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                                                                                • flyte.ai.agents
                                                                                  • AccessDenied
                                                                                  • Agent
                                                                                  • AgentEvent
                                                                                  • AgentProtocol
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                                                                                  • AgentTool
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                                                                                  • MCPServerSpec
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                                                                                  • 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
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                                                                                  • Domain
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                                                                                  • Subdomain
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                                                                                • flyte.app.extras
                                                                                  • FastAPIAppEnvironment
                                                                                  • FastAPIPassthroughAuthMiddleware
                                                                                  • FlyteWebhookAppEnvironment
                                                                                • flyte.artifacts
                                                                                  • Artifact
                                                                                  • ArtifactKey
                                                                                  • ArtifactVersionId
                                                                                  • Card
                                                                                  • Metadata
                                                                                  • TimePartition
                                                                                • flyte.clustered
                                                                                  • ClusteredTaskEnvironment
                                                                                  • ClusteredTaskTemplate
                                                                                  • ClusterFailurePolicy
                                                                                  • JaxRun
                                                                                  • TorchRun
                                                                                • flyte.config
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                                                                                • flyte.connectors
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                                                                                  • ConnectorRegistry
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                                                                                • flyte.connectors.utils
                                                                                  • flyte.durable
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                                                                                      • TaskInterruptedError
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                                                                                      • UnionRpcError
                                                                                    • flyte.extend
                                                                                      • AsyncFunctionTaskTemplate
                                                                                      • ImageBuildEngine
                                                                                      • ImageBuilder
                                                                                      • ImageChecker
                                                                                      • TaskTemplate
                                                                                    • flyte.extras
                                                                                      • BatchStats
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                                                                                      • DynamicBatcher
                                                                                      • Prompt
                                                                                      • Sleep
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                                                                                      • TokenBatcher
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                                                                                    • flyte.extras.shell
                                                                                      • FlagSpec
                                                                                      • Glob
                                                                                      • Stderr
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                                                                                    • flyte.extras.webhooks
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                                                                                      • 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
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                                                                                    • flyte.remote
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                                                                                    • flyte.sandbox
                                                                                      • CodeTaskTemplate
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                                                                                    • flyte.storage
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                                                                                      • GCS
                                                                                      • S3
                                                                                      • Storage
                                                                                    • flyte.syncify
                                                                                      • Syncify
                                                                                    • flyte.types
                                                                                      • FlytePickle
                                                                                      • Renderable
                                                                                      • TypeEngine
                                                                                      • TypeTransformer
                                                                                      • TypeTransformerFailedError
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                                                                                  • Union plugin
                                                                                    • flyteplugins.union
                                                                                      • flyteplugins.union.factory
                                                                                        • Factory
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                                                                                      • flyteplugins.union.io
                                                                                        • ActionRef
                                                                                        • BlockVolume
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                                                                                        • ROVolume
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                                                                                        • Volume
                                                                                      • flyteplugins.union.remote
                                                                                        • ApiKey
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                                                                                        • Cluster
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                                                                                        • Policy
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                                                                                        • SSHDebug
                                                                                        • SystemLogs
                                                                                        • User
                                                                                        • VolumeExplore
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                                                                                      • flyteplugins.union.utils
                                                                                      • Integrations
                                                                                        • Agent frameworks
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                                                                                              • Deep Agents
                                                                                                • DurableChatModel
                                                                                              • Google ADK
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                                                                                              • Hermes
                                                                                                • LangChain
                                                                                                  • LangGraph
                                                                                                    • Mistral
                                                                                                      • OpenAI Agents SDK
                                                                                                        • FlyteModel
                                                                                                        • FlyteModelProvider
                                                                                                        • FlyteSession
                                                                                                        • FlyteTracingProcessor
                                                                                                        • FunctionTool
                                                                                                      • Pydantic AI
                                                                                                        • FlyteModel
                                                                                                    • Anthropic
                                                                                                      • Agent
                                                                                                    • BigQuery
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                                                                                                      • BQToPandasDecodingHandler
                                                                                                    • Code generation
                                                                                                      • AutoCoderAgent
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                                                                                                      • CodePlan
                                                                                                      • CodeSolution
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                                                                                                    • Dask
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                                                                                                    • Databricks
                                                                                                      • Databricks
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                                                                                                    • Gemini
                                                                                                      • Agent
                                                                                                    • Hugging Face
                                                                                                      • HFSource
                                                                                                    • Hydra
                                                                                                      • JSONL
                                                                                                        • JsonlDir
                                                                                                        • JsonlFile
                                                                                                      • MLflow
                                                                                                        • Mlflow
                                                                                                      • OmegaConf
                                                                                                        • OpenAI
                                                                                                          • Papermill
                                                                                                            • NotebookTask
                                                                                                          • Polars
                                                                                                            • ParquetToPolarsDecodingHandler
                                                                                                            • ParquetToPolarsLazyFrameDecodingHandler
                                                                                                            • PolarsLazyFrameToParquetEncodingHandler
                                                                                                            • PolarsToParquetEncodingHandler
                                                                                                          • PyTorch
                                                                                                            • Elastic
                                                                                                          • Ray
                                                                                                            • AutoscalerOptionsConfig
                                                                                                            • HeadNodeConfig
                                                                                                            • RayJobConfig
                                                                                                            • WorkerNodeConfig
                                                                                                          • SGLang
                                                                                                            • SGLangAppEnvironment
                                                                                                          • Snowflake
                                                                                                            • Snowflake
                                                                                                            • SnowflakeConfig
                                                                                                            • SnowflakeConnector
