Try Flyte 2 locally with the devbox
Get started
Flyte OSS Docs logo
Flyte OSS Docs
v2
v1
Signup
Flyte OSS Docs logo
Flyte OSS Docs
  • User guide
    • Get started
      • Quickstart
      • Core concepts
        • TaskEnvironment
        • Tasks
        • Runs and actions
        • Where your data lives
        • Apps
        • Projects and domains
        • Key capabilities
        • Basic project
      • Run modes
        • Run locally in Python
        • Run locally on the devbox
        • Run on a remote cluster
    • Tasks
      • Configure tasks
        • Container images
        • Resources
        • Secrets
        • Caching
        • Reusable containers
        • Pod templates
        • Multiple environments
        • Clustered task environment
        • Retries and timeouts
        • Triggers
        • Interruptible tasks
        • Task plugins
        • Additional task settings
        • Logging
        • Overrides
      • Build tasks
        • Files and directories
        • Data classes and structures
        • DataFrames
        • Custom types
        • Custom context
        • Abort and cancel actions
        • Raw Container Tasks
        • Links
        • Reports
        • Notebooks
        • Remote tasks
        • Error handling
        • Traces
        • Intra-task checkpoints
        • Grouping actions
        • Fanout
        • Mapping over inputs
        • Consuming a message queue
        • Controlling parallel execution
        • Streaming map-reduce
        • Structured concurrency with anyio
        • Task dependencies and ordering
        • External conditions
        • Unit Testing Tasks
        • Higher-order functions
        • Other features
      • Run and deploy tasks
        • How task run works
        • Interact with runs and actions
        • View logs
        • Work with local data
        • Run command options
        • Build a custom CLI
        • How task deployment works
        • Deploy command options
        • Packaging
        • Deployment patterns
        • Run context
        • Entrypoint tasks
        • Run a Python script
        • Run with notifications
        • Rerun a run
    • Apps
      • Configure apps
        • App environments
        • Including additional files
        • Passing parameters into app environments
        • Autoscaling apps
        • Apps depending on other environments
      • Build apps
        • Single-script apps
        • Multi-script apps
        • Serving graphs
        • Hybrid app-task graphs
        • WebSocket apps
        • Browser apps
        • Secret-based authentication
      • Native app integrations
        • Streamlit app
        • FastAPI app
        • vLLM app
        • SGLang app
        • Ollama app
        • Flyte webhook
      • Serve and deploy apps
        • How app serving works
        • How app custom domains work
        • How app deployment works
        • Activating and deactivating apps
        • Prefetching models
    • Agents
      • Build an agent
        • Pure Python agents
        • Flyte-native agents
        • Bring your own framework
        • Agent memory
        • Agent chat UI
        • Deploy an agent as a service
      • Build an MCP
        • User-defined MCP server
        • Flyte MCP server
      • Sandboxing
        • Workflow sandboxing
        • Programmatic tool calling for agents
        • Code sandboxing
    • Project patterns
      • Bring your own image (BYOI)
      • Monorepo with uv
      • CI/CD deployments
    • Scale your runs
      • Data flow
      • Life of a run
      • Scale your workflows
      • Batch inference
    • Advanced project
      • Resilient generation
      • Agentic refinement
      • Parallel outputs
      • Serving app
    • Migration
      • From Flyte 1 to 2
        • Migration Overview
        • Tasks and workflows
        • Task configuration
        • CLI and configuration
        • Control flow
        • Parallelism and fan-out
        • Data types and I/O
        • ML workloads
        • New in Flyte 2
        • Hybrid v1 and v2 pipelines
        • Gotchas and caveats
      • From Airflow to Flyte
        • Part 1: vanilla operators
      • From Slurm to Flyte
  • Tutorials
    • Biotech & healthcare
      • Genomic alignment
        • Brain tumor MRI classification
          • Cross-species gene comparison
            • Genomic variant effect prediction
              • Drug molecule screening agent
              • Geospatial
                • GPU-accelerated climate modeling
                • Financial services & fintech
                  • Multi-agent trading simulation
                    • Fraud detection with Feast
                      • Financial research agent
                      • Frontier AI
                        • Distributed LLM pretraining
                        • Computer vision
                          • Fine-tuning a VLM
                            • Multimodal retrieval evaluation
                              • RT-DETR object detection
                              • Agents
                                • Autoresearch agent
                                  • Parallelized autoresearch agent
                                    • AutoSec researcher agent
                                      • Coding agent
                                        • Competitive intelligence agent
                                          • Deep research
                                            • LangGraph research agent
                                              • MLE bot
                                                • Compliance monitoring agent
                                                  • Field data enrichment agent
                                                    • Support resolution agent
                                                      • Code mode analytics agent
                                                      • Context engineering
                                                        • Text-to-SQL prompt optimization
                                                          • Automatic prompt engineering
                                                          • Model training
                                                            • LLM fine-tuning with LoRA and QLoRA
                                                              • BERT emotion classification
                                                                • Hyperparameter optimization
                                                              • Reference
                                                                • LLM-optimized documentation
                                                                • Flyte CLI
                                                                • Flyte SDK
                                                                  • flyte
                                                                    • AppHandle
                                                                    • AsyncFunctionTaskTemplate
                                                                    • Backoff
                                                                    • BaseCheckpoint
                                                                    • Cache
                                                                    • CachePolicy
                                                                    • Checkpoint
                                                                    • ConditionWebhook
                                                                    • Cron
                                                                    • Device
                                                                    • Environment
                                                                    • FixedRate
                                                                    • Image
                                                                    • ImageBuild
                                                                    • Link
                                                                    • OnArtifact
                                                                    • PodTemplate
                                                                    • Resources
                                                                    • RetryStrategy
                                                                    • ReusePolicy
                                                                    • Secret
                                                                    • TaskEnvironment
                                                                    • TaskTemplate
                                                                    • Timeout
                                                                    • Trigger
                                                                  • flyte.ai.agents
                                                                    • AccessDenied
                                                                    • Agent
                                                                    • AgentEvent
                                                                    • AgentProtocol
                                                                    • AgentResult
                                                                    • AgentTool
                                                                    • ConcurrencyError
                                                                    • LLMMessage
                                                                    • MCPServerSpec
                                                                    • MemoryMeta
                                                                    • MemoryStore
                                                                    • MemoryStoreError
                                                                    • ToolFn
                                                                  • flyte.ai.agents.agent
                                                                    • Agent
                                                                    • AgentEvent
                                                                  • flyte.ai.agents.memory
                                                                    • AccessDenied
                                                                    • ConcurrencyError
                                                                    • MemoryMeta
                                                                    • MemoryStore
                                                                    • MemoryStoreError
                                                                  • flyte.ai.agents.protocol
                                                                    • AgentProtocol
                                                                    • AgentResult
                                                                  • flyte.ai.chat
                                                                    • AgentChatAppEnvironment
                                                                    • CustomTheme
                                                                  • flyte.ai.chat.app
                                                                    • AgentChatAppEnvironment
                                                                    • CustomTheme
                                                                  • flyte.ai.mcp
                                                                    • FlyteMCPAppEnvironment
                                                                    • MCPAppEnvironment
                                                                  • flyte.app
                                                                    • AppEndpoint
                                                                    • AppEnvironment
                                                                    • ArtifactValue
                                                                    • ConnectorEnvironment
                                                                    • DeployedAppEnvironment
                                                                    • Domain
                                                                    • Link
                                                                    • Parameter
                                                                    • Port
                                                                    • RunOutput
                                                                    • Scaling
                                                                    • Timeouts
                                                                  • flyte.app.extras
                                                                    • FastAPIAppEnvironment
                                                                    • FastAPIPassthroughAuthMiddleware
                                                                    • FlyteWebhookAppEnvironment
                                                                  • flyte.artifacts
                                                                    • Artifact
                                                                    • Card
                                                                    • Metadata
                                                                  • flyte.clustered
                                                                    • ClusteredTaskEnvironment
                                                                    • ClusteredTaskTemplate
                                                                    • ClusterFailurePolicy
                                                                    • TorchRun
                                                                  • flyte.config
                                                                    • Config
                                                                  • flyte.connectors
                                                                    • AsyncConnector
                                                                    • AsyncConnectorExecutorMixin
                                                                    • ConnectorRegistry
                                                                    • ConnectorService
                                                                    • Resource
                                                                    • ResourceMeta
                                                                  • flyte.connectors.utils
                                                                    • flyte.durable
                                                                      • flyte.errors
                                                                        • ActionAbortedError
                                                                        • ActionNotFoundError
                                                                        • BaseRuntimeError
                                                                        • CodeBundleError
                                                                        • ConditionAlreadyExistsError
                                                                        • ConditionFailedError
                                                                        • ConditionNotFoundError
                                                                        • ConditionTimedoutError
                                                                        • CustomError
                                                                        • DeploymentError
                                                                        • ImageBuildError
                                                                        • ImagePullBackOffError
                                                                        • InitializationError
                                                                        • InlineIOMaxBytesBreached
                                                                        • InvalidImageNameError
                                                                        • InvalidPackageError
                                                                        • LogsNotYetAvailableError
                                                                        • ModuleLoadError
                                                                        • NonRecoverableError
                                                                        • NotInTaskContextError
                                                                        • OnlyAsyncIOSupportedError
                                                                        • OOMError
                                                                        • ParameterMaterializationError
                                                                        • PrimaryContainerNotFoundError
                                                                        • RemoteTaskNotFoundError
                                                                        • RemoteTaskUsageError
                                                                        • RestrictedTypeError
                                                                        • RetriesExhaustedError
                                                                        • RuntimeDataValidationError
                                                                        • RuntimeSystemError
                                                                        • RuntimeUnknownError
                                                                        • RuntimeUserError
                                                                        • SlowDownError
                                                                        • 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.git
                                                                        • GitStatus
                                                                      • flyte.io
                                                                        • DataFrame
                                                                        • Dir
                                                                        • EmptyDir
                                                                        • File
                                                                        • HashFunction
                                                                      • flyte.io.extend
                                                                        • DataFrameDecoder
                                                                        • DataFrameEncoder
                                                                        • DataFrameTransformerEngine
                                                                      • flyte.models
                                                                        • ActionID
                                                                        • ActionPhase
                                                                        • CheckpointPaths
                                                                        • CodeBundle
                                                                        • GroupData
                                                                        • NativeInterface
                                                                        • PathRewrite
                                                                        • RawDataPath
                                                                        • SerializationContext
                                                                        • TaskContext
                                                                      • flyte.notify
                                                                        • Email
                                                                        • NamedDelivery
                                                                        • NamedRule
                                                                        • Notification
                                                                        • Slack
                                                                        • Teams
                                                                        • Webhook
