# Union.ai Documentation
> **This is legacy (v1) documentation.** Do not use unless explicitly asked about this version. For current documentation, see https://www.union.ai/docs/v2/llms.txt

> Full documentation (single file): https://www.union.ai/docs/v1/union/llms-full.txt
> Site: https://www.union.ai/docs/v1/union

Each entry below is `- [Page title](URL)` followed by the H2/H3 headings found on that page. Pages link to individual `page.md` files. Sections marked with a "Section bundle" link have a `section.md` that concatenates all pages in the section into a single file — use it to load an entire section into context at once.

## User guide

- [Introduction](https://www.union.ai/docs/v1/union/user-guide/introduction/page.md)
  - Flyte
  - Union.ai
  - BYOC (Bring Your Own Cloud)
  - Self-managed
- [Getting started](https://www.union.ai/docs/v1/union/user-guide/getting-started/page.md)
  - Gather your credentials
  - Log into Union.ai
  > Section bundle (all pages): https://www.union.ai/docs/v1/union/user-guide/getting-started/section.md
- [Getting started > Local setup](https://www.union.ai/docs/v1/union/user-guide/getting-started/local-setup/page.md)
  - Install `uv`
  - Ensure the correct version of Python is installed
  - Install the `union` CLI
  - Configure the connection to your cluster
  - Check your CLI configuration
- [Getting started > First project](https://www.union.ai/docs/v1/union/user-guide/getting-started/first-project/page.md)
  - Create a new Union.ai project
  - Initialize a local project
- [Getting started > Understanding the code](https://www.union.ai/docs/v1/union/user-guide/getting-started/understanding-the-code/page.md)
  - Python code
  - ImageSpec
  - Tasks
  - Workflow
  - pyproject.toml
  - uv.lock
- [Getting started > Running your workflow](https://www.union.ai/docs/v1/union/user-guide/getting-started/running-your-workflow/page.md)
  - Python virtual environment
  - Run the code locally
  - Running remotely on Union.ai in the cloud
  - Register the workflow without running
  - Run the workflow from the Union.ai interface
  - View the workflow execution on Union.ai
- [Core concepts](https://www.union.ai/docs/v1/union/user-guide/core-concepts/page.md)
  - Defining tasks and workflows
  - Type annotation is required
  - Workflows *are not* full Python functions
  - Registering tasks and workflows
  - Registering on the command line with `union` or `uctl`
  - Registering in Python with `UnionRemote`
  - Results of registration
  - Changing tasks and workflows
  - Inspecting tasks and workflows
  - Inspecting workflows in the UI
  - Inspecting tasks in the UI
  - Inspecting workflows on the command line with `uctl`
  - Inspecting tasks on the command line with `uctl`
  - Inspecting tasks and workflows in Python with `UnionRemote`
  - Running tasks and workflows
  - Running a task or workflow in the UI
  - Running a task or workflow locally on the command line with `union` or `python`
  - Running a task or workflow remotely on the command line with `union`
  - Running a task or workflow remotely in Python with `UnionRemote`
  > Section bundle (all pages): https://www.union.ai/docs/v1/union/user-guide/core-concepts/section.md
- [Core concepts > Workflows](https://www.union.ai/docs/v1/union/user-guide/core-concepts/workflows/page.md)
  > Section bundle (all pages): https://www.union.ai/docs/v1/union/user-guide/core-concepts/workflows/section.md
- [Core concepts > Workflows > Standard workflows](https://www.union.ai/docs/v1/union/user-guide/core-concepts/workflows/standard-workflows/page.md)
  - Evaluation of a standard workflow
  - Conditional construct
  - Chaining operator
  - Workflow decorator parameters
- [Core concepts > Workflows > Subworkflows and sub-launch plans](https://www.union.ai/docs/v1/union/user-guide/core-concepts/workflows/subworkflows-and-sub-launch-plans/page.md)
  - When to use subworkflows
  - When to use sub-launch plans
- [Core concepts > Workflows > Dynamic workflows](https://www.union.ai/docs/v1/union/user-guide/core-concepts/workflows/dynamic-workflows/page.md)
  - Defining a dynamic workflow
  - Advantages of dynamic workflows
  - Flexibility
  - Lower pressure on `etcd`
  - Dynamic workflows vs. map tasks
  - Using dynamic workflows to achieve recursion
- [Core concepts > Workflows > Imperative workflows](https://www.union.ai/docs/v1/union/user-guide/core-concepts/workflows/imperative-workflows/page.md)
  - Example
- [Core concepts > Workflows > Launching workflows](https://www.union.ai/docs/v1/union/user-guide/core-concepts/workflows/launching-workflows/page.md)
- [Core concepts > Workflows > Viewing workflows](https://www.union.ai/docs/v1/union/user-guide/core-concepts/workflows/viewing-workflows/page.md)
  - Workflows list
  - Workflow view
  - Workflow versions list
  - Workflow and task descriptions
- [Core concepts > Workflows > Viewing workflow executions](https://www.union.ai/docs/v1/union/user-guide/core-concepts/workflows/viewing-workflow-executions/page.md)
  - Domain Settings
  - All Executions in the Project
  - Execution view
  - Nodes
  - Graph
  - Timeline
- [Core concepts > Tasks](https://www.union.ai/docs/v1/union/user-guide/core-concepts/tasks/page.md)
  - Tasks are independently executable
  - Tasks are strongly typed
  - Tasks are containerized
  - Tasks are named, versioned, and immutable
  - Tasks are (usually) deterministic and cacheable
  - Workflows can contain many types of tasks
  - Mix and match task characteristics
  - Task configuration
  > Section bundle (all pages): https://www.union.ai/docs/v1/union/user-guide/core-concepts/tasks/section.md
- [Core concepts > Tasks > Page](https://www.union.ai/docs/v1/union/user-guide/core-concepts/tasks/map-tasks/page.md)
  - Map tasks
- [Core concepts > Tasks > Other task types](https://www.union.ai/docs/v1/union/user-guide/core-concepts/tasks/task-types/page.md)
  - PythonFunctionTask
  - ContainerTask
  - Shell tasks
  - Example
  - Specialized plugin task classes and configs
  - @union.task parameters
- [Core concepts > Tasks > Task parameters](https://www.union.ai/docs/v1/union/user-guide/core-concepts/tasks/task-parameters/page.md)
  - Use `partial` to provide default arguments to tasks
  - Named outputs
- [Core concepts > Tasks > Launching tasks](https://www.union.ai/docs/v1/union/user-guide/core-concepts/tasks/launching-tasks/page.md)
- [Core concepts > Tasks > Viewing tasks](https://www.union.ai/docs/v1/union/user-guide/core-concepts/tasks/viewing-tasks/page.md)
  - Tasks list
  - Task view
  - Task versions list
- [Core concepts > Tasks > Task software environment](https://www.union.ai/docs/v1/union/user-guide/core-concepts/tasks/task-software-environment/page.md)
- [Core concepts > Tasks > Task software environment > Local image building](https://www.union.ai/docs/v1/union/user-guide/core-concepts/tasks/task-software-environment/image-spec/page.md)
  - Project structure
  - requirements.txt
  - imagespec-simple-example.py
  - Install and configure `union` and Docker
  - Set up an image registry
  - Authenticate to the registry
  - Set up your project and domain on Union.ai
  - Understand the requirements
  - Set up a virtual Python environment
  - Run the workflow locally
  - Register the workflow
  - Ensure that the image is publicly accessible
  - Run the workflow on Union.ai
  - Multi-image workflows
- [Core concepts > Tasks > Task software environment > ImageSpec with ECR](https://www.union.ai/docs/v1/union/user-guide/core-concepts/tasks/task-software-environment/image-spec-with-ecr/page.md)
  - Prerequisites
  - Set up the image repository
  - Authenticate to the registry
  - Register your workflow to Union.ai
- [Core concepts > Tasks > Task software environment > ImageSpec with GAR](https://www.union.ai/docs/v1/union/user-guide/core-concepts/tasks/task-software-environment/image-spec-with-gar/page.md)
  - Prerequisites
  - Set up the image repository
  - Authenticate to the registry
  - Register your workflow to Union.ai
- [Core concepts > Tasks > Task software environment > ImageSpec with ACR](https://www.union.ai/docs/v1/union/user-guide/core-concepts/tasks/task-software-environment/image-spec-with-acr/page.md)
  - Authenticate to the registry
  - Register your workflow to Union.ai
- [Core concepts > Tasks > Task software environment > Environment variables](https://www.union.ai/docs/v1/union/user-guide/core-concepts/tasks/task-software-environment/environment-variables/page.md)
- [Core concepts > Tasks > Viewing logs](https://www.union.ai/docs/v1/union/user-guide/core-concepts/tasks/viewing-logs/page.md)
  - Kubernetes cluster logs
  - Other tabs
  - Cloud provider logs
- [Core concepts > Tasks > Reference tasks](https://www.union.ai/docs/v1/union/user-guide/core-concepts/tasks/reference-tasks/page.md)
  - Example
- [Core concepts > Tasks > Task hardware environment](https://www.union.ai/docs/v1/union/user-guide/core-concepts/tasks/task-hardware-environment/page.md)
  - Customizing task resources
  - Using the `@union.task` decorator
  - Using PodTemplate
  - `pod_template` and `pod_template_name` @union.task parameters
  - Accelerators
  - Task-level monitoring
- [Core concepts > Tasks > Task hardware environment > Customizing task resources](https://www.union.ai/docs/v1/union/user-guide/core-concepts/tasks/task-hardware-environment/customizing-task-resources/page.md)
  - The `requests` and `limits` settings
  - The `accelerator` setting
  - Execution defaults and resource quotas
  - Task resource validation
  - The `with_overrides` method
- [Core concepts > Tasks > Task hardware environment > Accelerators](https://www.union.ai/docs/v1/union/user-guide/core-concepts/tasks/task-hardware-environment/accelerators/page.md)
  - Finding your available accelerators
  - Requesting the provisioning of accelerators
  - Using predefined accelerator constants
  - List of predefined accelerator constants
- [Core concepts > Tasks > Task hardware environment > Retries and timeouts](https://www.union.ai/docs/v1/union/user-guide/core-concepts/tasks/task-hardware-environment/retries-and-timeouts/page.md)
  - Retry types
  - Configuring retries
  - Retrying interruptible tasks
  - Retrying map tasks
  - Timeouts
- [Core concepts > Tasks > Task hardware environment > Interruptible instances](https://www.union.ai/docs/v1/union/user-guide/core-concepts/tasks/task-hardware-environment/interruptible-instances/page.md)
  - Configuring tasks to use interruptible instances
  - Workflow level interruptible
  - Advantages and disadvantages of interruptible instances
- [Core concepts > Tasks > Task hardware environment > Task-level monitoring](https://www.union.ai/docs/v1/union/user-guide/core-concepts/tasks/task-hardware-environment/task-level-monitoring/page.md)
  - Execution Resources
  - Memory Quota
  - CPU Cores Quota
  - GPU Memory Utilization
  - GPU Utilization
  - Execution Logs (Preview)
  - Map Tasks
- [Core concepts > Launch plans](https://www.union.ai/docs/v1/union/user-guide/core-concepts/launch-plans/page.md)
  - Default launch plan
  - Launch plans are versioned
  - Custom launch plans
  - Viewing launch plans for a workflow
  - Registering a launch plan
  - Registering a launch plan on the command line
  - Registering a launch plan in Python with `UnionRemote`
  - Results of registration
  - Changing a launch plan
  > Section bundle (all pages): https://www.union.ai/docs/v1/union/user-guide/core-concepts/launch-plans/section.md
- [Core concepts > Launch plans > Defining launch plans](https://www.union.ai/docs/v1/union/user-guide/core-concepts/launch-plans/defining-launch-plans/page.md)
  - Default and Fixed Inputs
  - Scheduled Execution
  - Labels and Annotations
  - Execution Parameters
  - Security and Authentication
  - Raw Output Data Configuration
  - Putting It All Together
- [Core concepts > Launch plans > Viewing launch plans](https://www.union.ai/docs/v1/union/user-guide/core-concepts/launch-plans/viewing-launch-plans/page.md)
  - Viewing launch plans in the UI
  - Viewing launch plans on the command line with `uctl`
  - Viewing launch plans in Python with `UnionRemote`
- [Core concepts > Launch plans > Notifications](https://www.union.ai/docs/v1/union/user-guide/core-concepts/launch-plans/notifications/page.md)
- [Core concepts > Launch plans > Schedules](https://www.union.ai/docs/v1/union/user-guide/core-concepts/launch-plans/schedules/page.md)
  - Fixed-rate schedules
  - Cron schedules
  - Cron expression format
  - Cron expression examples
  - Cron aliases
  - kickoff_time_input_arg
- [Core concepts > Launch plans > Activating and deactivating](https://www.union.ai/docs/v1/union/user-guide/core-concepts/launch-plans/activating-and-deactivating/page.md)
  - Activating and deactivating a launch plan in the UI
  - Activating and deactivating a launch plan on the command line with `uctl`
  - Activating and deactivating a launch plan in Python with `UnionRemote`
- [Core concepts > Launch plans > Running launch plans](https://www.union.ai/docs/v1/union/user-guide/core-concepts/launch-plans/running-launch-plans/page.md)