                                                                                                          • Spark
                                                                                                            • ParquetToSparkDecoder
                                                                                                            • Spark
                                                                                                            • SparkToParquetEncoder
                                                                                                          • TypeSafe AI
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                                                                                                            • CallInfo
                                                                                                            • Choice
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                                                                                                            • Noul
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                                                                                                          • vLLM
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                                                                                                          • Weights & Biases
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                                                                                                        • Uctl CLI
                                                                                                          • LLM-optimized documentation
                                                                                                        • Integrations
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                                                                                                            • How it works
                                                                                                            • OpenAI
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                                                                                                            • Mistral
                                                                                                            • LangChain
                                                                                                            • LangGraph
                                                                                                            • Deep Agents
                                                                                                            • CrewAI
                                                                                                            • Pydantic AI
                                                                                                            • Hermes
                                                                                                          • BigQuery
                                                                                                            • Code generation
                                                                                                              • Dask
                                                                                                                • Databricks
                                                                                                                  • Grafana Agent Observability
                                                                                                                    • Hugging Face
                                                                                                                      • Hydra
                                                                                                                        • JSONL
                                                                                                                          • Lance
                                                                                                                            • MLflow
                                                                                                                              • OmegaConf
                                                                                                                                • OpenTelemetry
                                                                                                                                  • Exporters and configuration
                                                                                                                                  • Traces across crashes and resumes
                                                                                                                                • Pandera
                                                                                                                                  • Papermill
                                                                                                                                    • Polars
                                                                                                                                      • PyTorch
                                                                                                                                        • Ray
                                                                                                                                          • Snowflake
                                                                                                                                            • Spark
                                                                                                                                              • TypeSafe AI
                                                                                                                                                • Weights & Biases
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                                                                                                                                                  • Manual integration
                                                                                                                                              • Platform deployment
                                                                                                                                                • Setup from Marketplace
                                                                                                                                                  • AWS Marketplace
                                                                                                                                                  • Sign up for Union.ai
                                                                                                                                                  • Run your first workflow locally
                                                                                                                                                  • Provision your AWS resources
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                                                                                                                                                  • Platform architecture
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                                                                                                                                                  • Multi-cluster and multi-cloud
                                                                                                                                                  • Data plane setup on AWS
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                                                                                                                                                  • Data retention policy
                                                                                                                                                  • Enabling AWS resources
                                                                                                                                                    • Enabling AWS S3
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                                                                                                                                                    • Enabling AWS Secrets Manager
                                                                                                                                                  • Enabling GCP resources
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                                                                                                                                                    • Enabling BigQuery
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                                                                                                                                                    • Enabling Azure Blob Storage
                                                                                                                                                    • Enabling Azure Container Registry (ACR)
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                                                                                                                                                  • Single sign on setup
                                                                                                                                                    • Google OpenID Connect
                                                                                                                                                    • Microsoft Entra ID (formerly Azure AD)
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                                                                                                                                                • Manage Union through Terraform
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                                                                                                                                                Documentation navigation for Union including user guides, tutorials, API references, and integration examples
                                                                                                                                                • User guide
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                                                                                                                                                      • Run locally in Python
                                                                                                                                                      • Run on the Devbox
                                                                                                                                                      • Run on a remote cluster
                                                                                                                                                  • Tasks
                                                                                                                                                    • Configure tasks
                                                                                                                                                      • Container images
                                                                                                                                                      • Resources
                                                                                                                                                      • Secrets
                                                                                                                                                      • Caching
                                                                                                                                                      • Reusable containers
                                                                                                                                                      • Pod templates
                                                                                                                                                      • Multiple environments
                                                                                                                                                      • Clustered task environment
                                                                                                                                                      • Retries and timeouts
                                                                                                                                                      • Interruptible tasks
                                                                                                                                                      • Queues
                                                                                                                                                      • Task plugins
                                                                                                                                                      • Additional task settings
                                                                                                                                                      • Logging
                                                                                                                                                      • Overrides
                                                                                                                                                    • Build tasks
                                                                                                                                                      • Files and directories
                                                                                                                                                      • Volumes
                                                                                                                                                      • Block volumes
                                                                                                                                                      • Data classes and structures
                                                                                                                                                      • DataFrames
                                                                                                                                                      • Custom types
                                                                                                                                                      • Custom context
                                                                                                                                                      • Abort and cancel actions
                                                                                                                                                      • Raw Container Tasks
                                                                                                                                                      • Links
                                                                                                                                                      • Reports
                                                                                                                                                      • Notebooks
                                                                                                                                                      • Remote tasks
                                                                                                                                                      • Error handling
                                                                                                                                                      • Traces
                                                                                                                                                      • Intra-task checkpoints
                                                                                                                                                      • Grouping actions
                                                                                                                                                      • Fanout