                                                                      • flyte.prefetch
                                                                        • HuggingFaceModelInfo
                                                                        • ShardConfig
                                                                        • StoredModelInfo
                                                                        • VLLMShardArgs
                                                                      • flyte.remote
                                                                        • Action
                                                                        • ActionDetails
                                                                        • ActionInputs
                                                                        • ActionOutputs
                                                                        • App
                                                                        • Artifact
                                                                        • Condition
                                                                        • Project
                                                                        • Run
                                                                        • RunDetails
                                                                        • Secret
                                                                        • Settings
                                                                        • Task
                                                                        • TaskDetails
                                                                        • TimeFilter
                                                                        • Trigger
                                                                        • User
                                                                      • flyte.report
                                                                        • Report
                                                                        • Timeline
                                                                      • flyte.sandbox
                                                                        • CodeTaskTemplate
                                                                        • ImageConfig
                                                                        • SandboxedConfig
                                                                        • SandboxedTaskTemplate
                                                                      • flyte.storage
                                                                        • ABFS
                                                                        • GCS
                                                                        • S3
                                                                        • Storage
                                                                      • flyte.syncify
                                                                        • Syncify
                                                                      • flyte.types
                                                                        • FlytePickle
                                                                        • Renderable
                                                                        • TypeEngine
                                                                        • TypeTransformer
                                                                        • TypeTransformerFailedError
                                                                    • Flyte agent plugins
                                                                    • Integrations
                                                                      • Agent frameworks
                                                                        • Claude Agent SDK
                                                                          • Core
                                                                            • ReportTimeline
                                                                            • ToolTaskResolver
                                                                          • CrewAI
                                                                            • Deep Agents
                                                                              • DurableChatModel
                                                                            • Google ADK
                                                                              • FlyteLlm
                                                                            • Hermes
                                                                              • LangChain
                                                                                • LangGraph
                                                                                  • Mistral
                                                                                    • OpenAI Agents SDK
                                                                                      • FlyteModel
                                                                                      • FlyteModelProvider
                                                                                      • FlyteSession
                                                                                      • FlyteTracingProcessor
                                                                                      • FunctionTool
                                                                                    • Pydantic AI
                                                                                      • FlyteModel
                                                                                  • Anthropic
                                                                                    • Agent
                                                                                  • BigQuery
                                                                                    • BigQueryConfig
                                                                                    • BigQueryConnector
                                                                                    • BigQueryTask
                                                                                  • Code generation
                                                                                    • AutoCoderAgent
                                                                                    • CodeGenEvalResult
                                                                                    • CodePlan
                                                                                    • CodeSolution
                                                                                    • ErrorDiagnosis
                                                                                    • ImageConfig
                                                                                  • Dask
                                                                                    • Dask
                                                                                    • Scheduler
                                                                                    • WorkerGroup
                                                                                  • Databricks
                                                                                    • Databricks
                                                                                    • DatabricksConnector
                                                                                  • Gemini
                                                                                    • Agent
                                                                                  • Hydra
                                                                                    • JSONL
                                                                                      • JsonlDir
                                                                                      • JsonlFile
                                                                                    • MLflow
                                                                                      • Mlflow
                                                                                    • OmegaConf
                                                                                      • OpenAI
                                                                                        • Papermill
                                                                                          • NotebookTask
                                                                                        • Polars
                                                                                          • ParquetToPolarsDecodingHandler
                                                                                          • ParquetToPolarsLazyFrameDecodingHandler
                                                                                          • PolarsLazyFrameToParquetEncodingHandler
                                                                                          • PolarsToParquetEncodingHandler
                                                                                        • PyTorch
                                                                                          • Elastic
                                                                                        • Ray
                                                                                          • HeadNodeConfig
                                                                                          • RayJobConfig
                                                                                          • WorkerNodeConfig
                                                                                        • SGLang
                                                                                          • SGLangAppEnvironment
                                                                                        • Snowflake
                                                                                          • Snowflake
                                                                                          • SnowflakeConfig
                                                                                          • SnowflakeConnector
                                                                                        • Spark
                                                                                          • ParquetToSparkDecoder
                                                                                          • Spark
                                                                                          • SparkToParquetEncoder
                                                                                        • vLLM
                                                                                          • VLLMAppEnvironment
                                                                                        • Weights & Biases
                                                                                          • Wandb
                                                                                          • WandbSweep
                                                                                    • Integrations
                                                                                      • Agent frameworks
                                                                                        • How it works
                                                                                        • OpenAI
                                                                                        • Claude
                                                                                        • Google ADK
                                                                                        • Mistral
                                                                                        • LangChain
                                                                                        • LangGraph
                                                                                        • Deep Agents
                                                                                        • CrewAI
                                                                                        • Pydantic AI
                                                                                        • Hermes
                                                                                      • BigQuery
                                                                                        • Code generation
                                                                                          • Dask
                                                                                            • Databricks
                                                                                              • Grafana Agent Observability
                                                                                                • Hydra
                                                                                                  • JSONL
                                                                                                    • Lance
                                                                                                      • MLflow
                                                                                                        • OmegaConf
                                                                                                          • OpenTelemetry
                                                                                                            • Exporters and configuration
                                                                                                            • Traces across crashes and resumes
                                                                                                          • Pandera
                                                                                                            • Papermill
                                                                                                              • Polars
                                                                                                                • PyTorch
                                                                                                                  • Ray
                                                                                                                    • Snowflake
                                                                                                                      • Spark
                                                                                                                        • Weights & Biases
                                                                                                                          • Experiments
                                                                                                                          • Distributed training
                                                                                                                          • Sweeps
                                                                                                                          • Downloading logs
                                                                                                                          • Constraints and best practices
                                                                                                                          • Manual integration
                                                                                                                      • Platform deployment
                                                                                                                        • Deployment overview
                                                                                                                        • Kind deployment
                                                                                                                          • Set up local OIDC provider
                                                                                                                          • Set up external OIDC provider
                                                                                                                        • AWS deployment
                                                                                                                        • Authentication and SSO
                                                                                                                        • Enable app serving
                                                                                                                      • Community
                                                                                                                        • Joining the community
                                                                                                                        • Contributing code
                                                                                                                        • Contributing docs and examples
                                                                                                                          • Set up a local docs dev environment
                                                                                                                          • Authoring
                                                                                                                          • Submit a contribution
                                                                                                                          • Writing guidelines
                                                                                                                          • Variants
                                                                                                                          • Versions
                                                                                                                          • Shortcodes
                                                                                                                          • API docs
                                                                                                                          • LLM-optimized documentation
                                                                                                                          • Redirects
                                                                                                                          • Production builds and troubleshooting
                                                                                                                      Documentation navigation for Flyte including user guides, tutorials, API references, and integration examples
                                                                                                                      • User guide
                                                                                                                        • Get started
                                                                                                                          • Quickstart
                                                                                                                          • Core concepts
                                                                                                                            • TaskEnvironment
                                                                                                                            • Tasks
                                                                                                                            • Runs and actions