  - Running a launch plan in the UI
  - Running a launch plan on the command line with `uctl`
  - Running a launch plan in Python with `UnionRemote`
  - Sub-launch plans
- [Core concepts > Launch plans > Reference launch plans](https://www.union.ai/docs/v1/union/user-guide/core-concepts/launch-plans/reference-launch-plans/page.md)
  - Example
- [Core concepts > Launch plans > Mapping over launch plans](https://www.union.ai/docs/v1/union/user-guide/core-concepts/launch-plans/mapping-over-launch-plans/page.md)
  - Launch plan defined in your code
  - Previously registered launch plan
- [Core concepts > Launch plans > Reactive workflows](https://www.union.ai/docs/v1/union/user-guide/core-concepts/launch-plans/reactive-workflows/page.md)
  - Scope
  - Trigger types
  - Artifact events
- [Core concepts > Launch plans > Concurrency control](https://www.union.ai/docs/v1/union/user-guide/core-concepts/launch-plans/concurrency-control/page.md)
  - How it works
  - Basic usage
  - Scheduled workflows with concurrency control
  - Defining the policy
  - Key behaviors and considerations
  - Version-agnostic check, version-specific enforcement
  - Concurrency limit on manual trigger
  - Scheduled execution behavior
  - Limitations
  - "At most" enforcement
  - Notifications for skipped executions
  - Best practices
- [Core concepts > Actors](https://www.union.ai/docs/v1/union/user-guide/core-concepts/actors/page.md)
  - `ActorEnvironment` parameters
  - Caching on Actor Replicas
  - When to Use `@actor_cache`
  > Section bundle (all pages): https://www.union.ai/docs/v1/union/user-guide/core-concepts/actors/section.md
- [Core concepts > Actors > Actors and regular tasks](https://www.union.ai/docs/v1/union/user-guide/core-concepts/actors/actors-and-regular-tasks/page.md)
  - "Hello World" Benchmark
  - "5s Sleep" Benchmark
- [Core concepts > Actors > Actor examples](https://www.union.ai/docs/v1/union/user-guide/core-concepts/actors/actor-examples/page.md)
  - Refactoring from Regular Tasks to Actors
  - Multiple instances of the same task
  - Multiple tasks
  - Custom PodTemplates
  - Example: `@actor_cache` with `map`
  - Example: Caching with Custom Objects
- [Core concepts > Artifacts](https://www.union.ai/docs/v1/union/user-guide/core-concepts/artifacts/page.md)
  - Versioning
  - Partitions
  - Queries
  - Lineage
  > Section bundle (all pages): https://www.union.ai/docs/v1/union/user-guide/core-concepts/artifacts/section.md
- [Core concepts > Artifacts > Declaring artifacts](https://www.union.ai/docs/v1/union/user-guide/core-concepts/artifacts/declaring-artifacts/page.md)
  - Basic artifact
  - Time-partitioned artifact
  - Passing a value to `time_partition` at runtime
  - Passing a value to `time_partition` by input
  - Artifact with custom partition keys
  - Passing a value to a custom partition key at runtime
  - Passing a value to a custom partition key by input
  - Artifact with model card example
- [Core concepts > Artifacts > Materializing artifacts](https://www.union.ai/docs/v1/union/user-guide/core-concepts/artifacts/materializing-artifacts/page.md)
- [Core concepts > Artifacts > Consuming artifacts in workflows](https://www.union.ai/docs/v1/union/user-guide/core-concepts/artifacts/consuming-artifacts-in-workflows/page.md)
  - Defining a workflow that consumes an artifact
  - Launching a workflow that consumes an artifact
- [Core concepts > Artifacts > Connecting workflows with artifact event triggers](https://www.union.ai/docs/v1/union/user-guide/core-concepts/artifacts/connecting-workflows-with-artifact-event-triggers/page.md)
  - Imports
  - Upstream artifact and workflow definition
  - Artifact event definition
  - Downstream workflow definition
  - Launch plan with trigger definition
  - Full example code
- [Core concepts > Artifacts > Viewing artifacts](https://www.union.ai/docs/v1/union/user-guide/core-concepts/artifacts/viewing-artifacts/page.md)
  - Artifacts list
  - Artifact view
  - Artifact lineage graph
- [Core concepts > App Serving](https://www.union.ai/docs/v1/union/user-guide/core-concepts/serving/page.md)
  - Example app
  - App declaration
  - Deploy the app
  - Viewing deployed apps
  - Stopping apps
  > Section bundle (all pages): https://www.union.ai/docs/v1/union/user-guide/core-concepts/serving/section.md
- [Core concepts > App Serving > Serving custom code](https://www.union.ai/docs/v1/union/user-guide/core-concepts/serving/adding-your-own-code/page.md)
  - Example app
  - App declaration
  - Custom code
  - Deploy the app
  - App deployment with included files
- [Core concepts > App Serving > Serving a Model from a Workflow With FastAPI](https://www.union.ai/docs/v1/union/user-guide/core-concepts/serving/serving-a-model/page.md)
  - Example app
  - App configuration
  - Training workflow
  - Run the example
- [Core concepts > App Serving > API Key Authentication with FastAPI](https://www.union.ai/docs/v1/union/user-guide/core-concepts/serving/fast-api-auth/page.md)
  - Define the Fast API app
  - Deploy the Fast API app
- [Core concepts > App Serving > Cache a HuggingFace Model as an Artifact](https://www.union.ai/docs/v1/union/user-guide/core-concepts/serving/cache-huggingface-model/page.md)
  - Why Cache Models from HuggingFace?
  - Prerequisites
  - Basic Example: Cache a Model As-Is
  - Command Breakdown
  - Output
  - Using Cached Models in Applications
  - VLLM App Example
  - SGLang App Example
  - Advanced Example: Sharding a Model with the vLLM Engine
  - Create a Shard Configuration File
  - Cache the Sharded Model
  - Best Practices
- [Core concepts > App Serving > Deploy Optimized LLM Endpoints with vLLM and SGLang](https://www.union.ai/docs/v1/union/user-guide/core-concepts/serving/deploy-optimized-llm-endpoints/page.md)
  - Overview
  - Basic Example: Deploy a Non-Sharded Model
  - Deploy with vLLM
  - Deploy with SGLang
  - Custom Image Example: Deploy with Your Own Image
  - Advanced Example: Deploy a Sharded Model
  - Cache a Sharded Model
  - Deploy with VLLMApp
  - Deploy with SGLangApp
  - Authentication via API Key
  - Performance Tuning
- [Core concepts > App Serving > Deploying Custom Flyte Connectors](https://www.union.ai/docs/v1/union/user-guide/core-concepts/serving/deploying-your-connector/page.md)
  - Overview
  - Prerequisites
  - Connector Deployment Options
  - Module-based Deployment
  - ImageSpec-based Deployment
  - Managing Secrets
  - Example: Creating a ChatGPT Connector
  - Using the Connector in a Workflow
  - Creating Your Own Connector
  - Deployment Commands
  - Best Practices
- [Core concepts > Caching](https://www.union.ai/docs/v1/union/user-guide/core-concepts/caching/page.md)
  - Enabling and configuring caching
  - The `Cache` object
  - Enabling caching with the default configuration
  - Automatic version generation
  - Default cache policy
  - The `overwrite-cache` flag
  - Overwrite cache on the command line
  - Overwrite cache in the UI
  - Overwrite cache programmatically
  - How caching works
  - Explicit cache version
  - Node signature
  - Caching when running locally
  - Cache serialization
  - Enabling cache serialization
  - How does cache serialization work?
  - Caching of offloaded objects
  - How does caching of offloaded objects work?
- [Core concepts > Workspaces](https://www.union.ai/docs/v1/union/user-guide/core-concepts/workspaces/page.md)
  - Creating a workspace
  - Running a workspace
  - Filesystem persistence
  - Editing a workspace
  - The workspace detail view
  - Archiving a workspace
  - Workspace CLI commands
  - Create a workspace configuration
  - Create a workspace
  - Stop a workspace
  - Update a workspace
  - Get existing workspaces
  - Start a workspace
  - Customizing a workspace
  - Setting secrets
  - Setting CPU, memory, and GPU resources
  - Specifying custom `on_startup` commands
  - Specifying custom container images
  - Authenticating with GitHub
  - Sorting and filtering workspaces
  - Troubleshooting
- [Core concepts > Named outputs](https://www.union.ai/docs/v1/union/user-guide/core-concepts/named-outputs/page.md)
- [Core concepts > ImageSpec](https://www.union.ai/docs/v1/union/user-guide/core-concepts/image-spec/page.md)
  - Install Python or APT packages
  - Install Conda packages
  - Use different Python versions in the image
  - Import modules only in a specify imageSpec environment
  - Install CUDA in the image
  - Use Nvidia docker image
  - Install packages from extra index
  - Build an image in different architecture
  - Customize the tag of the image
  - Copy additional files or directories
  - Define ImageSpec in a YAML File
  - Build the image without registering the workflow
  - Force push an image
  - Getting source files into ImageSpec
- [Development cycle](https://www.union.ai/docs/v1/union/user-guide/development-cycle/page.md)
  > Section bundle (all pages): https://www.union.ai/docs/v1/union/user-guide/development-cycle/section.md
- [Development cycle > Authentication](https://www.union.ai/docs/v1/union/user-guide/development-cycle/authentication/page.md)
  - Authentication Methods
  - 1. PKCE (Proof Key of Code Exchange)
  - 2. DeviceFlow (Best for Remote Machines)
  - 3. ClientSecret (Best for CI/CD and Automation)
  - Managing Authentication Configuration
  - Troubleshooting Authentication Issues
- [Development cycle > Project structure](https://www.union.ai/docs/v1/union/user-guide/development-cycle/project-structure/page.md)
  - Recommended Directory Structure
  - Organizing Tasks and Workflows
  - Orchestration Directory for Helper Constructs
  - Core Logic for Workflow-Specific Functionality
  - Importance of `__init__.py`
  - Monorepo vs Multi-repo: Choosing a structure
  - CI/CD
  - Documentation and Docstrings
- [Development cycle > Projects and domains](https://www.union.ai/docs/v1/union/user-guide/development-cycle/projects-and-domains/page.md)
  - Projects
  - Domains
  - When to use different Union.ai projects?
  - Projects and Domains: The Power of the Project-Domain Pair
  - Domains: Clear Environment Separation
  - Projects: Organizing Workflows by Teams, Business Areas, or Applications
- [Development cycle > Building workflows](https://www.union.ai/docs/v1/union/user-guide/development-cycle/building-workflows/page.md)
  - When should I decompose tasks?
  - Differing runtime requirements
  - Improved cache performance
  - Take advantage of interruptible tasks
  - When should I parallelize tasks?
  - Parallelization constructs
  - When should I use caching?
- [Development cycle > Setting up a production project](https://www.union.ai/docs/v1/union/user-guide/development-cycle/setting-up-a-project/page.md)
  - Terminology
  - Create a Union.ai project
  - Creating a local production project directory using `union init`
  - Directory structure
- [Development cycle > Local dependencies](https://www.union.ai/docs/v1/union/user-guide/development-cycle/local-dependencies/page.md)
  - Define your dependencies in your `pyproject.toml`
  - Create a Python virtual environment
- [Development cycle > ImageSpec](https://www.union.ai/docs/v1/union/user-guide/development-cycle/image-spec/page.md)
  - Union.ai cloud image builder {#cloud-image-builder}
  - Local image builder
  - Local container engine
  - Access to a container registry
  - Make your image accessible to Union.ai
- [Development cycle > Running your code](https://www.union.ai/docs/v1/union/user-guide/development-cycle/running-your-code/page.md)
  - Set up your development environment
  - CLI commands for running your code
  - Running a script in local Python with `union run` {#running-a-script-in-local-python}
  - Running a script on Union.ai with `union run --remote`
  - Running tasks through uctl
  - Generate execution spec file
  - Update the input spec file for arguments to the workflow
  - Create execution using the exec spec file
  - Monitor the execution by providing the execution id from create command
  - Running workflows through uctl
  - Running launchplans through uctl
  - Generate an execution spec file
  - Update the input spec file for arguments to the workflow
  - Create execution using the exec spec file
  - Monitor the execution by providing the execution id from create command
  - Deploying your code to Union.ai with `union register`
  - Fast registration
  - Inspecting executions
  - Deploying your code to production
  - Package your code with `union package`
  - Register the package with `uctl register`
  - Using union register versus union package + uctl register
  - Image management and registration method
  - Building your own images
  - CI/CD with Flyte and GitHub Actions
  - Some CI/CD best practices
- [Development cycle > Overriding parameters](https://www.union.ai/docs/v1/union/user-guide/development-cycle/overriding-parameters/page.md)
  - Task parameters
  - Using `with_overrides` with `name` and `node_name`
  - Subworkflow and sub-launch plan parameters
- [Development cycle > Run details](https://www.union.ai/docs/v1/union/user-guide/development-cycle/run-details/page.md)
  - Passing parameters
  - Why `union run` rather than `python`?