                                                                                                                                                      • Mapping over inputs
                                                                                                                                                      • Consuming a message queue
                                                                                                                                                      • Controlling parallel execution
                                                                                                                                                      • Streaming map-reduce
                                                                                                                                                      • Structured concurrency with anyio
                                                                                                                                                      • Task dependencies and ordering
                                                                                                                                                      • External conditions
                                                                                                                                                      • Unit Testing Tasks
                                                                                                                                                      • Higher-order functions
                                                                                                                                                      • Other features
                                                                                                                                                    • Run and deploy tasks
                                                                                                                                                      • How task run works
                                                                                                                                                      • Interact with runs and actions
                                                                                                                                                      • View logs
                                                                                                                                                      • Work with local data
                                                                                                                                                      • Run command options
                                                                                                                                                      • Build a custom CLI
                                                                                                                                                      • How task deployment works
                                                                                                                                                      • Deploy command options
                                                                                                                                                      • Packaging
                                                                                                                                                      • Running Tasks via Webhooks
                                                                                                                                                      • Deployment patterns
                                                                                                                                                      • Run context
                                                                                                                                                      • Entrypoint tasks
                                                                                                                                                      • Run a Python script
                                                                                                                                                      • Run with notifications
                                                                                                                                                      • Rerun a run
                                                                                                                                                      • Recover a failed run
                                                                                                                                                      • Fork a run
                                                                                                                                                      • Debug a run
                                                                                                                                                  • Apps
                                                                                                                                                    • Configure apps
                                                                                                                                                      • App environments
                                                                                                                                                      • Including additional files
                                                                                                                                                      • Passing parameters into app environments
                                                                                                                                                      • Autoscaling apps
                                                                                                                                                      • Apps depending on other environments
                                                                                                                                                    • Build apps
                                                                                                                                                      • Single-script apps
                                                                                                                                                      • Multi-script apps
                                                                                                                                                      • Serving graphs
                                                                                                                                                      • Hybrid app-task graphs
                                                                                                                                                      • WebSocket apps
                                                                                                                                                      • Browser apps
                                                                                                                                                      • Secret-based authentication
                                                                                                                                                      • Connector app
                                                                                                                                                    • Native app integrations
                                                                                                                                                      • Streamlit app
                                                                                                                                                      • FastAPI app
                                                                                                                                                      • vLLM app
                                                                                                                                                      • SGLang app
                                                                                                                                                      • Ollama app
                                                                                                                                                      • Flyte webhook
                                                                                                                                                    • Serve and deploy apps
                                                                                                                                                      • How app serving works
                                                                                                                                                      • How app custom domains work
                                                                                                                                                      • How app deployment works
                                                                                                                                                      • Activating and deactivating apps
                                                                                                                                                      • Prefetching models
                                                                                                                                                  • Triggers
                                                                                                                                                    • Configure a trigger
                                                                                                                                                    • Schedule triggers
                                                                                                                                                    • When scheduled runs start
                                                                                                                                                    • Manual triggers and firing on demand
                                                                                                                                                    • Trigger on new artifact versions
                                                                                                                                                    • Trigger on partitions
                                                                                                                                                    • Notifications
                                                                                                                                                    • Deploy and manage triggers
                                                                                                                                                  • Artifacts
                                                                                                                                                    • Task outputs as artifacts
                                                                                                                                                    • Publish your own artifacts
                                                                                                                                                    • Prefetch Hugging Face models
                                                                                                                                                    • Use artifacts in apps
                                                                                                                                                    • Automatic lineage tracking
                                                                                                                                                    • Partitioned artifacts
                                                                                                                                                    • Find and retrieve artifacts
                                                                                                                                                    • Publish outputs of tasks you don't own
                                                                                                                                                  • Factories
                                                                                                                                                    • Declare a factory
                                                                                                                                                    • Materialize and backfill
                                                                                                                                                    • End in an app
                                                                                                                                                    • Trigger a factory
                                                                                                                                                  • Agents
                                                                                                                                                    • Build an agent
                                                                                                                                                      • Pure Python agents
                                                                                                                                                      • Flyte-native agents
                                                                                                                                                      • Bring your own framework
                                                                                                                                                      • Agent memory
                                                                                                                                                      • Agent chat UI
                                                                                                                                                      • Deploy an agent as a service
                                                                                                                                                    • Build an MCP
                                                                                                                                                      • User-defined MCP server
                                                                                                                                                      • Flyte MCP server
                                                                                                                                                    • Sandboxing
                                                                                                                                                      • Workflow sandboxing
                                                                                                                                                      • Programmatic tool calling for agents
                                                                                                                                                      • Code sandboxing
                                                                                                                                                  • Authenticating
                                                                                                                                                  • System one types
                                                                                                                                                    • Typed decisions with Jev
                                                                                                                                                  • User management
                                                                                                                                                  • Cluster and workload management