                                                                                                                            • Where your data lives
                                                                                                                            • Apps
                                                                                                                            • Projects and domains
                                                                                                                            • Key capabilities
                                                                                                                            • Basic project
                                                                                                                          • Run modes
                                                                                                                            • Run locally in Python
                                                                                                                            • Run locally on the devbox
                                                                                                                            • Run on a remote cluster
                                                                                                                        • Tasks
                                                                                                                          • Configure tasks
                                                                                                                            • Container images
                                                                                                                            • Resources
                                                                                                                            • Secrets
                                                                                                                            • Caching
                                                                                                                            • Reusable containers
                                                                                                                            • Pod templates
                                                                                                                            • Multiple environments
                                                                                                                            • Clustered task environment
                                                                                                                            • Retries and timeouts
                                                                                                                            • Triggers
                                                                                                                            • Interruptible tasks
                                                                                                                            • Task plugins
                                                                                                                            • Additional task settings
                                                                                                                            • Logging
                                                                                                                            • Overrides
                                                                                                                          • Build tasks
                                                                                                                            • Files and directories
                                                                                                                            • Data classes and structures
                                                                                                                            • DataFrames
                                                                                                                            • Custom types
                                                                                                                            • Custom context
                                                                                                                            • Abort and cancel actions
                                                                                                                            • Raw Container Tasks
                                                                                                                            • Links
                                                                                                                            • Reports
                                                                                                                            • Notebooks
                                                                                                                            • Remote tasks
                                                                                                                            • Error handling
                                                                                                                            • Traces
                                                                                                                            • Intra-task checkpoints
                                                                                                                            • Grouping actions
                                                                                                                            • Fanout
                                                                                                                            • Mapping over inputs
                                                                                                                            • Consuming a message queue
                                                                                                                            • Controlling parallel execution
                                                                                                                            • Streaming map-reduce
                                                                                                                            • Structured concurrency with anyio
                                                                                                                            • Task dependencies and ordering
                                                                                                                            • External conditions
                                                                                                                            • Unit Testing Tasks
                                                                                                                            • Higher-order functions
                                                                                                                            • Other features
                                                                                                                          • Run and deploy tasks
                                                                                                                            • How task run works
                                                                                                                            • Interact with runs and actions
                                                                                                                            • View logs
                                                                                                                            • Work with local data
                                                                                                                            • Run command options
                                                                                                                            • Build a custom CLI
                                                                                                                            • How task deployment works
                                                                                                                            • Deploy command options
                                                                                                                            • Packaging
                                                                                                                            • Deployment patterns
                                                                                                                            • Run context
                                                                                                                            • Entrypoint tasks
                                                                                                                            • Run a Python script
                                                                                                                            • Run with notifications
                                                                                                                            • Rerun a run
                                                                                                                        • Apps
                                                                                                                          • Configure apps
                                                                                                                            • App environments
                                                                                                                            • Including additional files
                                                                                                                            • Passing parameters into app environments
                                                                                                                            • Autoscaling apps
                                                                                                                            • Apps depending on other environments
                                                                                                                          • Build apps
                                                                                                                            • Single-script apps
                                                                                                                            • Multi-script apps
                                                                                                                            • Serving graphs
                                                                                                                            • Hybrid app-task graphs
                                                                                                                            • WebSocket apps
                                                                                                                            • Browser apps
                                                                                                                            • Secret-based authentication
                                                                                                                          • Native app integrations
                                                                                                                            • Streamlit app
                                                                                                                            • FastAPI app
                                                                                                                            • vLLM app
                                                                                                                            • SGLang app
                                                                                                                            • Ollama app
                                                                                                                            • Flyte webhook
                                                                                                                          • Serve and deploy apps
                                                                                                                            • How app serving works
                                                                                                                            • How app custom domains work
                                                                                                                            • How app deployment works
                                                                                                                            • Activating and deactivating apps
                                                                                                                            • Prefetching models
                                                                                                                        • Agents
                                                                                                                          • Build an agent
                                                                                                                            • Pure Python agents
                                                                                                                            • Flyte-native agents
                                                                                                                            • Bring your own framework
                                                                                                                            • Agent memory
                                                                                                                            • Agent chat UI
                                                                                                                            • Deploy an agent as a service
                                                                                                                          • Build an MCP
                                                                                                                            • User-defined MCP server
                                                                                                                            • Flyte MCP server
                                                                                                                          • Sandboxing
                                                                                                                            • Workflow sandboxing
                                                                                                                            • Programmatic tool calling for agents
                                                                                                                            • Code sandboxing
                                                                                                                        • Project patterns
                                                                                                                          • Bring your own image (BYOI)
                                                                                                                          • Monorepo with uv
                                                                                                                          • CI/CD deployments
                                                                                                                        • Scale your runs
                                                                                                                          • Data flow
                                                                                                                          • Life of a run
                                                                                                                          • Scale your workflows
                                                                                                                          • Batch inference
                                                                                                                        • Advanced project
                                                                                                                          • Resilient generation
                                                                                                                          • Agentic refinement
                                                                                                                          • Parallel outputs
                                                                                                                          • Serving app
                                                                                                                        • Migration
                                                                                                                          • From Flyte 1 to 2
                                                                                                                            • Migration Overview
                                                                                                                            • Tasks and workflows
                                                                                                                            • Task configuration
                                                                                                                            • CLI and configuration
                                                                                                                            • Control flow
                                                                                                                            • Parallelism and fan-out
                                                                                                                            • Data types and I/O
                                                                                                                            • ML workloads
                                                                                                                            • New in Flyte 2
                                                                                                                            • Hybrid v1 and v2 pipelines
                                                                                                                            • Gotchas and caveats
                                                                                                                          • From Airflow to Flyte
                                                                                                                            • Part 1: vanilla operators
                                                                                                                          • From Slurm to Flyte
                                                                                                                      • Tutorials
                                                                                                                        • Biotech & healthcare
                                                                                                                          • Genomic alignment