- [Development cycle > Debugging with interactive tasks](https://www.union.ai/docs/v1/union/user-guide/development-cycle/debugging-with-interactive-tasks/page.md)
  - Enabling interactive tasks in your code
  - Basic example
  - requirements.txt
  - example.py
  - Register and run the workflow
  - Access the IDE
  - Inspect the task code
  - Interactive debugging
  - Update your code
  - Resume task
  - Auxiliary Python files
  - flyteinteractive_interactive_entrypoint.py
  - flyteinteractive_resume_task.py
  - launch.json
  - Integrated terminal
  - Install extensions
  - example-extensions.py
  - Manage resources
  - example-manage-resources.py
  - Pre and post hooks
  - example-pre-post-hooks.py
  - Only initiate VSCode on task failure
  - example-run-task-first.py
  - Debugging execution issues
- [Development cycle > Managing secrets](https://www.union.ai/docs/v1/union/user-guide/development-cycle/managing-secrets/page.md)
  - Creating secrets
  - Creating a secret on the command line
  - Creating a secret from a file
  - Scoping secrets
  - Listing secrets
  - Using secrets in workflow code
  - Using a secret created on the command line
  - Using a secret created from a file
  - Updating secrets
  - Deleting secrets
- [Development cycle > Managing API keys](https://www.union.ai/docs/v1/union/user-guide/development-cycle/managing-api-keys/page.md)
  - Creating an API key
  - Listing and deleting applications
- [Development cycle > Accessing AWS S3 buckets](https://www.union.ai/docs/v1/union/user-guide/development-cycle/accessing-aws-s3/page.md)
  - Creating secrets on Union.ai
  - Using secrets in a task
  - Conclusion
- [Development cycle > Task resource validation](https://www.union.ai/docs/v1/union/user-guide/development-cycle/task-resource-validation/page.md)
- [Development cycle > Running in a local cluster](https://www.union.ai/docs/v1/union/user-guide/development-cycle/running-in-a-local-cluster/page.md)
  - Running in a local Kubernetes cluster
  - Configuration
  - Start the workflow
  - Inspect the results
  - Local cluster with default image
  - Local cluster with custom image
- [Development cycle > CI/CD deployment](https://www.union.ai/docs/v1/union/user-guide/development-cycle/ci-cd-deployment/page.md)
  - Create a Union.ai API key
  - Store the secret in your CI/CD secrets store
  - Configure your CI/CD workflow file
- [Development cycle > Jupyter notebooks](https://www.union.ai/docs/v1/union/user-guide/development-cycle/jupyter-notebooks/page.md)
  - Write your workflows and tasks in cells
  - Enable the notebook to register workflows to Union.ai
- [Development cycle > Decks](https://www.union.ai/docs/v1/union/user-guide/development-cycle/decks/page.md)
  - Deck tabs
  - Deck renderers
  - Frame profiling renderer
  - Top-frame renderer
  - Markdown renderer
  - Box renderer
  - Image renderer
  - Custom renderers
  - Streaming Decks
  - Union Deck Succeed Video
  - Union Deck Fail Video
- [Development cycle > UnionRemote](https://www.union.ai/docs/v1/union/user-guide/development-cycle/remote-management/page.md)
  - Creating a `UnionRemote` object
  - Authenticating using a client secret
- [Development cycle > UnionRemote > UnionRemote examples](https://www.union.ai/docs/v1/union/user-guide/development-cycle/remote-management/remote-examples/page.md)
  - Registering and running a workflow
  - Fetching outputs
  - Terminating all running executions for a workflow
  - Rerunning all failed executions of a workflow
  - Filtering for executions using a `Filter`
  - Launch task via UnionRemote with a new version
  - Launch workflow via UnionRemote
  - Launch launchplan via UnionRemote
  - Inspecting executions
- [Development cycle > Streaming execution events](https://www.union.ai/docs/v1/union/user-guide/development-cycle/streaming-execution-events/page.md)
  - Overview
  - Interface: `stream_execution_events`
  - Event contents
  - Phases
  - How this differs from LaunchPlan notifications
  - Example: Node-level alerts (Slack)
  - What the example does
  - Summary
- [Data input/output](https://www.union.ai/docs/v1/union/user-guide/data-input-output/page.md)
  > Section bundle (all pages): https://www.union.ai/docs/v1/union/user-guide/data-input-output/section.md
- [Data input/output > FlyteFile and FlyteDirectory](https://www.union.ai/docs/v1/union/user-guide/data-input-output/flyte-file-and-flyte-directory/page.md)
  - How the classes work
  - Local examples
  - Local file example
  - Local directory example
  - Changing the data upload location
  - Changing the raw data prefix
  - Specifying `remote_path` for a `FlyteFile` or `FlyteDirectory`
  - Remote examples
  - Remote file example
  - Remote directory example
  - Streaming
  - Downloading
  - Implicit downloading
  - Explicit downloading
  - Typed aliases
- [Data input/output > Downloading with FlyteFile and FlyteDirectory](https://www.union.ai/docs/v1/union/user-guide/data-input-output/downloading-with-ff-and-fd/page.md)
  - FlyteFile
  - FlyteDirectory
- [Data input/output > Task input and output](https://www.union.ai/docs/v1/union/user-guide/data-input-output/task-input-and-output/page.md)
  - Metadata and raw data
  - Metadata store
  - Raw data store
  - Changing the raw data storage location
  - Setting up your own object store
- [Data input/output > Accelerated datasets](https://www.union.ai/docs/v1/union/user-guide/data-input-output/accelerated-datasets/page.md)
  - How it works
  - Example usage
  - Considerations
  - Caching
  - Storage consumption
- [Data input/output > Accessing attributes](https://www.union.ai/docs/v1/union/user-guide/data-input-output/accessing-attributes/page.md)
  - List
  - Dictionary
  - Data class
  - Complex type
  - Failure scenario
- [Data input/output > Dataclass](https://www.union.ai/docs/v1/union/user-guide/data-input-output/dataclass/page.md)
  - Python types
  - Union.ai types
- [Data input/output > Enum type](https://www.union.ai/docs/v1/union/user-guide/data-input-output/enum/page.md)
- [Data input/output > Pickle type](https://www.union.ai/docs/v1/union/user-guide/data-input-output/pickle/page.md)
- [Data input/output > Pydantic BaseModel](https://www.union.ai/docs/v1/union/user-guide/data-input-output/pydantic/page.md)
  - Python types
  - Union.ai types
- [Data input/output > PyTorch type](https://www.union.ai/docs/v1/union/user-guide/data-input-output/pytorch/page.md)
  - Tensors and modules
  - Checkpoint
  - Auto GPU to CPU and CPU to GPU conversion
- [Data input/output > StructuredDataset](https://www.union.ai/docs/v1/union/user-guide/data-input-output/structured-dataset/page.md)
  - Usage
  - Example
  - Column type information
  - Serialized byte format
  - Storage driver and location
  - Inner workings of a structured dataset plugin
  - The `uri` argument
  - Note that no format was specified in the structured dataset constructor, or in the signature. So how did the BigQuery encoder get invoked?
  - How to return multiple DataFrames from a task?
  - How to define a custom structured dataset plugin?
  - NumPy encoder
  - NumPy decoder
  - NumPy renderer
  - The nested typed columns
- [Data input/output > TensorFlow types](https://www.union.ai/docs/v1/union/user-guide/data-input-output/tensorflow/page.md)
  - Import necessary libraries and modules
  - Tensorflow model
  - Transformer
  - Usage
  - TFRecord files
  - Transformer
  - Usage
  - TFRecord directories
  - Transformer
  - Usage
  - Configuration class: `TFRecordDatasetConfig`
  - Attributes
- [Administration](https://www.union.ai/docs/v1/union/user-guide/administration/page.md)
  > Section bundle (all pages): https://www.union.ai/docs/v1/union/user-guide/administration/section.md
- [Administration > Resources](https://www.union.ai/docs/v1/union/user-guide/administration/resources/page.md)
  - Executions
  - Filter
  - Workflow Executions in Final State
  - Task Executions in Final State
  - Running Pods
  - Utilization
  - Resource Quotas
  - Namespaces and Quotas
  - Examples
  - Quota Consumption
  - Compute
  - Configuring Resource Quotas
  - Information displayed
  - Examples
- [Administration > Cost allocation](https://www.union.ai/docs/v1/union/user-guide/administration/cost-allocation/page.md)
  - Suggested Usage
  - Accessing Cost Data
  - Workload Costs
  - Compute Costs
  - Invoices
  - Data collection and cost calculation
  - Total cost calculation
  - Allocated cost calculation
  - Overhead Cost Calculation
  - Limitations
  - Future Enhancements
- [Administration > User management](https://www.union.ai/docs/v1/union/user-guide/administration/user-management/page.md)
  - Actions
  - Built-in policies
  - Multiple policies
  - Custom roles and policies
  - Create a role
  - Create a policy
  - Assign the policy to a user
  - Initial onboarding
  - Managing users in the UI
- [Administration > Applications](https://www.union.ai/docs/v1/union/user-guide/administration/applications/page.md)
  - List existing apps
  - Exporting the spec of an existing app
  - Creating a new app
  - Update an existing app
  - Delete an app
- [Programming](https://www.union.ai/docs/v1/union/user-guide/programming/page.md)
  > Section bundle (all pages): https://www.union.ai/docs/v1/union/user-guide/programming/section.md
- [Programming > Chaining Entities](https://www.union.ai/docs/v1/union/user-guide/programming/chaining-entities/page.md)
  - Tasks
  - Subworkflows
- [Programming > Conditionals](https://www.union.ai/docs/v1/union/user-guide/programming/conditionals/page.md)
  - Simple branch
  - Multiple branches
  - Consuming the output of a conditional
  - Using the output of a previous task in a conditional
  - Using boolean workflow inputs in a conditional
  - Nested conditionals
  - Using the output of a task in a conditional
  - Running a noop task in a conditional
  - Run the example on the Flyte cluster
- [Programming > Decorating tasks](https://www.union.ai/docs/v1/union/user-guide/programming/decorating_tasks/page.md)
  - Using a single decorator
  - Stacking multiple decorators
  - Run the example on Union.ai
- [Programming > Decorating workflows](https://www.union.ai/docs/v1/union/user-guide/programming/decorating_workflows/page.md)
  - Setup-teardown pattern
  - Workflow decorator
  - Defining the DAG
  - Run the example on the Flyte cluster
- [Programming > Intratask checkpoints](https://www.union.ai/docs/v1/union/user-guide/programming/intratask_checkpoints/page.md)
  - Why intratask checkpoints?
  - Use case: Model training
  - Run the example on the Flyte cluster
- [Programming > Waiting for external inputs](https://www.union.ai/docs/v1/union/user-guide/programming/waiting_for_external_inputs/page.md)
  - Pause executions with the `sleep` node
  - Supply external inputs with `wait_for_input`
  - Continue executions with `approve`
  - Working with conditionals
  - Sending inputs to `wait_for_input` and `approve` nodes
  - Using the Flyte UI
  - Using `FlyteRemote`
- [Programming > Nested parallelism](https://www.union.ai/docs/v1/union/user-guide/programming/nested-parallelism/page.md)
  - Nested dynamic workflows
  - Example code
  - Mixed parallelism
  - Example code
  - Design considerations
- [Programming > Failure node](https://www.union.ai/docs/v1/union/user-guide/programming/failure-node/page.md)
- [FAQ](https://www.union.ai/docs/v1/union/user-guide/faq/page.md)
  - Onboarding my organization to Union.ai
  - What information does Union.ai need to set up my service?
  - How do I change the machine types in my cluster?
  - Data storage and handling
  - How does Union.ai store my data?
  - Can I change the raw data storage location?
  - Can I use my own blob store for data storage that I handle myself?
  - Can I control access to my own blob store?
  - Could someone maliciously delete or otherwise access my raw data?
  - Can I use s3fs from within a task?
  - Can I use BigQuery from within a task?
  - `FlyteFile` and `FlyteDirectory`
  - Where do `FlyteFile` and `FlyteDirectory` store their data?
  - Can I accidentally overwrite `FlyteFil`e data?
  - Can I use my own blob store for `FlyteFile` and `FlyteDirectory` data storage?
  - How do the typed aliases of `FlyteFile` and `FlyteDirectory` work?
  - Building and running workflows
  - What SDK should I download and use in workflow code?
  - How do I authenticate `uctl` and `union` CLIs to Union.ai?
  - How do I specify resource requirements for a task?
  - What command-line tools should I use to register and run workflows?
  - How do I fix import errors when running workflows remotely?
  - What happens if an automated process launches a very large number of workflows?
  - How can I constrain the number of parallel executions for large, complex workflows?