                                                                                                                                                    • Cluster pools
                                                                                                                                                    • Clusters
                                                                                                                                                    • Managing queues
                                                                                                                                                  • Project patterns
                                                                                                                                                    • Bring your own image (BYOI)
                                                                                                                                                    • Monorepo with uv
                                                                                                                                                    • CI/CD deployments
                                                                                                                                                    • Resource management and multi-team scaling
                                                                                                                                                  • Scale your runs
                                                                                                                                                    • Data flow
                                                                                                                                                    • Life of a run
                                                                                                                                                    • Scale your workflows
                                                                                                                                                    • Batch inference
                                                                                                                                                  • Advanced project
                                                                                                                                                    • Resilient generation
                                                                                                                                                    • Agentic refinement
                                                                                                                                                    • Parallel outputs
                                                                                                                                                    • Serving app
                                                                                                                                                  • Migration
                                                                                                                                                    • From Flyte 1 to 2
                                                                                                                                                      • Migration Overview
                                                                                                                                                      • Tasks and workflows
                                                                                                                                                      • Task configuration
                                                                                                                                                      • CLI and configuration
                                                                                                                                                      • Control flow
                                                                                                                                                      • Parallelism and fan-out
                                                                                                                                                      • Data types and I/O
                                                                                                                                                      • ML workloads
                                                                                                                                                      • New in Flyte 2
                                                                                                                                                      • Union features
                                                                                                                                                      • Hybrid v1 and v2 pipelines
                                                                                                                                                      • Gotchas and caveats
                                                                                                                                                    • From Airflow to Flyte
                                                                                                                                                      • Part 1: vanilla operators
                                                                                                                                                    • From Slurm to Flyte
                                                                                                                                                • Tutorials
                                                                                                                                                  • Biotech & healthcare
                                                                                                                                                    • Genomic alignment
                                                                                                                                                      • Brain tumor MRI classification
                                                                                                                                                        • Cross-species gene comparison
                                                                                                                                                          • Genomic variant effect prediction
                                                                                                                                                            • Drug molecule screening agent
                                                                                                                                                            • Geospatial
                                                                                                                                                              • GPU-accelerated climate modeling
                                                                                                                                                                • Satellite image classification
                                                                                                                                                                • Financial services & fintech
                                                                                                                                                                  • Multi-agent trading simulation
                                                                                                                                                                    • Fraud detection with Feast
                                                                                                                                                                      • Financial research agent
                                                                                                                                                                      • Frontier AI
                                                                                                                                                                        • Distributed LLM pretraining
                                                                                                                                                                          • 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
                                                                                                                                                                                                                    • Data processing
                                                                                                                                                                                                                      • Batching strategies
                                                                                                                                                                                                                        • Event-driven executions
                                                                                                                                                                                                                        • Reinforcement learning
                                                                                                                                                                                                                          • RL for LLMs with GRPO and LoRA
                                                                                                                                                                                                                          • Inference
                                                                                                                                                                                                                            • Voice customer-service agent
                                                                                                                                                                                                                          • Reference
                                                                                                                                                                                                                            • Flyte CLI
                                                                                                                                                                                                                            • Flyte SDK
                                                                                                                                                                                                                              • flyte
                                                                                                                                                                                                                                • AppHandle
                                                                                                                                                                                                                                • AsyncFunctionTaskTemplate
                                                                                                                                                                                                                                • Backoff
                                                                                                                                                                                                                                • BaseCheckpoint
                                                                                                                                                                                                                                • Cache
                                                                                                                                                                                                                                • CachePolicy
                                                                                                                                                                                                                                • Checkpoint
                                                                                                                                                                                                                                • ConditionWebhook
                                                                                                                                                                                                                                • Cron
                                                                                                                                                                                                                                • Device
                                                                                                                                                                                                                                • Documentation
                                                                                                                                                                                                                                • Environment
                                                                                                                                                                                                                                • FixedRate
                                                                                                                                                                                                                                • Image
                                                                                                                                                                                                                                • ImageBuild
                                                                                                                                                                                                                                • Link
                                                                                                                                                                                                                                • OnArtifact
                                                                                                                                                                                                                                • PodTemplate
                                                                                                                                                                                                                                • Resources
                                                                                                                                                                                                                                • RetryStrategy
                                                                                                                                                                                                                                • ReusePolicy
                                                                                                                                                                                                                                • Secret
                                                                                                                                                                                                                                • TaskEnvironment
                                                                                                                                                                                                                                • TaskTemplate
                                                                                                                                                                                                                                • Timeout
