
                                                                                                                                                                                                                      • AgentChatAppEnvironment
                                                                                                                                                                                                                      • CustomTheme
                                                                                                                                                                                                                    • flyte.ai.mcp
                                                                                                                                                                                                                      • FlyteMCPAppEnvironment
                                                                                                                                                                                                                      • MCPAppEnvironment
                                                                                                                                                                                                                    • flyte.app
                                                                                                                                                                                                                      • AppEndpoint
                                                                                                                                                                                                                      • AppEnvironment
                                                                                                                                                                                                                      • ArtifactValue
                                                                                                                                                                                                                      • ConnectorEnvironment
                                                                                                                                                                                                                      • DeployedAppEnvironment
                                                                                                                                                                                                                      • Domain
                                                                                                                                                                                                                      • Link
                                                                                                                                                                                                                      • Parameter
                                                                                                                                                                                                                      • Port
                                                                                                                                                                                                                      • RunOutput
                                                                                                                                                                                                                      • Scaling
                                                                                                                                                                                                                      • Subdomain
                                                                                                                                                                                                                      • Timeouts
                                                                                                                                                                                                                    • flyte.app.extras
                                                                                                                                                                                                                      • FastAPIAppEnvironment
                                                                                                                                                                                                                      • FastAPIPassthroughAuthMiddleware
                                                                                                                                                                                                                      • FlyteWebhookAppEnvironment
                                                                                                                                                                                                                    • flyte.artifacts
                                                                                                                                                                                                                      • Artifact
                                                                                                                                                                                                                      • ArtifactKey
                                                                                                                                                                                                                      • ArtifactVersionId
                                                                                                                                                                                                                      • Card
                                                                                                                                                                                                                      • Metadata
                                                                                                                                                                                                                      • TimePartition
                                                                                                                                                                                                                    • flyte.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
                                                                                                                                                                                                                          • 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
                                                                                                                                                                                                                      • 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
                                                                                                                                                                                                                                                • LLM-optimized documentation
                                                                                                                                                                                                                                              • Integrations
                                                                                                                                                                                                                                                • Agent frameworks
                                                                                                                                                                                                                                                  • How it works
                                                                                                                                                                                                                                                  • OpenAI
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                                                                                                                                                                                                                                                  • 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
                                                                                                                                                                                                                                                                                                • Deployment overview
                                                                                                                                                                                                                                                                                                • Kind deployment
                                                                                                                                                                                                                                                                                                  • Set up local OIDC provider
                                                                                                                                                                                                                                                                                                  • Set up external OIDC provider
                                                                                                                                                                                                                                                                                                • AWS deployment
                                                                                                                                                                                                                                                                                                  • flyte-binary deployment
                                                                                                                                                                                                                                                                                                  • flyte-core deployment
                                                                                                                                                                                                                                                                                                • Authentication and SSO
                                                                                                                                                                                                                                                                                                • Enable app serving
                                                                                                                                                                                                                                                                                                • Plugin setup
                                                                                                                                                                                                                                                                                                  • Flyte copilot storage configuration
                                                                                                                                                                                                                                                                                              • Community
                                                                                                                                                                                                                                                                                                • Joining the community
                                                                                                                                                                                                                                                                                                • Contributing code
                                                                                                                                                                                                                                                                                                • Contributing docs and examples
                                                                                                                                                                                                                                                                                                  • Set up a local docs dev environment
                                                                                                                                                                                                                                                                                                  • Authoring
                                                                                                                                                                                                                                                                                                  • Submit a contribution
                                                                                                                                                                                                                                                                                                  • Writing guidelines
                                                                                                                                                                                                                                                                                                  • Variants
                                                                                                                                                                                                                                                                                                  • Versions
                                                                                                                                                                                                                                                                                                  • Shortcodes
                                                                                                                                                                                                                                                                                                  • API docs
                                                                                                                                                                                                                                                                                                  • LLM-optimized documentation
                                                                                                                                                                                                                                                                                                  • Redirects
                                                                                                                                                                                                                                                                                                  • Production builds and troubleshooting
                                                                                                                                                                                                                                                                                              Flyte OSS
                                                                                                                                                                                                                                                                                              Reference
                                                                                                                                                                                                                                                                                              Integrations
                                                                                                                                                                                                                                                                                              Code generation
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                                                                                                                                                                                                                                                                                              2.12.4

                                                                                                                                                                                                                                                                                              Code generation

                                                                                                                                                                                                                                                                                              Directory

                                                                                                                                                                                                                                                                                              Classes

                                                                                                                                                                                                                                                                                              Class Description
                                                                                                                                                                                                                                                                                              AutoCoderAgent Agent for single-file Python code generation with automatic testing and iteration.
                                                                                                                                                                                                                                                                                              CodeGenEvalResult Result from code generation and evaluation.
                                                                                                                                                                                                                                                                                              CodePlan Structured plan for the code solution.
                                                                                                                                                                                                                                                                                              CodeSolution Structured code solution.
                                                                                                                                                                                                                                                                                              ErrorDiagnosis Structured diagnosis of execution errors.
                                                                                                                                                                                                                                                                                              ImageConfig Configuration for Docker image building at runtime.
                                                                                                                                                                                                                                                                                              Docs: unionai/unionai-docs latest (main)SDK: flyteorg/flyte-sdk 2.12.4Backend: flyteorg/flyte v2.0.53
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