                                                                                                                            • Brain tumor MRI classification
                                                                                                                              • Cross-species gene comparison
                                                                                                                                • Genomic variant effect prediction
                                                                                                                                  • Drug molecule screening agent
                                                                                                                                  • Geospatial
                                                                                                                                    • GPU-accelerated climate modeling
                                                                                                                                    • Financial services & fintech
                                                                                                                                      • Multi-agent trading simulation
                                                                                                                                        • Fraud detection with Feast
                                                                                                                                          • Financial research agent
                                                                                                                                          • Frontier AI
                                                                                                                                            • Distributed LLM pretraining
                                                                                                                                            • Computer vision
                                                                                                                                              • Fine-tuning a VLM
                                                                                                                                                • Multimodal retrieval evaluation
                                                                                                                                                  • RT-DETR object detection
                                                                                                                                                  • Agents
                                                                                                                                                    • Autoresearch agent
                                                                                                                                                      • Parallelized autoresearch agent
                                                                                                                                                        • AutoSec researcher agent
                                                                                                                                                          • Coding agent
                                                                                                                                                            • Competitive intelligence agent
                                                                                                                                                              • Deep research
                                                                                                                                                                • LangGraph research agent
                                                                                                                                                                  • MLE bot
                                                                                                                                                                    • Compliance monitoring agent
                                                                                                                                                                      • Field data enrichment agent
                                                                                                                                                                        • Support resolution agent
                                                                                                                                                                          • Code mode analytics agent
                                                                                                                                                                          • Context engineering
                                                                                                                                                                            • Text-to-SQL prompt optimization
                                                                                                                                                                              • Automatic prompt engineering
                                                                                                                                                                              • Model training
                                                                                                                                                                                • LLM fine-tuning with LoRA and QLoRA
                                                                                                                                                                                  • BERT emotion classification
                                                                                                                                                                                    • Hyperparameter optimization
                                                                                                                                                                                  • Reference
                                                                                                                                                                                    • LLM-optimized documentation
                                                                                                                                                                                    • Flyte CLI
                                                                                                                                                                                    • Flyte SDK
                                                                                                                                                                                      • flyte
                                                                                                                                                                                        • AppHandle
                                                                                                                                                                                        • AsyncFunctionTaskTemplate
                                                                                                                                                                                        • Backoff
                                                                                                                                                                                        • BaseCheckpoint
                                                                                                                                                                                        • Cache
                                                                                                                                                                                        • CachePolicy
                                                                                                                                                                                        • Checkpoint
                                                                                                                                                                                        • ConditionWebhook
                                                                                                                                                                                        • Cron
                                                                                                                                                                                        • Device
                                                                                                                                                                                        • Environment
                                                                                                                                                                                        • FixedRate
                                                                                                                                                                                        • Image
                                                                                                                                                                                        • ImageBuild
                                                                                                                                                                                        • Link
                                                                                                                                                                                        • OnArtifact
                                                                                                                                                                                        • PodTemplate
                                                                                                                                                                                        • Resources
                                                                                                                                                                                        • RetryStrategy
                                                                                                                                                                                        • ReusePolicy
                                                                                                                                                                                        • Secret
                                                                                                                                                                                        • TaskEnvironment
                                                                                                                                                                                        • TaskTemplate
                                                                                                                                                                                        • Timeout
                                                                                                                                                                                        • Trigger
                                                                                                                                                                                      • flyte.ai.agents
                                                                                                                                                                                        • AccessDenied
                                                                                                                                                                                        • Agent
                                                                                                                                                                                        • AgentEvent
                                                                                                                                                                                        • AgentProtocol
                                                                                                                                                                                        • AgentResult
                                                                                                                                                                                        • AgentTool
                                                                                                                                                                                        • ConcurrencyError
                                                                                                                                                                                        • LLMMessage
                                                                                                                                                                                        • MCPServerSpec
                                                                                                                                                                                        • MemoryMeta
                                                                                                                                                                                        • MemoryStore
                                                                                                                                                                                        • MemoryStoreError
                                                                                                                                                                                        • ToolFn
                                                                                                                                                                                      • flyte.ai.agents.agent
                                                                                                                                                                                        • Agent
                                                                                                                                                                                        • AgentEvent
                                                                                                                                                                                      • flyte.ai.agents.memory
                                                                                                                                                                                        • AccessDenied
                                                                                                                                                                                        • ConcurrencyError
                                                                                                                                                                                        • MemoryMeta
                                                                                                                                                                                        • MemoryStore
                                                                                                                                                                                        • MemoryStoreError
                                                                                                                                                                                      • flyte.ai.agents.protocol
                                                                                                                                                                                        • AgentProtocol
                                                                                                                                                                                        • AgentResult
                                                                                                                                                                                      • flyte.ai.chat
                                                                                                                                                                                        • AgentChatAppEnvironment
                                                                                                                                                                                        • CustomTheme
                                                                                                                                                                                      • flyte.ai.chat.app
                                                                                                                                                                                        • AgentChatAppEnvironment
                                                                                                                                                                                        • CustomTheme
                                                                                                                                                                                      • flyte.ai.mcp
                                                                                                                                                                                        • FlyteMCPAppEnvironment
                                                                                                                                                                                        • MCPAppEnvironment
                                                                                                                                                                                      • flyte.app
                                                                                                                                                                                        • AppEndpoint
                                                                                                                                                                                        • AppEnvironment
                                                                                                                                                                                        • ArtifactValue
                                                                                                                                                                                        • ConnectorEnvironment
                                                                                                                                                                                        • DeployedAppEnvironment
                                                                                                                                                                                        • Domain
                                                                                                                                                                                        • Link