                                                                                                                                                                                                                                • Trigger
                                                                                                                                                                                                                                • TriggeredPartition
                                                                                                                                                                                                                              • flyte.ai.agents
                                                                                                                                                                                                                                • AccessDenied
                                                                                                                                                                                                                                • Agent
                                                                                                                                                                                                                                • AgentEvent
                                                                                                                                                                                                                                • AgentProtocol
                                                                                                                                                                                                                                • AgentResult
                                                                                                                                                                                                                                • AgentTool
                                                                                                                                                                                                                                • ConcurrencyError
                                                                                                                                                                                                                                • LLMMessage
                                                                                                                                                                                                                                • MCPServerSpec
                                                                                                                                                                                                                                • MemoryMeta
                                                                                                                                                                                                                                • MemoryStore
                                                                                                                                                                                                                                • MemoryStoreError
                                                                                                                                                                                                                                • ToolFn
                                                                                                                                                                                                                              • flyte.ai.agents.agent
                                                                                                                                                                                                                                • Agent
                                                                                                                                                                                                                                • AgentEvent
                                                                                                                                                                                                                              • flyte.ai.agents.memory
                                                                                                                                                                                                                                • AccessDenied
                                                                                                                                                                                                                                • ConcurrencyError
                                                                                                                                                                                                                                • MemoryMeta
                                                                                                                                                                                                                                • MemoryStore
                                                                                                                                                                                                                                • MemoryStoreError
                                                                                                                                                                                                                              • flyte.ai.agents.protocol
                                                                                                                                                                                                                                • AgentProtocol
                                                                                                                                                                                                                                • AgentResult
                                                                                                                                                                                                                              • flyte.ai.chat
                                                                                                                                                                                                                                • AgentChatAppEnvironment
                                                                                                                                                                                                                                • CustomTheme
                                                                                                                                                                                                                              • flyte.ai.chat.app
                                                                                                                                                                                                                                • AgentChatAppEnvironment
                                                                                                                                                                                                                                • CustomTheme
                                                                                                                                                                                                                              • flyte.ai.mcp
                                                                                                                                                                                                                                • FlyteMCPAppEnvironment
                                                                                                                                                                                                                                • MCPAppEnvironment
                                                                                                                                                                                                                              • flyte.app
                                                                                                                                                                                                                                • AppEndpoint
                                                                                                                                                                                                                                • AppEnvironment
                                                                                                                                                                                                                                • ArtifactValue
                                                                                                                                                                                                                                • ConnectorEnvironment
                                                                                                                                                                                                                                • DeployedAppEnvironment
                                                                                                                                                                                                                                • Domain
                                                                                                                                                                                                                                • Link
                                                                                                                                                                                                                                • Parameter
                                                                                                                                                                                                                                • Port
                                                                                                                                                                                                                                • RunOutput
                                                                                                                                                                                                                                • Scaling
                                                                                                                                                                                                                                • Subdomain
                                                                                                                                                                                                                                • Timeouts
                                                                                                                                                                                                                              • flyte.app.extras
                                                                                                                                                                                                                                • FastAPIAppEnvironment
                                                                                                                                                                                                                                • FastAPIPassthroughAuthMiddleware
                                                                                                                                                                                                                                • FlyteWebhookAppEnvironment
                                                                                                                                                                                                                              • flyte.artifacts
                                                                                                                                                                                                                                • Artifact
                                                                                                                                                                                                                                • ArtifactKey
                                                                                                                                                                                                                                • ArtifactVersionId
                                                                                                                                                                                                                                • Card
                                                                                                                                                                                                                                • Metadata
                                                                                                                                                                                                                                • TimePartition
                                                                                                                                                                                                                              • flyte.clustered
                                                                                                                                                                                                                                • ClusteredTaskEnvironment
                                                                                                                                                                                                                                • ClusteredTaskTemplate
                                                                                                                                                                                                                                • ClusterFailurePolicy
                                                                                                                                                                                                                                • JaxRun
                                                                                                                                                                                                                                • TorchRun
                                                                                                                                                                                                                              • flyte.config
                                                                                                                                                                                                                                • Config
                                                                                                                                                                                                                              • flyte.connectors
                                                                                                                                                                                                                                • AsyncConnector
                                                                                                                                                                                                                                • AsyncConnectorExecutorMixin