---

## Tutorials

- [Bioinformatics](https://www.union.ai/docs/v1/union/tutorials/bioinformatics/page.md)
- [Bioinformatics > Page](https://www.union.ai/docs/v1/union/tutorials/bioinformatics/alignment/page.md)
- [Compound AI Systems](https://www.union.ai/docs/v1/union/tutorials/compound-ai-systems/page.md)
- [Compound AI Systems > Page](https://www.union.ai/docs/v1/union/tutorials/compound-ai-systems/video-dubbing/page.md)
- [Compound AI Systems > Page](https://www.union.ai/docs/v1/union/tutorials/compound-ai-systems/text_to_sql_agent/page.md)
- [Compound AI Systems > Page](https://www.union.ai/docs/v1/union/tutorials/compound-ai-systems/pdf-to-podcast-blueprint/page.md)
- [Compound AI Systems > Page](https://www.union.ai/docs/v1/union/tutorials/compound-ai-systems/llama_index_rag/page.md)
- [Compound AI Systems > Page](https://www.union.ai/docs/v1/union/tutorials/compound-ai-systems/enterprise-rag-blueprint/page.md)
- [Diffusion models](https://www.union.ai/docs/v1/union/tutorials/diffusion-models/page.md)
- [Diffusion models > Page](https://www.union.ai/docs/v1/union/tutorials/diffusion-models/mochi-video-generation/page.md)
- [Finance](https://www.union.ai/docs/v1/union/tutorials/finance/page.md)
- [Finance > Page](https://www.union.ai/docs/v1/union/tutorials/finance/credit-default-xgboost/page.md)
- [Language Models](https://www.union.ai/docs/v1/union/tutorials/language-models/page.md)
- [Language Models > Page](https://www.union.ai/docs/v1/union/tutorials/language-models/sentiment-classifier/page.md)
- [Language Models > Page](https://www.union.ai/docs/v1/union/tutorials/language-models/soft-clustering-hdbscan/page.md)
- [Language Models > Page](https://www.union.ai/docs/v1/union/tutorials/language-models/liger-kernel-finetuning/page.md)
- [Language Models > Page](https://www.union.ai/docs/v1/union/tutorials/language-models/data-streaming/page.md)
- [Parallel Processing and Job Scheduling](https://www.union.ai/docs/v1/union/tutorials/parallel-processing-and-job-scheduling/page.md)
- [Parallel Processing and Job Scheduling > Page](https://www.union.ai/docs/v1/union/tutorials/parallel-processing-and-job-scheduling/reddit-slack-bot/page.md)
- [Parallel Processing and Job Scheduling > Page](https://www.union.ai/docs/v1/union/tutorials/parallel-processing-and-job-scheduling/wikipedia-embeddings/page.md)
- [Retrieval Augmented Generation](https://www.union.ai/docs/v1/union/tutorials/retrieval-augmented-generation/page.md)
- [Retrieval Augmented Generation > Page](https://www.union.ai/docs/v1/union/tutorials/retrieval-augmented-generation/agentic-rag/page.md)
- [Retrieval Augmented Generation > Page](https://www.union.ai/docs/v1/union/tutorials/retrieval-augmented-generation/lance-db-rag/page.md)
- [Retrieval Augmented Generation > Building a Contextual RAG Workflow with Together AI](https://www.union.ai/docs/v1/union/tutorials/retrieval-augmented-generation/contextual-rag/page.md)
  - Workflow overview
  - Execution approach
  - Local execution
  - Remote execution
  - Deploy apps
- [Serving](https://www.union.ai/docs/v1/union/tutorials/serving/page.md)
- [Serving > Page](https://www.union.ai/docs/v1/union/tutorials/serving/custom-webhooks/page.md)
- [Serving > Page](https://www.union.ai/docs/v1/union/tutorials/serving/marimo-wasm/page.md)
- [Serving > Page](https://www.union.ai/docs/v1/union/tutorials/serving/finetune-unsloth-serve/page.md)
- [Serving > Page](https://www.union.ai/docs/v1/union/tutorials/serving/modular-max-qwen/page.md)
- [Serving > Page](https://www.union.ai/docs/v1/union/tutorials/serving/weave/page.md)
- [Serving > Page](https://www.union.ai/docs/v1/union/tutorials/serving/arize/page.md)
- [Serving > Page](https://www.union.ai/docs/v1/union/tutorials/serving/llama_edge_deployment/page.md)
- [Serving > Page](https://www.union.ai/docs/v1/union/tutorials/serving/vllm-serving-on-actor/page.md)
- [Serving > Page](https://www.union.ai/docs/v1/union/tutorials/serving/nim-on-actor/page.md)
- [Time Series](https://www.union.ai/docs/v1/union/tutorials/time-series/page.md)
- [Time Series > Page](https://www.union.ai/docs/v1/union/tutorials/time-series/gluonts-time-series/page.md)
- [Time Series > Page](https://www.union.ai/docs/v1/union/tutorials/time-series/time-series-forecaster-comparison/page.md)

---

## Integrations

- [Connectors](https://www.union.ai/docs/v1/union/integrations/connectors/page.md)
  - Creating a new connector
  - Async connector interface specification
  - Sync connector interface specification
  - Testing your connector locally
  - Enabling a connector in your Union.ai deployment
- [Connectors > Airflow connector](https://www.union.ai/docs/v1/union/integrations/connectors/airflow-connector/page.md)
  - Installation
  - Example usage
  - Local testing
- [Connectors > Airflow connector > Page](https://www.union.ai/docs/v1/union/integrations/connectors/airflow-connector/airflow-connector-example-usage-union/page.md)
- [Connectors > BigQuery connector](https://www.union.ai/docs/v1/union/integrations/connectors/bigquery-connector/page.md)
  - Installation
  - Example usage
  - Local testing
- [Connectors > BigQuery connector > Page](https://www.union.ai/docs/v1/union/integrations/connectors/bigquery-connector/bigquery-connector-example-usage-union/page.md)
- [Connectors > ChatGPT connector](https://www.union.ai/docs/v1/union/integrations/connectors/chatgpt-connector/page.md)
  - Installation
  - Example usage
  - Local testing
- [Connectors > ChatGPT connector > Page](https://www.union.ai/docs/v1/union/integrations/connectors/chatgpt-connector/chatgpt-connector-example-usage-union/page.md)
- [Connectors > Databricks connector](https://www.union.ai/docs/v1/union/integrations/connectors/databricks-connector/page.md)
  - Installation
  - Example usage
  - Local testing
- [Connectors > Databricks connector > Page](https://www.union.ai/docs/v1/union/integrations/connectors/databricks-connector/databricks-connector-example-usage-union/page.md)
- [Connectors > Memory Machine Cloud connector](https://www.union.ai/docs/v1/union/integrations/connectors/mmcloud-connector/page.md)
  - Installation
  - Example usage
  - Local testing
- [Connectors > Memory Machine Cloud connector > Page](https://www.union.ai/docs/v1/union/integrations/connectors/mmcloud-connector/mmcloud-connector-example-usage-union/page.md)
- [Connectors > OpenAI Batch connector](https://www.union.ai/docs/v1/union/integrations/connectors/openai-batch-connector/page.md)
  - Installation
  - Example usage
  - Local testing
- [Connectors > OpenAI Batch connector > Page](https://www.union.ai/docs/v1/union/integrations/connectors/openai-batch-connector/openai-batch-connector-example-usage-union/page.md)
- [Connectors > Perian connector](https://www.union.ai/docs/v1/union/integrations/connectors/perian-connector/page.md)
  - Example usage
  - Connector setup
- [Connectors > Perian connector > Page](https://www.union.ai/docs/v1/union/integrations/connectors/perian-connector/example-union/page.md)
- [Connectors > SageMaker connector](https://www.union.ai/docs/v1/union/integrations/connectors/sagemaker-inference-connector/page.md)
  - Installation
  - Example usage
  - Local testing
- [Connectors > SageMaker connector > Page](https://www.union.ai/docs/v1/union/integrations/connectors/sagemaker-inference-connector/sagemaker-inference-connector-example-usage-union/page.md)
- [Connectors > Sensor connector](https://www.union.ai/docs/v1/union/integrations/connectors/sensor/page.md)
  - Example usage
- [Connectors > Sensor connector > Page](https://www.union.ai/docs/v1/union/integrations/connectors/sensor/file-sensor-example-union/page.md)
- [Connectors > Slurm connector](https://www.union.ai/docs/v1/union/integrations/connectors/slurm-connector/page.md)
  - Installation
  - Example usage
  - Local testing
- [Connectors > Slurm connector > Page](https://www.union.ai/docs/v1/union/integrations/connectors/slurm-connector/slurm-connector-example-usage-union/page.md)
- [Connectors > Snowflake connector](https://www.union.ai/docs/v1/union/integrations/connectors/snowflake-connector/page.md)
  - Installation
  - Example usage
  - Local testing
- [Connectors > Snowflake connector > Page](https://www.union.ai/docs/v1/union/integrations/connectors/snowflake-connector/snowflake-connector-example-usage-union/page.md)
- [Connectors > DGX connector](https://www.union.ai/docs/v1/union/integrations/connectors/dgx-connector/page.md)
  - Installation
  - Example usage

---

## Reference

- [LLM-optimized documentation](https://www.union.ai/docs/v1/union/api-reference/flyte-context/page.md)
  - Per-page Markdown (`page.md`)
  - Section bundles (`section.md`)
  - Page index (`llms.txt`)
  - Full documentation (`llms-full.txt`)
- [Union CLI](https://www.union.ai/docs/v1/union/api-reference/union-cli/page.md)
  - Installation
  - Configure the `union` CLI
  - Overriding the configuration file location
  - `union` CLI configuration search path
  - `union` CLI commands
  - Options
  - `backfill`
  - `build`
  - `build.py`
  - `cache`
  - `create`
  - `delete`
  - `deploy`
  - `execution`
  - `fetch`
  - `get`
  - `info`
  - `init`
  - `launchplan`
  - `local-cache`
  - `metrics`
  - `package`
  - `register`
  - `run`
  - `serialize`
  - `serve`
  - `stop`
  - `update`
- [Uctl CLI](https://www.union.ai/docs/v1/union/api-reference/uctl-cli/page.md)
  - Installation
  - macOS
  - Linux
  - Windows
  - Configuration
  - Configuration file location hierarchy
  - Options
  - Commands
  - Entities
- [Uctl CLI > uctl](https://www.union.ai/docs/v1/union/api-reference/uctl-cli/uctl/page.md)
  - Synopsis
  - Options
- [Uctl CLI > uctl version](https://www.union.ai/docs/v1/union/api-reference/uctl-cli/uctl-version/page.md)
  - Synopsis
  - Options
  - Options inherited from parent commands
- [Uctl CLI > uctl apply](https://www.union.ai/docs/v1/union/api-reference/uctl-cli/uctl-apply/page.md)
  - Synopsis
  - Options
  - Options inherited from parent commands
- [Uctl CLI > uctl apply > uctl apply app](https://www.union.ai/docs/v1/union/api-reference/uctl-cli/uctl-apply/uctl-apply-app/page.md)
  - Synopsis
  - Options
  - Options inherited from parent commands
- [Uctl CLI > uctl apply > uctl apply clusterconfig](https://www.union.ai/docs/v1/union/api-reference/uctl-cli/uctl-apply/uctl-apply-clusterconfig/page.md)
  - Synopsis
  - Options
  - Options inherited from parent commands
- [Uctl CLI > uctl apply > uctl apply clusterconfigid](https://www.union.ai/docs/v1/union/api-reference/uctl-cli/uctl-apply/uctl-apply-clusterconfigid/page.md)
  - Synopsis
  - Options
  - Options inherited from parent commands
- [Uctl CLI > uctl apply > uctl apply clusterpoolconfig](https://www.union.ai/docs/v1/union/api-reference/uctl-cli/uctl-apply/uctl-apply-clusterpoolconfig/page.md)
  - Synopsis
  - Options
  - Options inherited from parent commands
- [Uctl CLI > uctl config](https://www.union.ai/docs/v1/union/api-reference/uctl-cli/uctl-config/page.md)
  - Synopsis
  - Options
  - Options inherited from parent commands
- [Uctl CLI > uctl config > uctl config discover](https://www.union.ai/docs/v1/union/api-reference/uctl-cli/uctl-config/uctl-config-discover/page.md)
  - Synopsis
  - Options
  - Options inherited from parent commands
- [Uctl CLI > uctl config > uctl config docs](https://www.union.ai/docs/v1/union/api-reference/uctl-cli/uctl-config/uctl-config-docs/page.md)
  - Synopsis
  - Options
  - Options inherited from parent commands
- [Uctl CLI > uctl config > uctl config init](https://www.union.ai/docs/v1/union/api-reference/uctl-cli/uctl-config/uctl-config-init/page.md)
  - Synopsis
  - Options
  - Options inherited from parent commands
- [Uctl CLI > uctl config > uctl config validate](https://www.union.ai/docs/v1/union/api-reference/uctl-cli/uctl-config/uctl-config-validate/page.md)
  - Synopsis
  - Options
  - Options inherited from parent commands
- [Uctl CLI > uctl create](https://www.union.ai/docs/v1/union/api-reference/uctl-cli/uctl-create/page.md)
  - Synopsis
  - Options
  - Options inherited from parent commands
- [Uctl CLI > uctl create > uctl create app](https://www.union.ai/docs/v1/union/api-reference/uctl-cli/uctl-create/uctl-create-app/page.md)
  - Synopsis
  - Options
  - Options inherited from parent commands
- [Uctl CLI > uctl create > uctl create clusterpool](https://www.union.ai/docs/v1/union/api-reference/uctl-cli/uctl-create/uctl-create-clusterpool/page.md)
  - Synopsis
  - Options
  - Options inherited from parent commands