                                                                                                                                                                                        • Parameter
                                                                                                                                                                                        • Port
                                                                                                                                                                                        • RunOutput
                                                                                                                                                                                        • Scaling
                                                                                                                                                                                        • Timeouts
                                                                                                                                                                                      • flyte.app.extras
                                                                                                                                                                                        • FastAPIAppEnvironment
                                                                                                                                                                                        • FastAPIPassthroughAuthMiddleware
                                                                                                                                                                                        • FlyteWebhookAppEnvironment
                                                                                                                                                                                      • flyte.artifacts
                                                                                                                                                                                        • Artifact
                                                                                                                                                                                        • Card
                                                                                                                                                                                        • Metadata
                                                                                                                                                                                      • flyte.clustered
                                                                                                                                                                                        • ClusteredTaskEnvironment
                                                                                                                                                                                        • ClusteredTaskTemplate
                                                                                                                                                                                        • ClusterFailurePolicy
                                                                                                                                                                                        • TorchRun
                                                                                                                                                                                      • flyte.config
                                                                                                                                                                                        • Config
                                                                                                                                                                                      • flyte.connectors
                                                                                                                                                                                        • AsyncConnector
                                                                                                                                                                                        • AsyncConnectorExecutorMixin
                                                                                                                                                                                        • ConnectorRegistry
                                                                                                                                                                                        • ConnectorService
                                                                                                                                                                                        • Resource
                                                                                                                                                                                        • ResourceMeta
                                                                                                                                                                                      • flyte.connectors.utils
                                                                                                                                                                                        • flyte.durable
                                                                                                                                                                                          • flyte.errors
                                                                                                                                                                                            • ActionAbortedError
                                                                                                                                                                                            • ActionNotFoundError
                                                                                                                                                                                            • BaseRuntimeError
                                                                                                                                                                                            • CodeBundleError
                                                                                                                                                                                            • ConditionAlreadyExistsError
                                                                                                                                                                                            • ConditionFailedError
                                                                                                                                                                                            • ConditionNotFoundError
                                                                                                                                                                                            • ConditionTimedoutError
                                                                                                                                                                                            • CustomError
                                                                                                                                                                                            • DeploymentError
                                                                                                                                                                                            • ImageBuildError
                                                                                                                                                                                            • ImagePullBackOffError
                                                                                                                                                                                            • InitializationError
                                                                                                                                                                                            • InlineIOMaxBytesBreached
                                                                                                                                                                                            • InvalidImageNameError
                                                                                                                                                                                            • InvalidPackageError
                                                                                                                                                                                            • LogsNotYetAvailableError
                                                                                                                                                                                            • ModuleLoadError
                                                                                                                                                                                            • NonRecoverableError
                                                                                                                                                                                            • NotInTaskContextError
                                                                                                                                                                                            • OnlyAsyncIOSupportedError
                                                                                                                                                                                            • OOMError
                                                                                                                                                                                            • ParameterMaterializationError
                                                                                                                                                                                            • PrimaryContainerNotFoundError
                                                                                                                                                                                            • RemoteTaskNotFoundError
                                                                                                                                                                                            • RemoteTaskUsageError
                                                                                                                                                                                            • RestrictedTypeError
                                                                                                                                                                                            • RetriesExhaustedError
                                                                                                                                                                                            • RuntimeDataValidationError
                                                                                                                                                                                            • RuntimeSystemError
                                                                                                                                                                                            • RuntimeUnknownError
                                                                                                                                                                                            • RuntimeUserError
                                                                                                                                                                                            • SlowDownError
                                                                                                                                                                                            • 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.git
                                                                                                                                                                                            • GitStatus
                                                                                                                                                                                          • flyte.io
                                                                                                                                                                                            • DataFrame
                                                                                                                                                                                            • Dir
                                                                                                                                                                                            • EmptyDir
                                                                                                                                                                                            • File
                                                                                                                                                                                            • HashFunction
                                                                                                                                                                                          • flyte.io.extend
                                                                                                                                                                                            • DataFrameDecoder
                                                                                                                                                                                            • DataFrameEncoder
                                                                                                                                                                                            • DataFrameTransformerEngine
                                                                                                                                                                                          • flyte.models
                                                                                                                                                                                            • ActionID
                                                                                                                                                                                            • ActionPhase
                                                                                                                                                                                            • CheckpointPaths
                                                                                                                                                                                            • CodeBundle
                                                                                                                                                                                            • GroupData
                                                                                                                                                                                            • NativeInterface
                                                                                                                                                                                            • PathRewrite
                                                                                                                                                                                            • RawDataPath
                                                                                                                                                                                            • SerializationContext
                                                                                                                                                                                            • TaskContext
                                                                                                                                                                                          • flyte.notify
                                                                                                                                                                                            • Email
                                                                                                                                                                                            • NamedDelivery
                                                                                                                                                                                            • NamedRule
                                                                                                                                                                                            • Notification
                                                                                                                                                                                            • Slack
                                                                                                                                                                                            • Teams
                                                                                                                                                                                            • Webhook
                                                                                                                                                                                          • flyte.prefetch
                                                                                                                                                                                            • HuggingFaceModelInfo
                                                                                                                                                                                            • ShardConfig
                                                                                                                                                                                            • StoredModelInfo
                                                                                                                                                                                            • VLLMShardArgs
                                                                                                                                                                                          • flyte.remote
                                                                                                                                                                                            • Action
                                                                                                                                                                                            • ActionDetails