                                                                                                                                                                                                                                • ConnectorRegistry
                                                                                                                                                                                                                                • ConnectorService
                                                                                                                                                                                                                                • Resource
                                                                                                                                                                                                                                • ResourceMeta
                                                                                                                                                                                                                              • flyte.connectors.utils
                                                                                                                                                                                                                                • flyte.durable
                                                                                                                                                                                                                                  • flyte.errors
                                                                                                                                                                                                                                    • ActionAbortedError
                                                                                                                                                                                                                                    • ActionNotFoundError
                                                                                                                                                                                                                                    • BaseRuntimeError
                                                                                                                                                                                                                                    • CodeBundleError
                                                                                                                                                                                                                                    • ConditionAlreadyExistsError
                                                                                                                                                                                                                                    • ConditionFailedError
                                                                                                                                                                                                                                    • ConditionNotFoundError
                                                                                                                                                                                                                                    • ConditionTimedoutError
                                                                                                                                                                                                                                    • CustomError
                                                                                                                                                                                                                                    • DeadlineExceededError
                                                                                                                                                                                                                                    • DeploymentError
                                                                                                                                                                                                                                    • GPUFaultError
                                                                                                                                                                                                                                    • GPUFaultSystemError
                                                                                                                                                                                                                                    • GPUFaultUserError
                                                                                                                                                                                                                                    • ImageBuildError
                                                                                                                                                                                                                                    • ImagePullBackOffError
                                                                                                                                                                                                                                    • InitializationError
                                                                                                                                                                                                                                    • InlineIOMaxBytesBreached
                                                                                                                                                                                                                                    • InvalidImageNameError
                                                                                                                                                                                                                                    • InvalidPackageError
                                                                                                                                                                                                                                    • LogsNotYetAvailableError
                                                                                                                                                                                                                                    • MaxQueuedTimeExceededError
                                                                                                                                                                                                                                    • MaxRuntimeExceededError
                                                                                                                                                                                                                                    • ModuleLoadError
                                                                                                                                                                                                                                    • NonRecoverableError
                                                                                                                                                                                                                                    • NotInTaskContextError
                                                                                                                                                                                                                                    • OnlyAsyncIOSupportedError
                                                                                                                                                                                                                                    • OOMError
                                                                                                                                                                                                                                    • ParameterMaterializationError
                                                                                                                                                                                                                                    • PrimaryContainerNotFoundError
                                                                                                                                                                                                                                    • RemoteTaskNotFoundError
                                                                                                                                                                                                                                    • RemoteTaskUsageError
                                                                                                                                                                                                                                    • ResourceExhaustedError
                                                                                                                                                                                                                                    • RestrictedTypeError
                                                                                                                                                                                                                                    • RetriesExhaustedError
                                                                                                                                                                                                                                    • RuntimeDataValidationError
                                                                                                                                                                                                                                    • RuntimeSystemError
                                                                                                                                                                                                                                    • RuntimeUnknownError
                                                                                                                                                                                                                                    • RuntimeUserError
                                                                                                                                                                                                                                    • SlowDownError
                                                                                                                                                                                                                                    • SyncTaskCallInAsyncContextError
                                                                                                                                                                                                                                    • TaskInterruptedError
                                                                                                                                                                                                                                    • TaskTimeoutError
                                                                                                                                                                                                                                    • TraceDoesNotAllowNestedTasksError
                                                                                                                                                                                                                                    • UnionRpcError
                                                                                                                                                                                                                                  • flyte.extend
                                                                                                                                                                                                                                    • AsyncFunctionTaskTemplate
                                                                                                                                                                                                                                    • ImageBuildEngine
                                                                                                                                                                                                                                    • ImageBuilder
                                                                                                                                                                                                                                    • ImageChecker
                                                                                                                                                                                                                                    • TaskTemplate
                                                                                                                                                                                                                                  • flyte.extras
                                                                                                                                                                                                                                    • BatchStats
                                                                                                                                                                                                                                    • ContainerTask
                                                                                                                                                                                                                                    • CostEstimator
                                                                                                                                                                                                                                    • DynamicBatcher
                                                                                                                                                                                                                                    • Prompt
                                                                                                                                                                                                                                    • Sleep
                                                                                                                                                                                                                                    • SleepTask
                                                                                                                                                                                                                                    • TokenBatcher
                                                                                                                                                                                                                                    • TokenEstimator
                                                                                                                                                                                                                                  • flyte.extras.shell
                                                                                                                                                                                                                                    • FlagSpec
                                                                                                                                                                                                                                    • Glob