- [Uctl CLI > uctl create > uctl create clusterpoolassignment](https://www.union.ai/docs/v1/union/api-reference/uctl-cli/uctl-create/uctl-create-clusterpoolassignment/page.md)
  - Synopsis
  - Options
  - Options inherited from parent commands
- [Uctl CLI > uctl create > uctl create execution](https://www.union.ai/docs/v1/union/api-reference/uctl-cli/uctl-create/uctl-create-execution/page.md)
  - Synopsis
  - Options
  - Options inherited from parent commands
- [Uctl CLI > uctl create > uctl create policy](https://www.union.ai/docs/v1/union/api-reference/uctl-cli/uctl-create/uctl-create-policy/page.md)
  - Synopsis
  - Options
  - Options inherited from parent commands
- [Uctl CLI > uctl create > uctl create project](https://www.union.ai/docs/v1/union/api-reference/uctl-cli/uctl-create/uctl-create-project/page.md)
  - Synopsis
  - Options
  - Options inherited from parent commands
- [Uctl CLI > uctl create > uctl create role](https://www.union.ai/docs/v1/union/api-reference/uctl-cli/uctl-create/uctl-create-role/page.md)
  - Synopsis
  - Options
  - Options inherited from parent commands
- [Uctl CLI > uctl delete](https://www.union.ai/docs/v1/union/api-reference/uctl-cli/uctl-delete/page.md)
  - Synopsis
  - Options
  - Options inherited from parent commands
- [Uctl CLI > uctl delete > uctl delete app](https://www.union.ai/docs/v1/union/api-reference/uctl-cli/uctl-delete/uctl-delete-app/page.md)
  - Synopsis
  - Options
  - Options inherited from parent commands
- [Uctl CLI > uctl delete > uctl delete cluster](https://www.union.ai/docs/v1/union/api-reference/uctl-cli/uctl-delete/uctl-delete-cluster/page.md)
  - Synopsis
  - Options
  - Options inherited from parent commands
- [Uctl CLI > uctl delete > uctl delete cluster-pool-attributes](https://www.union.ai/docs/v1/union/api-reference/uctl-cli/uctl-delete/uctl-delete-cluster-pool-attributes/page.md)
  - Synopsis
  - Options
  - Options inherited from parent commands
- [Uctl CLI > uctl delete > uctl delete cluster-resource-attribute](https://www.union.ai/docs/v1/union/api-reference/uctl-cli/uctl-delete/uctl-delete-cluster-resource-attribute/page.md)
  - Synopsis
  - Options
  - Options inherited from parent commands
- [Uctl CLI > uctl delete > uctl delete clusterconfig](https://www.union.ai/docs/v1/union/api-reference/uctl-cli/uctl-delete/uctl-delete-clusterconfig/page.md)
  - Synopsis
  - Options
  - Options inherited from parent commands
- [Uctl CLI > uctl delete > uctl delete clusterpool](https://www.union.ai/docs/v1/union/api-reference/uctl-cli/uctl-delete/uctl-delete-clusterpool/page.md)
  - Synopsis
  - Options
  - Options inherited from parent commands
- [Uctl CLI > uctl delete > uctl delete clusterpoolassignment](https://www.union.ai/docs/v1/union/api-reference/uctl-cli/uctl-delete/uctl-delete-clusterpoolassignment/page.md)
  - Synopsis
  - Options
  - Options inherited from parent commands
- [Uctl CLI > uctl delete > uctl delete execution](https://www.union.ai/docs/v1/union/api-reference/uctl-cli/uctl-delete/uctl-delete-execution/page.md)
  - Synopsis
  - Options
  - Options inherited from parent commands
- [Uctl CLI > uctl delete > uctl delete execution-cluster-label](https://www.union.ai/docs/v1/union/api-reference/uctl-cli/uctl-delete/uctl-delete-execution-cluster-label/page.md)
  - Synopsis
  - Options
  - Options inherited from parent commands
- [Uctl CLI > uctl delete > uctl delete execution-queue-attribute](https://www.union.ai/docs/v1/union/api-reference/uctl-cli/uctl-delete/uctl-delete-execution-queue-attribute/page.md)
  - Synopsis
  - Options
  - Options inherited from parent commands
- [Uctl CLI > uctl delete > uctl delete identityassignments](https://www.union.ai/docs/v1/union/api-reference/uctl-cli/uctl-delete/uctl-delete-identityassignments/page.md)
  - Synopsis
  - Options
  - Options inherited from parent commands
- [Uctl CLI > uctl delete > uctl delete plugin-override](https://www.union.ai/docs/v1/union/api-reference/uctl-cli/uctl-delete/uctl-delete-plugin-override/page.md)
  - Synopsis
  - Options
  - Options inherited from parent commands
- [Uctl CLI > uctl delete > uctl delete policy](https://www.union.ai/docs/v1/union/api-reference/uctl-cli/uctl-delete/uctl-delete-policy/page.md)
  - Synopsis
  - Options
  - Options inherited from parent commands
- [Uctl CLI > uctl delete > uctl delete role](https://www.union.ai/docs/v1/union/api-reference/uctl-cli/uctl-delete/uctl-delete-role/page.md)
  - Synopsis
  - Options
  - Options inherited from parent commands
- [Uctl CLI > uctl delete > uctl delete task-resource-attribute](https://www.union.ai/docs/v1/union/api-reference/uctl-cli/uctl-delete/uctl-delete-task-resource-attribute/page.md)
  - Synopsis
  - Options
  - Options inherited from parent commands
- [Uctl CLI > uctl delete > uctl delete workflow-execution-config](https://www.union.ai/docs/v1/union/api-reference/uctl-cli/uctl-delete/uctl-delete-workflow-execution-config/page.md)
  - Synopsis
  - Options
  - Options inherited from parent commands
- [Uctl CLI > uctl demo](https://www.union.ai/docs/v1/union/api-reference/uctl-cli/uctl-demo/page.md)
  - Synopsis
  - Options
  - Options inherited from parent commands
- [Uctl CLI > uctl demo > uctl demo exec](https://www.union.ai/docs/v1/union/api-reference/uctl-cli/uctl-demo/uctl-demo-exec/page.md)
  - Synopsis
  - Options
  - Options inherited from parent commands
- [Uctl CLI > uctl demo > uctl demo reload](https://www.union.ai/docs/v1/union/api-reference/uctl-cli/uctl-demo/uctl-demo-reload/page.md)
  - Synopsis
  - Options
  - Options inherited from parent commands
- [Uctl CLI > uctl demo > uctl demo start](https://www.union.ai/docs/v1/union/api-reference/uctl-cli/uctl-demo/uctl-demo-start/page.md)
  - Synopsis
  - Options
  - Options inherited from parent commands
- [Uctl CLI > uctl demo > uctl demo status](https://www.union.ai/docs/v1/union/api-reference/uctl-cli/uctl-demo/uctl-demo-status/page.md)
  - Synopsis
  - Options
  - Options inherited from parent commands
- [Uctl CLI > uctl demo > uctl demo teardown](https://www.union.ai/docs/v1/union/api-reference/uctl-cli/uctl-demo/uctl-demo-teardown/page.md)
  - Synopsis
  - Options
  - Options inherited from parent commands
- [Uctl CLI > uctl get](https://www.union.ai/docs/v1/union/api-reference/uctl-cli/uctl-get/page.md)
  - Synopsis
  - Options
  - Options inherited from parent commands
- [Uctl CLI > uctl get > uctl get app](https://www.union.ai/docs/v1/union/api-reference/uctl-cli/uctl-get/uctl-get-app/page.md)
  - Synopsis
  - Options
  - Options inherited from parent commands
- [Uctl CLI > uctl get > uctl get cluster](https://www.union.ai/docs/v1/union/api-reference/uctl-cli/uctl-get/uctl-get-cluster/page.md)
  - Synopsis
  - Options
  - Options inherited from parent commands
- [Uctl CLI > uctl get > uctl get cluster-pool-attributes](https://www.union.ai/docs/v1/union/api-reference/uctl-cli/uctl-get/uctl-get-cluster-pool-attributes/page.md)
  - Synopsis
  - Options
  - Options inherited from parent commands
- [Uctl CLI > uctl get > uctl get cluster-resource-attribute](https://www.union.ai/docs/v1/union/api-reference/uctl-cli/uctl-get/uctl-get-cluster-resource-attribute/page.md)
  - Synopsis
  - Options
  - Options inherited from parent commands
- [Uctl CLI > uctl get > uctl get clusterconfig](https://www.union.ai/docs/v1/union/api-reference/uctl-cli/uctl-get/uctl-get-clusterconfig/page.md)
  - Synopsis
  - Options
  - Options inherited from parent commands
- [Uctl CLI > uctl get > uctl get clusterconfigs](https://www.union.ai/docs/v1/union/api-reference/uctl-cli/uctl-get/uctl-get-clusterconfigs/page.md)
  - Synopsis
  - Options
  - Options inherited from parent commands
- [Uctl CLI > uctl get > uctl get clusterpool](https://www.union.ai/docs/v1/union/api-reference/uctl-cli/uctl-get/uctl-get-clusterpool/page.md)
  - Synopsis
  - Options
  - Options inherited from parent commands
- [Uctl CLI > uctl get > uctl get clusterpoolconfig](https://www.union.ai/docs/v1/union/api-reference/uctl-cli/uctl-get/uctl-get-clusterpoolconfig/page.md)
  - Synopsis
  - Options
  - Options inherited from parent commands
- [Uctl CLI > uctl get > uctl get clusterswithconfig](https://www.union.ai/docs/v1/union/api-reference/uctl-cli/uctl-get/uctl-get-clusterswithconfig/page.md)
  - Synopsis
  - Options
  - Options inherited from parent commands
- [Uctl CLI > uctl get > uctl get echo](https://www.union.ai/docs/v1/union/api-reference/uctl-cli/uctl-get/uctl-get-echo/page.md)
  - Synopsis
  - Options
  - Options inherited from parent commands
- [Uctl CLI > uctl get > uctl get execution](https://www.union.ai/docs/v1/union/api-reference/uctl-cli/uctl-get/uctl-get-execution/page.md)
  - Synopsis
  - Options
  - Options inherited from parent commands
- [Uctl CLI > uctl get > uctl get execution-cluster-label](https://www.union.ai/docs/v1/union/api-reference/uctl-cli/uctl-get/uctl-get-execution-cluster-label/page.md)
  - Synopsis
  - Options
  - Options inherited from parent commands
- [Uctl CLI > uctl get > uctl get execution-queue-attribute](https://www.union.ai/docs/v1/union/api-reference/uctl-cli/uctl-get/uctl-get-execution-queue-attribute/page.md)
  - Synopsis
  - Options
  - Options inherited from parent commands
- [Uctl CLI > uctl get > uctl get executionoperation](https://www.union.ai/docs/v1/union/api-reference/uctl-cli/uctl-get/uctl-get-executionoperation/page.md)
  - Synopsis
  - Options
  - Options inherited from parent commands
- [Uctl CLI > uctl get > uctl get identityassignment](https://www.union.ai/docs/v1/union/api-reference/uctl-cli/uctl-get/uctl-get-identityassignment/page.md)
  - Synopsis
  - Options
  - Options inherited from parent commands
- [Uctl CLI > uctl get > uctl get launchplan](https://www.union.ai/docs/v1/union/api-reference/uctl-cli/uctl-get/uctl-get-launchplan/page.md)
  - Synopsis
  - Options
  - Options inherited from parent commands
- [Uctl CLI > uctl get > uctl get plugin-override](https://www.union.ai/docs/v1/union/api-reference/uctl-cli/uctl-get/uctl-get-plugin-override/page.md)
  - Synopsis
  - Options
  - Options inherited from parent commands
- [Uctl CLI > uctl get > uctl get policy](https://www.union.ai/docs/v1/union/api-reference/uctl-cli/uctl-get/uctl-get-policy/page.md)
  - Synopsis
  - Options
  - Options inherited from parent commands
- [Uctl CLI > uctl get > uctl get project](https://www.union.ai/docs/v1/union/api-reference/uctl-cli/uctl-get/uctl-get-project/page.md)
  - Synopsis
  - Options
  - Options inherited from parent commands
- [Uctl CLI > uctl get > uctl get role](https://www.union.ai/docs/v1/union/api-reference/uctl-cli/uctl-get/uctl-get-role/page.md)
  - Synopsis
  - Options
  - Options inherited from parent commands
- [Uctl CLI > uctl get > uctl get task](https://www.union.ai/docs/v1/union/api-reference/uctl-cli/uctl-get/uctl-get-task/page.md)
  - Synopsis
  - Options
  - Options inherited from parent commands
- [Uctl CLI > uctl get > uctl get task-resource-attribute](https://www.union.ai/docs/v1/union/api-reference/uctl-cli/uctl-get/uctl-get-task-resource-attribute/page.md)
  - Synopsis
  - Options
  - Options inherited from parent commands
- [Uctl CLI > uctl get > uctl get workflow](https://www.union.ai/docs/v1/union/api-reference/uctl-cli/uctl-get/uctl-get-workflow/page.md)
  - Synopsis
  - Options
  - Options inherited from parent commands
- [Uctl CLI > uctl get > uctl get workflow-execution-config](https://www.union.ai/docs/v1/union/api-reference/uctl-cli/uctl-get/uctl-get-workflow-execution-config/page.md)
  - Synopsis
  - Options
  - Options inherited from parent commands
- [Uctl CLI > uctl register](https://www.union.ai/docs/v1/union/api-reference/uctl-cli/uctl-register/page.md)
  - Synopsis
  - Options
  - Options inherited from parent commands
- [Uctl CLI > uctl register > uctl register examples](https://www.union.ai/docs/v1/union/api-reference/uctl-cli/uctl-register/uctl-register-examples/page.md)
  - Synopsis
  - Options
  - Options inherited from parent commands
- [Uctl CLI > uctl register > uctl register files](https://www.union.ai/docs/v1/union/api-reference/uctl-cli/uctl-register/uctl-register-files/page.md)
  - Synopsis
  - Options
  - Options inherited from parent commands
- [Uctl CLI > uctl update](https://www.union.ai/docs/v1/union/api-reference/uctl-cli/uctl-update/page.md)
  - Synopsis
  - Options
  - Options inherited from parent commands
- [Uctl CLI > uctl update > uctl update cluster-pool-attributes](https://www.union.ai/docs/v1/union/api-reference/uctl-cli/uctl-update/uctl-update-cluster-pool-attributes/page.md)
  - Synopsis
  - Options
  - Options inherited from parent commands