                                                                                                                                                                                            • ActionInputs
                                                                                                                                                                                            • ActionOutputs
                                                                                                                                                                                            • App
                                                                                                                                                                                            • Artifact
                                                                                                                                                                                            • Condition
                                                                                                                                                                                            • Project
                                                                                                                                                                                            • Run
                                                                                                                                                                                            • RunDetails
                                                                                                                                                                                            • Secret
                                                                                                                                                                                            • Settings
                                                                                                                                                                                            • Task
                                                                                                                                                                                            • TaskDetails
                                                                                                                                                                                            • TimeFilter
                                                                                                                                                                                            • Trigger
                                                                                                                                                                                            • User
                                                                                                                                                                                          • flyte.report
                                                                                                                                                                                            • Report
                                                                                                                                                                                            • Timeline
                                                                                                                                                                                          • flyte.sandbox
                                                                                                                                                                                            • CodeTaskTemplate
                                                                                                                                                                                            • ImageConfig
                                                                                                                                                                                            • SandboxedConfig
                                                                                                                                                                                            • SandboxedTaskTemplate
                                                                                                                                                                                          • flyte.storage
                                                                                                                                                                                            • ABFS
                                                                                                                                                                                            • GCS
                                                                                                                                                                                            • S3
                                                                                                                                                                                            • Storage
                                                                                                                                                                                          • flyte.syncify
                                                                                                                                                                                            • Syncify
                                                                                                                                                                                          • flyte.types
                                                                                                                                                                                            • FlytePickle
                                                                                                                                                                                            • Renderable
                                                                                                                                                                                            • TypeEngine
                                                                                                                                                                                            • TypeTransformer
                                                                                                                                                                                            • TypeTransformerFailedError
                                                                                                                                                                                        • Flyte agent plugins
                                                                                                                                                                                        • Integrations
                                                                                                                                                                                          • Agent frameworks
                                                                                                                                                                                            • Claude Agent SDK
                                                                                                                                                                                              • Core
                                                                                                                                                                                                • ReportTimeline
                                                                                                                                                                                                • ToolTaskResolver
                                                                                                                                                                                              • CrewAI
                                                                                                                                                                                                • Deep Agents
                                                                                                                                                                                                  • DurableChatModel
                                                                                                                                                                                                • Google ADK
                                                                                                                                                                                                  • FlyteLlm
                                                                                                                                                                                                • Hermes
                                                                                                                                                                                                  • LangChain
                                                                                                                                                                                                    • LangGraph
                                                                                                                                                                                                      • Mistral
                                                                                                                                                                                                        • OpenAI Agents SDK
                                                                                                                                                                                                          • FlyteModel
                                                                                                                                                                                                          • FlyteModelProvider
                                                                                                                                                                                                          • FlyteSession
                                                                                                                                                                                                          • FlyteTracingProcessor
                                                                                                                                                                                                          • FunctionTool
                                                                                                                                                                                                        • Pydantic AI
                                                                                                                                                                                                          • FlyteModel
                                                                                                                                                                                                      • Anthropic
                                                                                                                                                                                                        • Agent
                                                                                                                                                                                                      • BigQuery
                                                                                                                                                                                                        • BigQueryConfig
                                                                                                                                                                                                        • BigQueryConnector
                                                                                                                                                                                                        • BigQueryTask
                                                                                                                                                                                                      • Code generation
                                                                                                                                                                                                        • AutoCoderAgent
                                                                                                                                                                                                        • CodeGenEvalResult
                                                                                                                                                                                                        • CodePlan
                                                                                                                                                                                                        • CodeSolution
                                                                                                                                                                                                        • ErrorDiagnosis
                                                                                                                                                                                                        • ImageConfig
                                                                                                                                                                                                      • Dask
                                                                                                                                                                                                        • Dask
                                                                                                                                                                                                        • Scheduler
                                                                                                                                                                                                        • WorkerGroup
                                                                                                                                                                                                      • Databricks
                                                                                                                                                                                                        • Databricks
                                                                                                                                                                                                        • DatabricksConnector
                                                                                                                                                                                                      • Gemini
                                                                                                                                                                                                        • Agent
                                                                                                                                                                                                      • Hydra
                                                                                                                                                                                                        • JSONL
                                                                                                                                                                                                          • JsonlDir
                                                                                                                                                                                                          • JsonlFile
                                                                                                                                                                                                        • MLflow
                                                                                                                                                                                                          • Mlflow
                                                                                                                                                                                                        • OmegaConf
                                                                                                                                                                                                          • OpenAI
                                                                                                                                                                                                            • Papermill
                                                                                                                                                                                                              • NotebookTask
                                                                                                                                                                                                            • Polars
                                                                                                                                                                                                              • ParquetToPolarsDecodingHandler
                                                                                                                                                                                                              • ParquetToPolarsLazyFrameDecodingHandler
                                                                                                                                                                                                              • PolarsLazyFrameToParquetEncodingHandler
                                                                                                                                                                                                              • PolarsToParquetEncodingHandler
                                                                                                                                                                                                            • PyTorch
                                                                                                                                                                                                              • Elastic
                                                                                                                                                                                                            • Ray