                                                                                                                                                                                                                                    • Stderr
                                                                                                                                                                                                                                    • Stdout
                                                                                                                                                                                                                                  • flyte.extras.webhooks
                                                                                                                                                                                                                                    • EventType
                                                                                                                                                                                                                                    • Provider
                                                                                                                                                                                                                                    • RunOnceResult
                                                                                                                                                                                                                                    • SignatureError
                                                                                                                                                                                                                                    • WebhookAppEnvironment
                                                                                                                                                                                                                                    • WebhookEvent
                                                                                                                                                                                                                                    • WebhookPluginError
                                                                                                                                                                                                                                  • flyte.extras.webhooks.testing
                                                                                                                                                                                                                                    • ProviderFactory
                                                                                                                                                                                                                                  • flyte.git
                                                                                                                                                                                                                                    • GitStatus
                                                                                                                                                                                                                                  • flyte.io
                                                                                                                                                                                                                                    • DataFrame
                                                                                                                                                                                                                                    • Dir
                                                                                                                                                                                                                                    • EmptyDir
                                                                                                                                                                                                                                    • File
                                                                                                                                                                                                                                    • HashFunction
                                                                                                                                                                                                                                  • flyte.io.extend
                                                                                                                                                                                                                                    • DataFrameDecoder
                                                                                                                                                                                                                                    • DataFrameEncoder
                                                                                                                                                                                                                                    • DataFrameTransformerEngine
                                                                                                                                                                                                                                  • flyte.models
                                                                                                                                                                                                                                    • ActionID
                                                                                                                                                                                                                                    • ActionPhase
                                                                                                                                                                                                                                    • CheckpointPaths
                                                                                                                                                                                                                                    • CodeBundle
                                                                                                                                                                                                                                    • GroupData
                                                                                                                                                                                                                                    • NativeInterface
                                                                                                                                                                                                                                    • PathRewrite
                                                                                                                                                                                                                                    • RawDataPath
                                                                                                                                                                                                                                    • SerializationContext
                                                                                                                                                                                                                                    • TaskContext
                                                                                                                                                                                                                                  • flyte.notify
                                                                                                                                                                                                                                    • Email
                                                                                                                                                                                                                                    • NamedDelivery
                                                                                                                                                                                                                                    • NamedRule
                                                                                                                                                                                                                                    • Notification
                                                                                                                                                                                                                                    • Slack
                                                                                                                                                                                                                                    • Teams
                                                                                                                                                                                                                                    • Webhook
                                                                                                                                                                                                                                  • flyte.prefetch
                                                                                                                                                                                                                                    • HuggingFaceModelInfo
                                                                                                                                                                                                                                    • ShardConfig
                                                                                                                                                                                                                                    • StoredModelInfo
                                                                                                                                                                                                                                    • VLLMShardArgs
                                                                                                                                                                                                                                  • flyte.remote
                                                                                                                                                                                                                                    • Action
                                                                                                                                                                                                                                    • ActionDetails
                                                                                                                                                                                                                                    • ActionInputs
                                                                                                                                                                                                                                    • ActionOutputs
                                                                                                                                                                                                                                    • App
                                                                                                                                                                                                                                    • Artifact
                                                                                                                                                                                                                                    • Condition
                                                                                                                                                                                                                                    • PartitionSchema
                                                                                                                                                                                                                                    • Project
                                                                                                                                                                                                                                    • Run
                                                                                                                                                                                                                                    • RunDetails
                                                                                                                                                                                                                                    • Secret
                                                                                                                                                                                                                                    • Settings
                                                                                                                                                                                                                                    • Task
                                                                                                                                                                                                                                    • TaskDetails
                                                                                                                                                                                                                                    • TimeFilter
                                                                                                                                                                                                                                    • Trigger
                                                                                                                                                                                                                                    • TriggerDetails
                                                                                                                                                                                                                                    • User
                                                                                                                                                                                                                                  • flyte.report
                                                                                                                                                                                                                                    • Report
                                                                                                                                                                                                                                    • Timeline
                                                                                                                                                                                                                                  • flyte.sandbox