- [Uctl CLI > uctl update > uctl update cluster-resource-attribute](https://www.union.ai/docs/v1/union/api-reference/uctl-cli/uctl-update/uctl-update-cluster-resource-attribute/page.md)
  - Synopsis
  - Options
  - Options inherited from parent commands
- [Uctl CLI > uctl update > uctl update execution](https://www.union.ai/docs/v1/union/api-reference/uctl-cli/uctl-update/uctl-update-execution/page.md)
  - Synopsis
  - Options
  - Options inherited from parent commands
- [Uctl CLI > uctl update > uctl update execution-cluster-label](https://www.union.ai/docs/v1/union/api-reference/uctl-cli/uctl-update/uctl-update-execution-cluster-label/page.md)
  - Synopsis
  - Options
  - Options inherited from parent commands
- [Uctl CLI > uctl update > uctl update execution-queue-attribute](https://www.union.ai/docs/v1/union/api-reference/uctl-cli/uctl-update/uctl-update-execution-queue-attribute/page.md)
  - Synopsis
  - Options
  - Options inherited from parent commands
- [Uctl CLI > uctl update > uctl update launchplan](https://www.union.ai/docs/v1/union/api-reference/uctl-cli/uctl-update/uctl-update-launchplan/page.md)
  - Synopsis
  - Options
  - Options inherited from parent commands
- [Uctl CLI > uctl update > uctl update launchplan-meta](https://www.union.ai/docs/v1/union/api-reference/uctl-cli/uctl-update/uctl-update-launchplan-meta/page.md)
  - Synopsis
  - Options
  - Options inherited from parent commands
- [Uctl CLI > uctl update > uctl update plugin-override](https://www.union.ai/docs/v1/union/api-reference/uctl-cli/uctl-update/uctl-update-plugin-override/page.md)
  - Synopsis
  - Options
  - Options inherited from parent commands
- [Uctl CLI > uctl update > uctl update project](https://www.union.ai/docs/v1/union/api-reference/uctl-cli/uctl-update/uctl-update-project/page.md)
  - Synopsis
  - Options
  - Options inherited from parent commands
- [Uctl CLI > uctl update > uctl update task-meta](https://www.union.ai/docs/v1/union/api-reference/uctl-cli/uctl-update/uctl-update-task-meta/page.md)
  - Synopsis
  - Options
  - Options inherited from parent commands
- [Uctl CLI > uctl update > uctl update task-resource-attribute](https://www.union.ai/docs/v1/union/api-reference/uctl-cli/uctl-update/uctl-update-task-resource-attribute/page.md)
  - Synopsis
  - Options
  - Options inherited from parent commands
- [Uctl CLI > uctl update > uctl update workflow-execution-config](https://www.union.ai/docs/v1/union/api-reference/uctl-cli/uctl-update/uctl-update-workflow-execution-config/page.md)
  - Synopsis
  - Options
  - Options inherited from parent commands
- [Uctl CLI > uctl update > uctl update workflow-meta](https://www.union.ai/docs/v1/union/api-reference/uctl-cli/uctl-update/uctl-update-workflow-meta/page.md)
  - Synopsis
  - Options
  - Options inherited from parent commands
- [Flytekit SDK](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/page.md)
  - Developing on Flyte
  - Developing on Union
- [Flytekit SDK > Classes](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/classes/page.md)
- [Flytekit SDK > Packages](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/page.md)
- [Flytekit SDK > Packages > flytekit](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit/page.md)
  - Basic Authoring
  - Branching and Conditionals
  - Customizing Tasks & Workflows
  - Directory
  - Methods
  - Variables
  - Methods
- [Flytekit SDK > Packages > flytekit.bin.entrypoint](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.bin.entrypoint/page.md)
  - Directory
  - Methods
  - Variables
  - Methods
- [Flytekit SDK > Packages > flytekit.clients.auth_helper](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.clients.auth_helper/page.md)
  - Directory
  - Classes
  - Methods
  - Methods
  - flytekit.clients.auth_helper.AuthenticationHTTPAdapter
  - Parameters
  - Methods
  - flytekit.clients.auth_helper.RemoteClientConfigStore
  - Parameters
  - Methods
- [Flytekit SDK > Packages > flytekit.clients.auth.auth_client](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.clients.auth.auth_client/page.md)
  - Directory
  - Classes
  - flytekit.clients.auth.auth_client.AuthorizationClient
  - Parameters
  - Methods
  - flytekit.clients.auth.auth_client.AuthorizationCode
  - Parameters
  - Properties
  - flytekit.clients.auth.auth_client.EndpointMetadata
  - Parameters
  - flytekit.clients.auth.auth_client.OAuthCallbackHandler
  - Parameters
  - Methods
  - flytekit.clients.auth.auth_client.OAuthHTTPServer
  - Parameters
  - Properties
  - Methods
- [Flytekit SDK > Packages > flytekit.clients.auth.authenticator](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.clients.auth.authenticator/page.md)
  - Directory
  - Classes
  - flytekit.clients.auth.authenticator.Authenticator
  - Parameters
  - Methods
  - flytekit.clients.auth.authenticator.ClientConfig
  - Parameters
  - flytekit.clients.auth.authenticator.ClientConfigStore
  - Methods
  - flytekit.clients.auth.authenticator.ClientCredentialsAuthenticator
  - Parameters
  - Methods
  - flytekit.clients.auth.authenticator.CommandAuthenticator
  - Parameters
  - Methods
  - flytekit.clients.auth.authenticator.DeviceCodeAuthenticator
  - Parameters
  - Methods
  - flytekit.clients.auth.authenticator.PKCEAuthenticator
  - Parameters
  - Methods
  - flytekit.clients.auth.authenticator.StaticClientConfigStore
  - Parameters
  - Methods
- [Flytekit SDK > Packages > flytekit.clients.auth.default_html](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.clients.auth.default_html/page.md)
  - Directory
  - Methods
  - Methods
- [Flytekit SDK > Packages > flytekit.clients.auth.exceptions](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.clients.auth.exceptions/page.md)
  - Directory
  - Errors
  - flytekit.clients.auth.exceptions.AccessTokenNotFoundError
  - flytekit.clients.auth.exceptions.AuthenticationError
  - flytekit.clients.auth.exceptions.AuthenticationPending
- [Flytekit SDK > Packages > flytekit.clients.auth.keyring](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.clients.auth.keyring/page.md)
  - Directory
  - Classes
  - flytekit.clients.auth.keyring.Credentials
  - Parameters
  - flytekit.clients.auth.keyring.KeyringStore
  - Methods
- [Flytekit SDK > Packages > flytekit.clients.auth.token_client](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.clients.auth.token_client/page.md)
  - Directory
  - Classes
  - Methods
  - Variables
  - Methods
  - flytekit.clients.auth.token_client.DeviceCodeResponse
  - Parameters
  - Methods
  - flytekit.clients.auth.token_client.GrantType
  - Parameters
- [Flytekit SDK > Packages > flytekit.clients.friendly](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.clients.friendly/page.md)
  - Directory
  - Classes
  - Variables
  - flytekit.clients.friendly.SynchronousFlyteClient
  - Parameters
  - Properties
  - Methods
- [Flytekit SDK > Packages > flytekit.clients.grpc_utils.auth_interceptor](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.clients.grpc_utils.auth_interceptor/page.md)
  - Directory
  - Classes
  - flytekit.clients.grpc_utils.auth_interceptor.AuthUnaryInterceptor
  - Parameters
  - Properties
  - Methods
- [Flytekit SDK > Packages > flytekit.clients.grpc_utils.default_metadata_interceptor](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.clients.grpc_utils.default_metadata_interceptor/page.md)
  - Directory
  - Classes
  - flytekit.clients.grpc_utils.default_metadata_interceptor.DefaultMetadataInterceptor
  - Methods
- [Flytekit SDK > Packages > flytekit.clients.grpc_utils.wrap_exception_interceptor](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.clients.grpc_utils.wrap_exception_interceptor/page.md)
  - Directory
  - Classes
  - flytekit.clients.grpc_utils.wrap_exception_interceptor.RetryExceptionWrapperInterceptor
  - Parameters
  - Methods
- [Flytekit SDK > Packages > flytekit.clients.helpers](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.clients.helpers/page.md)
  - Directory
  - Methods
  - Methods
- [Flytekit SDK > Packages > flytekit.clients.raw](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.clients.raw/page.md)
  - Directory
  - Classes
  - flytekit.clients.raw.RawSynchronousFlyteClient
  - Parameters
  - Properties
  - Methods
- [Flytekit SDK > Packages > flytekit.clis.helpers](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.clis.helpers/page.md)
  - Directory
  - Methods
  - Variables
  - Methods
- [Flytekit SDK > Packages > flytekit.clis.sdk_in_container.backfill](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.clis.sdk_in_container.backfill/page.md)
  - Directory
  - Methods
  - Methods
- [Flytekit SDK > Packages > flytekit.clis.sdk_in_container.build](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.clis.sdk_in_container.build/page.md)
  - Directory
  - Classes
  - Methods
  - Methods
  - flytekit.clis.sdk_in_container.build.BuildCommand
  - Parameters
  - Properties
  - Methods
  - flytekit.clis.sdk_in_container.build.BuildParams
  - Parameters
  - Properties
  - Methods
  - flytekit.clis.sdk_in_container.build.BuildWorkflowCommand
  - Parameters
  - Properties
  - Methods
- [Flytekit SDK > Packages > flytekit.clis.sdk_in_container.constants](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.clis.sdk_in_container.constants/page.md)
  - Directory
  - Variables
- [Flytekit SDK > Packages > flytekit.clis.sdk_in_container.executions](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.clis.sdk_in_container.executions/page.md)
  - Directory
  - Variables
- [Flytekit SDK > Packages > flytekit.clis.sdk_in_container.helpers](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.clis.sdk_in_container.helpers/page.md)
  - Directory
  - Methods
  - Variables
  - Methods
- [Flytekit SDK > Packages > flytekit.clis.sdk_in_container.metrics](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.clis.sdk_in_container.metrics/page.md)
  - Directory
  - Variables
- [Flytekit SDK > Packages > flytekit.clis.sdk_in_container.package](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.clis.sdk_in_container.package/page.md)
  - Directory
  - Variables
- [Flytekit SDK > Packages > flytekit.clis.sdk_in_container.pyflyte](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.clis.sdk_in_container.pyflyte/page.md)
  - Directory
  - Variables
- [Flytekit SDK > Packages > flytekit.clis.sdk_in_container.run](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.clis.sdk_in_container.run/page.md)
  - Directory
  - Classes
  - Methods
  - Methods
  - flytekit.clis.sdk_in_container.run.DynamicEntityLaunchCommand
  - Parameters
  - Properties
  - Methods
  - flytekit.clis.sdk_in_container.run.Entities
  - Methods
  - flytekit.clis.sdk_in_container.run.RemoteEntityGroup
  - Parameters
  - Properties
  - Methods
  - flytekit.clis.sdk_in_container.run.RunCommand
  - Parameters
  - Properties
  - Methods
  - flytekit.clis.sdk_in_container.run.RunLevelComputedParams
  - Parameters
  - flytekit.clis.sdk_in_container.run.RunLevelParams
  - Parameters
  - Properties
  - Methods
  - flytekit.clis.sdk_in_container.run.WorkflowCommand
  - Parameters
  - Properties
  - Methods
  - flytekit.clis.sdk_in_container.run.YamlFileReadingCommand
  - Parameters
  - Properties
  - Methods
- [Flytekit SDK > Packages > flytekit.clis.sdk_in_container.serialize](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.clis.sdk_in_container.serialize/page.md)
  - Directory
  - Classes
  - Methods
  - Variables
  - Methods
  - flytekit.clis.sdk_in_container.serialize.SerializationMode
- [Flytekit SDK > Packages > flytekit.clis.sdk_in_container.serve](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.clis.sdk_in_container.serve/page.md)
  - Directory
  - Methods
  - Methods
- [Flytekit SDK > Packages > flytekit.clis.sdk_in_container.utils](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.clis.sdk_in_container.utils/page.md)
  - Directory
  - Classes
  - Methods
  - Variables
  - Methods
  - flytekit.clis.sdk_in_container.utils.ErrorHandlingCommand
  - Parameters
  - Properties
  - Methods
  - flytekit.clis.sdk_in_container.utils.PyFlyteParams
  - Parameters
  - Methods
- [Flytekit SDK > Packages > flytekit.clis.version](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.clis.version/page.md)
  - Directory
  - Variables
- [Flytekit SDK > Packages > flytekit.configuration](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.configuration/page.md)
  - Flytekit Configuration Sources
  - Command Line Arguments
  - Python Config Object
  - Environment Variables
  - YAML Format Configuration File
  - INI Format Configuration File
  - How is configuration used?