                                                                                                                                                                                                              • HeadNodeConfig
                                                                                                                                                                                                              • RayJobConfig
                                                                                                                                                                                                              • WorkerNodeConfig
                                                                                                                                                                                                            • SGLang
                                                                                                                                                                                                              • SGLangAppEnvironment
                                                                                                                                                                                                            • Snowflake
                                                                                                                                                                                                              • Snowflake
                                                                                                                                                                                                              • SnowflakeConfig
                                                                                                                                                                                                              • SnowflakeConnector
                                                                                                                                                                                                            • Spark
                                                                                                                                                                                                              • ParquetToSparkDecoder
                                                                                                                                                                                                              • Spark
                                                                                                                                                                                                              • SparkToParquetEncoder
                                                                                                                                                                                                            • vLLM
                                                                                                                                                                                                              • VLLMAppEnvironment
                                                                                                                                                                                                            • Weights & Biases
                                                                                                                                                                                                              • Wandb
                                                                                                                                                                                                              • WandbSweep
                                                                                                                                                                                                        • Integrations
                                                                                                                                                                                                          • Agent frameworks
                                                                                                                                                                                                            • How it works
                                                                                                                                                                                                            • OpenAI
                                                                                                                                                                                                            • Claude
                                                                                                                                                                                                            • Google ADK
                                                                                                                                                                                                            • Mistral
                                                                                                                                                                                                            • LangChain
                                                                                                                                                                                                            • LangGraph
                                                                                                                                                                                                            • Deep Agents
                                                                                                                                                                                                            • CrewAI
                                                                                                                                                                                                            • Pydantic AI
                                                                                                                                                                                                            • Hermes
                                                                                                                                                                                                          • BigQuery
                                                                                                                                                                                                            • Code generation
                                                                                                                                                                                                              • Dask
                                                                                                                                                                                                                • Databricks
                                                                                                                                                                                                                  • Grafana Agent Observability
                                                                                                                                                                                                                    • Hydra
                                                                                                                                                                                                                      • JSONL
                                                                                                                                                                                                                        • Lance
                                                                                                                                                                                                                          • MLflow
                                                                                                                                                                                                                            • OmegaConf
                                                                                                                                                                                                                              • OpenTelemetry
                                                                                                                                                                                                                                • Exporters and configuration
                                                                                                                                                                                                                                • Traces across crashes and resumes
                                                                                                                                                                                                                              • Pandera
                                                                                                                                                                                                                                • Papermill
                                                                                                                                                                                                                                  • Polars
                                                                                                                                                                                                                                    • PyTorch
                                                                                                                                                                                                                                      • Ray
                                                                                                                                                                                                                                        • Snowflake
                                                                                                                                                                                                                                          • Spark
                                                                                                                                                                                                                                            • Weights & Biases
                                                                                                                                                                                                                                              • Experiments
                                                                                                                                                                                                                                              • Distributed training
                                                                                                                                                                                                                                              • Sweeps
                                                                                                                                                                                                                                              • Downloading logs
                                                                                                                                                                                                                                              • Constraints and best practices
                                                                                                                                                                                                                                              • Manual integration
                                                                                                                                                                                                                                          • Platform deployment
                                                                                                                                                                                                                                            • Deployment overview
                                                                                                                                                                                                                                            • Kind deployment
                                                                                                                                                                                                                                              • Set up local OIDC provider
                                                                                                                                                                                                                                              • Set up external OIDC provider
                                                                                                                                                                                                                                            • AWS deployment
                                                                                                                                                                                                                                            • Authentication and SSO
                                                                                                                                                                                                                                            • Enable app serving
                                                                                                                                                                                                                                          • Community
                                                                                                                                                                                                                                            • Joining the community
                                                                                                                                                                                                                                            • Contributing code
                                                                                                                                                                                                                                            • Contributing docs and examples
                                                                                                                                                                                                                                              • Set up a local docs dev environment
                                                                                                                                                                                                                                              • Authoring
                                                                                                                                                                                                                                              • Submit a contribution
                                                                                                                                                                                                                                              • Writing guidelines
                                                                                                                                                                                                                                              • Variants
                                                                                                                                                                                                                                              • Versions
                                                                                                                                                                                                                                              • Shortcodes
                                                                                                                                                                                                                                              • API docs
                                                                                                                                                                                                                                              • LLM-optimized documentation
                                                                                                                                                                                                                                              • Redirects
                                                                                                                                                                                                                                              • Production builds and troubleshooting
                                                                                                                                                                                                                                          Try Flyte 2 for enterprise, hosted on Union.ai
                                                                                                                                                                                                                                          Flyte OSS
                                                                                                                                                                                                                                          Reference
                                                                                                                                                                                                                                          Flyte SDK
                                                                                                                                                                                                                                          flyte.app
                                                                                                                                                                                                                                          DeployedAppEnvironment
                                                                                                                                                                                                                                          2.6.0