                                                                                                                                                                                                                                    • CodeTaskTemplate
                                                                                                                                                                                                                                    • ImageConfig
                                                                                                                                                                                                                                    • SandboxedConfig
                                                                                                                                                                                                                                    • SandboxedTaskTemplate
                                                                                                                                                                                                                                  • flyte.storage
                                                                                                                                                                                                                                    • ABFS
                                                                                                                                                                                                                                    • GCS
                                                                                                                                                                                                                                    • S3
                                                                                                                                                                                                                                    • Storage
                                                                                                                                                                                                                                  • flyte.syncify
                                                                                                                                                                                                                                    • Syncify
                                                                                                                                                                                                                                  • flyte.types
                                                                                                                                                                                                                                    • FlytePickle
                                                                                                                                                                                                                                    • Renderable
                                                                                                                                                                                                                                    • TypeEngine
                                                                                                                                                                                                                                    • TypeTransformer
                                                                                                                                                                                                                                    • TypeTransformerFailedError
                                                                                                                                                                                                                                • Flyte agent plugins
                                                                                                                                                                                                                                • Union plugin
                                                                                                                                                                                                                                  • flyteplugins.union
                                                                                                                                                                                                                                    • flyteplugins.union.factory
                                                                                                                                                                                                                                      • Factory
                                                                                                                                                                                                                                      • TimeRange
                                                                                                                                                                                                                                    • flyteplugins.union.io
                                                                                                                                                                                                                                      • ActionRef
                                                                                                                                                                                                                                      • BlockVolume
                                                                                                                                                                                                                                      • ROBlockVolume
                                                                                                                                                                                                                                      • ROVolume
                                                                                                                                                                                                                                      • RWVolume
                                                                                                                                                                                                                                      • Volume
                                                                                                                                                                                                                                    • flyteplugins.union.remote
                                                                                                                                                                                                                                      • ApiKey
                                                                                                                                                                                                                                      • Assignment
                                                                                                                                                                                                                                      • Cluster
                                                                                                                                                                                                                                      • ClusterConfig
                                                                                                                                                                                                                                      • ClusterPool
                                                                                                                                                                                                                                      • Environment
                                                                                                                                                                                                                                      • EnvironmentVersion
                                                                                                                                                                                                                                      • Member
                                                                                                                                                                                                                                      • MetricResult
                                                                                                                                                                                                                                      • Metrics
                                                                                                                                                                                                                                      • MetricSeries
                                                                                                                                                                                                                                      • Policy
                                                                                                                                                                                                                                      • Queue
                                                                                                                                                                                                                                      • Role
                                                                                                                                                                                                                                      • SSHDebug
                                                                                                                                                                                                                                      • SystemLogs
                                                                                                                                                                                                                                      • User
                                                                                                                                                                                                                                      • VolumeExplore
                                                                                                                                                                                                                                      • VolumeResolveError
                                                                                                                                                                                                                                    • flyteplugins.union.utils
                                                                                                                                                                                                                                    • Integrations
                                                                                                                                                                                                                                      • Agent frameworks
                                                                                                                                                                                                                                        • Claude Agent SDK
                                                                                                                                                                                                                                          • Core
                                                                                                                                                                                                                                            • ReportTimeline
                                                                                                                                                                                                                                            • ToolTaskResolver
                                                                                                                                                                                                                                          • CrewAI
                                                                                                                                                                                                                                            • Deep Agents
                                                                                                                                                                                                                                              • DurableChatModel
                                                                                                                                                                                                                                            • Google ADK
                                                                                                                                                                                                                                              • FlyteLlm
                                                                                                                                                                                                                                            • Hermes
                                                                                                                                                                                                                                              • LangChain
                                                                                                                                                                                                                                                • LangGraph
                                                                                                                                                                                                                                                  • Mistral
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                                                                                                                                                                                                                                                                                              Integrations

                                                                                                                                                                                                                                                                                              API reference for Flyte integration plugins.

                                                                                                                                                                                                                                                                                              ← flyteplugins.union.utilsAgent frameworks →
                                                                                                                                                                                                                                                                                              Docs: unionai/unionai-docs 2.10.4.1SDK: flyteorg/flyte-sdk 2.10.4 flyteplugins-union 0.15.0
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