  - Configuration Objects
  - Serialization Time Settings
  - Execution Time Settings
  - Directory
  - Classes
  - Variables
  - flytekit.configuration.AuthType
  - flytekit.configuration.AzureBlobStorageConfig
  - Parameters
  - Methods
  - flytekit.configuration.Config
  - Parameters
  - Methods
  - flytekit.configuration.DataConfig
  - Parameters
  - Methods
  - flytekit.configuration.EntrypointSettings
  - Parameters
  - Methods
  - flytekit.configuration.FastSerializationSettings
  - Parameters
  - Methods
  - flytekit.configuration.GCSConfig
  - Parameters
  - Methods
  - flytekit.configuration.GenericPersistenceConfig
  - Parameters
  - Methods
  - flytekit.configuration.Image
  - Parameters
  - Properties
  - Methods
  - flytekit.configuration.ImageConfig
  - Parameters
  - Methods
  - flytekit.configuration.LocalConfig
  - Parameters
  - Methods
  - flytekit.configuration.PlatformConfig
  - Parameters
  - Methods
  - flytekit.configuration.S3Config
  - Parameters
  - Methods
  - flytekit.configuration.SecretsConfig
  - Parameters
  - Methods
  - flytekit.configuration.SerializationSettings
  - Parameters
  - Properties
  - Methods
  - flytekit.configuration.StatsConfig
  - Parameters
  - Methods
  - flytekit.configuration.TaskConfig
  - Parameters
  - Methods
- [Flytekit SDK > Packages > flytekit.configuration.default_images](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.configuration.default_images/page.md)
  - Directory
  - Classes
  - Variables
  - flytekit.configuration.default_images.DefaultImages
  - Methods
  - flytekit.configuration.default_images.PythonVersion
- [Flytekit SDK > Packages > flytekit.configuration.feature_flags](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.configuration.feature_flags/page.md)
  - Directory
  - Classes
  - flytekit.configuration.feature_flags.FeatureFlags
- [Flytekit SDK > Packages > flytekit.configuration.file](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.configuration.file/page.md)
  - Directory
  - Classes
  - Methods
  - Variables
  - Methods
  - flytekit.configuration.file.ConfigEntry
  - Parameters
  - Methods
  - flytekit.configuration.file.ConfigFile
  - Parameters
  - Properties
  - Methods
  - flytekit.configuration.file.LegacyConfigEntry
  - Parameters
  - Methods
  - flytekit.configuration.file.YamlConfigEntry
  - Parameters
  - Methods
- [Flytekit SDK > Packages > flytekit.configuration.internal](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.configuration.internal/page.md)
  - Directory
  - Classes
  - flytekit.configuration.internal.AWS
  - flytekit.configuration.internal.AZURE
  - flytekit.configuration.internal.Credentials
  - flytekit.configuration.internal.GCP
  - flytekit.configuration.internal.Images
  - Methods
  - flytekit.configuration.internal.Local
  - flytekit.configuration.internal.LocalSDK
  - flytekit.configuration.internal.Persistence
  - flytekit.configuration.internal.Platform
  - flytekit.configuration.internal.Secrets
  - flytekit.configuration.internal.StatsD
- [Flytekit SDK > Packages > flytekit.configuration.plugin](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.configuration.plugin/page.md)
  - Directory
  - Classes
  - Protocols
  - Methods
  - Methods
  - flytekit.configuration.plugin.FlytekitPlugin
  - Methods
  - flytekit.configuration.plugin.FlytekitPluginProtocol
  - Methods
- [Flytekit SDK > Packages > flytekit.constants](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.constants/page.md)
  - Directory
  - Classes
  - flytekit.constants.CopyFileDetection
- [Flytekit SDK > Packages > flytekit.core.annotation](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.core.annotation/page.md)
  - Directory
  - Classes
  - flytekit.core.annotation.FlyteAnnotation
  - Parameters
  - Properties
- [Flytekit SDK > Packages > flytekit.core.array_node](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.core.array_node/page.md)
  - Directory
  - Classes
  - Methods
  - Variables
  - Methods
  - flytekit.core.array_node.ArrayNode
  - Parameters
  - Properties
  - Methods
- [Flytekit SDK > Packages > flytekit.core.array_node_map_task](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.core.array_node_map_task/page.md)
  - Directory
  - Classes
  - Methods
  - Variables
  - Methods
  - flytekit.core.array_node_map_task.ArrayNodeMapTask
  - Parameters
  - Properties
  - Methods
  - flytekit.core.array_node_map_task.ArrayNodeMapTaskResolver
  - Parameters
  - Properties
  - Methods
- [Flytekit SDK > Packages > flytekit.core.artifact](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.core.artifact/page.md)
  - Directory
  - Classes
  - Protocols
  - Variables
  - flytekit.core.artifact.Artifact
  - Parameters
  - Properties
  - Methods
  - flytekit.core.artifact.ArtifactIDSpecification
  - Parameters
  - Methods
  - flytekit.core.artifact.ArtifactQuery
  - Parameters
  - Properties
  - Methods
  - flytekit.core.artifact.ArtifactSerializationHandler
  - Methods
  - flytekit.core.artifact.DefaultArtifactSerializationHandler
  - Methods
  - flytekit.core.artifact.InputsBase
  - flytekit.core.artifact.Partition
  - Parameters
  - flytekit.core.artifact.Partitions
  - Parameters
  - Properties
  - Methods
  - flytekit.core.artifact.Serializer
  - Methods
  - flytekit.core.artifact.TimePartition
  - Parameters
  - Methods
- [Flytekit SDK > Packages > flytekit.core.artifact_utils](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.core.artifact_utils/page.md)
  - Directory
  - Methods
  - Methods
- [Flytekit SDK > Packages > flytekit.core.base_sql_task](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.core.base_sql_task/page.md)
  - Directory
  - Classes
  - Variables
  - flytekit.core.base_sql_task.SQLTask
  - Parameters
  - Properties
  - Methods
- [Flytekit SDK > Packages > flytekit.core.base_task](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.core.base_task/page.md)
  - Core Components
  - kwtypes
  - PythonTask
  - Task
  - TaskResolverMixin
  - IgnoreOutputs
  - Directory
  - Classes
  - Errors
  - Methods
  - Variables
  - Methods
  - flytekit.core.base_task.IgnoreOutputs
  - flytekit.core.base_task.PythonTask
  - Parameters
  - Properties
  - Methods
  - flytekit.core.base_task.Task
  - Parameters
  - Properties
  - Methods
  - flytekit.core.base_task.TaskMetadata
  - Parameters
  - Properties
  - Methods
  - flytekit.core.base_task.TaskResolverMixin
  - Properties
  - Methods
- [Flytekit SDK > Packages > flytekit.core.cache](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.core.cache/page.md)
  - Directory
  - Classes
  - Protocols
  - Variables
  - flytekit.core.cache.Cache
  - Parameters
  - Methods
  - flytekit.core.cache.CachePolicy
  - Methods
  - flytekit.core.cache.VersionParameters
  - Parameters
- [Flytekit SDK > Packages > flytekit.core.checkpointer](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.core.checkpointer/page.md)
  - Directory
  - Classes
  - flytekit.core.checkpointer.Checkpoint
  - Methods
  - flytekit.core.checkpointer.SyncCheckpoint
  - Parameters
  - Methods
- [Flytekit SDK > Packages > flytekit.core.class_based_resolver](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.core.class_based_resolver/page.md)
  - Directory
  - Classes
  - flytekit.core.class_based_resolver.ClassStorageTaskResolver
  - Parameters
  - Properties
  - Methods
- [Flytekit SDK > Packages > flytekit.core.condition](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.core.condition/page.md)
  - Directory
  - Classes
  - Methods
  - Methods
  - flytekit.core.condition.BranchNode
  - Parameters
  - Properties
  - flytekit.core.condition.Case
  - Parameters
  - Properties
  - Methods
  - flytekit.core.condition.Condition
  - Parameters
  - Methods
  - flytekit.core.condition.ConditionalSection
  - Parameters
  - Properties
  - Methods
  - flytekit.core.condition.LocalExecutedConditionalSection
  - Parameters
  - Properties
  - Methods
  - flytekit.core.condition.SkippedConditionalSection
  - Parameters
  - Properties
  - Methods
- [Flytekit SDK > Packages > flytekit.core.constants](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.core.constants/page.md)
  - Directory
  - Variables
- [Flytekit SDK > Packages > flytekit.core.container_task](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.core.container_task/page.md)
  - Directory
  - Classes
  - Variables
  - flytekit.core.container_task.ContainerTask
  - Parameters
  - Properties
  - Methods
- [Flytekit SDK > Packages > flytekit.core.context_manager](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.core.context_manager/page.md)
  - Directory
  - Classes
  - Protocols
  - Variables
  - flytekit.core.context_manager.BranchEvalMode
  - flytekit.core.context_manager.CompilationState
  - Parameters
  - Methods
  - flytekit.core.context_manager.ExecutionParameters
  - Parameters
  - Properties
  - Methods
  - flytekit.core.context_manager.ExecutionState
  - Parameters
  - Methods
  - flytekit.core.context_manager.FlyteContext
  - Parameters
  - Properties
  - Methods
  - flytekit.core.context_manager.FlyteContextManager
  - Methods
  - flytekit.core.context_manager.FlyteEntities
  - flytekit.core.context_manager.OutputMetadata
  - Parameters
  - flytekit.core.context_manager.OutputMetadataTracker
  - Parameters
  - Methods
  - flytekit.core.context_manager.SecretsManager
  - Parameters
  - Methods
  - flytekit.core.context_manager.SerializableToString
  - Methods
- [Flytekit SDK > Packages > flytekit.core.data_persistence](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.core.data_persistence/page.md)
  - Directory
  - Classes
  - Methods
  - Variables
  - Methods
  - flytekit.core.data_persistence.FileAccessProvider
  - Parameters
  - Properties
  - Methods
- [Flytekit SDK > Packages > flytekit.core.docstring](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.core.docstring/page.md)
  - Directory
  - Classes
  - flytekit.core.docstring.Docstring
  - Parameters
  - Properties
- [Flytekit SDK > Packages > flytekit.core.environment](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.core.environment/page.md)
  - Directory
  - Classes
  - Methods
  - Variables
  - Methods
  - flytekit.core.environment.Environment
  - Parameters
  - Methods
- [Flytekit SDK > Packages > flytekit.core.gate](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.core.gate/page.md)
  - Directory
  - Classes
  - Methods
  - Variables
  - Methods
  - flytekit.core.gate.Gate
  - Parameters
  - Properties
  - Methods
- [Flytekit SDK > Packages > flytekit.core.hash](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.core.hash/page.md)
  - Directory
  - Classes
  - Variables
  - flytekit.core.hash.HashMethod
  - Parameters
  - Methods
  - flytekit.core.hash.HashOnReferenceMixin
- [Flytekit SDK > Packages > flytekit.core.interface](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.core.interface/page.md)
  - Directory
  - Classes
  - Methods
  - Variables
  - Methods
  - flytekit.core.interface.Interface
  - Parameters
  - Properties
  - Methods
- [Flytekit SDK > Packages > flytekit.core.launch_plan](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.core.launch_plan/page.md)
  - Directory
  - Classes
  - Methods
  - Methods
  - flytekit.core.launch_plan.LaunchPlan
  - Parameters
  - Properties
  - Methods
  - flytekit.core.launch_plan.ReferenceLaunchPlan
  - Parameters
  - Properties
  - Methods
- [Flytekit SDK > Packages > flytekit.core.legacy_map_task](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.core.legacy_map_task/page.md)
  - Directory
  - Classes
  - Methods
  - Variables
  - Methods
  - flytekit.core.legacy_map_task.MapPythonTask
  - Parameters
  - Properties
  - Methods
  - flytekit.core.legacy_map_task.MapTaskResolver
  - Parameters
  - Properties
  - Methods
- [Flytekit SDK > Packages > flytekit.core.local_cache](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.core.local_cache/page.md)
  - Directory
  - Classes
  - Variables
  - flytekit.core.local_cache.LocalTaskCache
  - Methods
- [Flytekit SDK > Packages > flytekit.core.local_fsspec](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.core.local_fsspec/page.md)
  - Directory
  - Classes
  - flytekit.core.local_fsspec.FlyteLocalFileSystem
  - Parameters
  - Properties
  - Methods