                                                                                                                                                                                                                                          DeployedAppEnvironment

                                                                                                                                                                                                                                          Package: flyte.app

                                                                                                                                                                                                                                          Parameters

                                                                                                                                                                                                                                          class DeployedAppEnvironment(
                                                                                                                                                                                                                                              env: AppEnvironment,
                                                                                                                                                                                                                                              deployed_app: 'App',
                                                                                                                                                                                                                                          )
                                                                                                                                                                                                                                          Parameter Type Description
                                                                                                                                                                                                                                          env AppEnvironment
                                                                                                                                                                                                                                          deployed_app 'App'

                                                                                                                                                                                                                                          Methods

                                                                                                                                                                                                                                          Method Description
                                                                                                                                                                                                                                          env_repr()
                                                                                                                                                                                                                                          get_name() Returns the name of the deployed environment.
                                                                                                                                                                                                                                          summary_repr()
                                                                                                                                                                                                                                          table_repr()

                                                                                                                                                                                                                                          env_repr()

                                                                                                                                                                                                                                          def env_repr()

                                                                                                                                                                                                                                          get_name()

                                                                                                                                                                                                                                          def get_name()

                                                                                                                                                                                                                                          Returns the name of the deployed environment.

                                                                                                                                                                                                                                          summary_repr()

                                                                                                                                                                                                                                          def summary_repr()

                                                                                                                                                                                                                                          table_repr()

                                                                                                                                                                                                                                          def table_repr()
                                                                                                                                                                                                                                          Docs: unionai/unionai-docs 2.6.0.0SDK: flyteorg/flyte-sdk 2.6.0Backend: flyteorg/flyte v2.0.40
                                                                                                                                                                                                                                          On this page
                                                                                                                                                                                                                                          404

                                                                                                                                                                                                                                          Page not found

                                                                                                                                                                                                                                          Showing closest match