- [Flytekit SDK > Packages > flytekit.core.mock_stats](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.core.mock_stats/page.md)
  - Directory
  - Classes
  - flytekit.core.mock_stats.MockStats
  - Parameters
  - Methods
- [Flytekit SDK > Packages > flytekit.core.node](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.core.node/page.md)
  - Directory
  - Classes
  - Methods
  - Methods
  - flytekit.core.node.Node
  - Parameters
  - Properties
  - Methods
- [Flytekit SDK > Packages > flytekit.core.node_creation](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.core.node_creation/page.md)
  - Directory
  - Methods
  - Variables
  - Methods
- [Flytekit SDK > Packages > flytekit.core.notification](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.core.notification/page.md)
  - Directory
  - Classes
  - flytekit.core.notification.Email
  - Parameters
  - Properties
  - Methods
  - flytekit.core.notification.Notification
  - Parameters
  - Properties
  - Methods
  - flytekit.core.notification.PagerDuty
  - Parameters
  - Properties
  - Methods
  - flytekit.core.notification.Slack
  - Parameters
  - Properties
  - Methods
- [Flytekit SDK > Packages > flytekit.core.options](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.core.options/page.md)
  - Directory
  - Classes
  - flytekit.core.options.Options
  - Parameters
  - Methods
- [Flytekit SDK > Packages > flytekit.core.pod_template](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.core.pod_template/page.md)
  - Directory
  - Classes
  - Methods
  - Variables
  - Methods
  - flytekit.core.pod_template.PodTemplate
  - Parameters
  - Methods
- [Flytekit SDK > Packages > flytekit.core.promise](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.core.promise/page.md)
  - Directory
  - Classes
  - Protocols
  - Methods
  - Variables
  - Methods
  - flytekit.core.promise.ComparisonExpression
  - Parameters
  - Properties
  - Methods
  - flytekit.core.promise.ComparisonOps
  - flytekit.core.promise.ConjunctionExpression
  - Parameters
  - Properties
  - Methods
  - flytekit.core.promise.ConjunctionOps
  - flytekit.core.promise.HasFlyteInterface
  - Properties
  - Methods
  - flytekit.core.promise.LocallyExecutable
  - Methods
  - flytekit.core.promise.NodeOutput
  - Parameters
  - Properties
  - Methods
  - flytekit.core.promise.Promise
  - Parameters
  - Properties
  - Methods
  - flytekit.core.promise.SupportsNodeCreation
  - Properties
  - Methods
  - flytekit.core.promise.VoidPromise
  - Parameters
  - Properties
  - Methods
- [Flytekit SDK > Packages > flytekit.core.python_auto_container](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.core.python_auto_container/page.md)
  - Directory
  - Classes
  - Methods
  - Variables
  - Methods
  - flytekit.core.python_auto_container.DefaultNotebookTaskResolver
  - Parameters
  - Properties
  - Methods
  - flytekit.core.python_auto_container.DefaultTaskResolver
  - Parameters
  - Properties
  - Methods
  - flytekit.core.python_auto_container.PickledEntity
  - Parameters
  - flytekit.core.python_auto_container.PickledEntityMetadata
  - Parameters
  - flytekit.core.python_auto_container.PythonAutoContainerTask
  - Parameters
  - Properties
  - Methods
- [Flytekit SDK > Packages > flytekit.core.python_customized_container_task](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.core.python_customized_container_task/page.md)
  - Directory
  - Classes
  - Variables
  - flytekit.core.python_customized_container_task.PythonCustomizedContainerTask
  - Parameters
  - Properties
  - Methods
  - flytekit.core.python_customized_container_task.TaskTemplateResolver
  - Parameters
  - Properties
  - Methods
- [Flytekit SDK > Packages > flytekit.core.python_function_task](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.core.python_function_task/page.md)
  - Directory
  - Classes
  - Variables
  - flytekit.core.python_function_task.AsyncPythonFunctionTask
  - Parameters
  - Properties
  - Methods
  - flytekit.core.python_function_task.EagerAsyncPythonFunctionTask
  - Parameters
  - Properties
  - Methods
  - flytekit.core.python_function_task.EagerFailureHandlerTask
  - Parameters
  - Properties
  - Methods
  - flytekit.core.python_function_task.EagerFailureTaskResolver
  - Properties
  - Methods
  - flytekit.core.python_function_task.PythonFunctionTask
  - Parameters
  - Properties
  - Methods
  - flytekit.core.python_function_task.PythonInstanceTask
  - Parameters
  - Properties
  - Methods
- [Flytekit SDK > Packages > flytekit.core.reference](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.core.reference/page.md)
  - Directory
  - Methods
  - Methods
- [Flytekit SDK > Packages > flytekit.core.reference_entity](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.core.reference_entity/page.md)
  - Directory
  - Classes
  - flytekit.core.reference_entity.LaunchPlanReference
  - Parameters
  - Properties
  - flytekit.core.reference_entity.Reference
  - Parameters
  - Properties
  - flytekit.core.reference_entity.ReferenceEntity
  - Parameters
  - Properties
  - Methods
  - flytekit.core.reference_entity.ReferenceSpec
  - Parameters
  - Properties
  - flytekit.core.reference_entity.ReferenceTemplate
  - Parameters
  - Properties
  - flytekit.core.reference_entity.TaskReference
  - Parameters
  - Properties
  - flytekit.core.reference_entity.WorkflowReference
  - Parameters
  - Properties
- [Flytekit SDK > Packages > flytekit.core.resources](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.core.resources/page.md)
  - Directory
  - Classes
  - Methods
  - Variables
  - Methods
  - flytekit.core.resources.ResourceSpec
  - Parameters
  - Methods
  - flytekit.core.resources.Resources
  - Parameters
  - Methods
- [Flytekit SDK > Packages > flytekit.core.schedule](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.core.schedule/page.md)
  - Directory
  - Classes
  - Protocols
  - flytekit.core.schedule.CronSchedule
  - Parameters
  - Properties
  - Methods
  - flytekit.core.schedule.FixedRate
  - Parameters
  - Properties
  - Methods
  - flytekit.core.schedule.LaunchPlanTriggerBase
  - Methods
  - flytekit.core.schedule.OnSchedule
  - Parameters
  - Methods
- [Flytekit SDK > Packages > flytekit.core.shim_task](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.core.shim_task/page.md)
  - Directory
  - Classes
  - Variables
  - flytekit.core.shim_task.ExecutableTemplateShimTask
  - Parameters
  - Properties
  - Methods
  - flytekit.core.shim_task.ShimTaskExecutor
  - Parameters
  - Properties
  - Methods
- [Flytekit SDK > Packages > flytekit.core.task](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.core.task/page.md)
  - Directory
  - Classes
  - Methods
  - Variables
  - Methods
  - flytekit.core.task.Echo
  - Parameters
  - Properties
  - Methods
  - flytekit.core.task.ReferenceTask
  - Parameters
  - Properties
  - Methods
  - flytekit.core.task.TaskPlugins
  - Methods
- [Flytekit SDK > Packages > flytekit.core.testing](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.core.testing/page.md)
  - Directory
  - Methods
  - Methods
- [Flytekit SDK > Packages > flytekit.core.tracked_abc](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.core.tracked_abc/page.md)
  - Directory
  - Classes
  - flytekit.core.tracked_abc.FlyteTrackedABC
  - Methods
- [Flytekit SDK > Packages > flytekit.core.tracker](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.core.tracker/page.md)
  - Directory
  - Classes
  - Methods
  - Methods
  - flytekit.core.tracker.InstanceTrackingMeta
  - flytekit.core.tracker.TrackedInstance
  - Parameters
  - Properties
  - Methods
- [Flytekit SDK > Packages > flytekit.core.type_engine](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.core.type_engine/page.md)
  - Directory
  - Classes
  - Errors
  - Methods
  - Variables
  - Methods
  - flytekit.core.type_engine.AsyncTypeTransformer
  - Parameters
  - Properties
  - Methods
  - flytekit.core.type_engine.BatchSize
  - Parameters
  - Properties
  - flytekit.core.type_engine.BinaryIOTransformer
  - Parameters
  - Properties
  - Methods
  - flytekit.core.type_engine.DataclassTransformer
  - Parameters
  - Properties
  - Methods
  - flytekit.core.type_engine.DictTransformer
  - Parameters
  - Properties
  - Methods
  - flytekit.core.type_engine.EnumTransformer
  - Parameters
  - Properties
  - Methods
  - flytekit.core.type_engine.ListTransformer
  - Parameters
  - Properties
  - Methods
  - flytekit.core.type_engine.LiteralTypeTransformer
  - Parameters
  - Properties
  - Methods
  - flytekit.core.type_engine.LiteralsResolver
  - Parameters
  - Properties
  - Methods
  - flytekit.core.type_engine.ProtobufTransformer
  - Parameters
  - Properties
  - Methods
  - flytekit.core.type_engine.RestrictedTypeError
  - flytekit.core.type_engine.RestrictedTypeTransformer
  - Parameters
  - Properties
  - Methods
  - flytekit.core.type_engine.SimpleTransformer
  - Parameters
  - Properties
  - Methods
  - flytekit.core.type_engine.TextIOTransformer
  - Parameters
  - Properties
  - Methods
  - flytekit.core.type_engine.TypeEngine
  - Methods
  - flytekit.core.type_engine.TypeTransformer
  - Parameters
  - Properties
  - Methods
  - flytekit.core.type_engine.TypeTransformerFailedError
  - flytekit.core.type_engine.UnionTransformer
  - Parameters
  - Properties
  - Methods
- [Flytekit SDK > Packages > flytekit.core.type_helpers](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.core.type_helpers/page.md)
  - Directory
  - Methods
  - Variables
  - Methods
- [Flytekit SDK > Packages > flytekit.core.type_match_checking](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.core.type_match_checking/page.md)
  - Directory
  - Methods
  - Methods
- [Flytekit SDK > Packages > flytekit.core.utils](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.core.utils/page.md)
  - Directory
  - Classes
  - Methods
  - Variables
  - Methods
  - flytekit.core.utils.AutoDeletingTempDir
  - Parameters
  - Properties
  - Methods
  - flytekit.core.utils.ClassDecorator
  - Parameters
  - Methods
  - flytekit.core.utils.Directory
  - Parameters
  - Properties
  - Methods
  - flytekit.core.utils.timeit
  - Parameters
- [Flytekit SDK > Packages > flytekit.core.worker_queue](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.core.worker_queue/page.md)
  - Directory
  - Classes
  - Variables
  - flytekit.core.worker_queue.Controller
  - Parameters
  - Methods
  - flytekit.core.worker_queue.ItemStatus
  - flytekit.core.worker_queue.Update
  - Parameters
  - flytekit.core.worker_queue.WorkItem
  - Parameters
  - Properties
- [Flytekit SDK > Packages > flytekit.core.workflow](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.core.workflow/page.md)
  - Directory
  - Classes
  - Methods
  - Variables
  - Methods
  - flytekit.core.workflow.ImperativeWorkflow
  - Parameters
  - Properties
  - Methods
  - flytekit.core.workflow.PythonFunctionWorkflow
  - Parameters
  - Properties
  - Methods
  - flytekit.core.workflow.ReferenceWorkflow
  - Parameters
  - Properties
  - Methods
  - flytekit.core.workflow.WorkflowBase
  - Parameters
  - Properties
  - Methods
  - flytekit.core.workflow.WorkflowFailurePolicy
  - flytekit.core.workflow.WorkflowMetadata
  - Parameters
  - Methods
  - flytekit.core.workflow.WorkflowMetadataDefaults
  - Parameters
  - Methods
- [Flytekit SDK > Packages > flytekit.deck.deck](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.deck.deck/page.md)
  - Directory
  - Classes
  - Methods
  - Variables
  - Methods
  - flytekit.deck.deck.Deck
  - Parameters
  - Properties
  - Methods
  - flytekit.deck.deck.DeckField
  - Parameters
  - flytekit.deck.deck.TimeLineDeck
  - Parameters
  - Properties
  - Methods
- [Flytekit SDK > Packages > flytekit.deck.renderer](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.deck.renderer/page.md)
  - Directory
  - Classes
  - Protocols
  - Variables
  - flytekit.deck.renderer.ArrowRenderer
  - Methods
  - flytekit.deck.renderer.MarkdownRenderer
  - Methods
  - flytekit.deck.renderer.PythonDependencyRenderer
  - Parameters
  - Methods
  - flytekit.deck.renderer.Renderable
  - Methods
  - flytekit.deck.renderer.SourceCodeRenderer
  - Parameters
  - Methods
  - flytekit.deck.renderer.TopFrameRenderer
  - Parameters
  - Methods
- [Flytekit SDK > Packages > flytekit.exceptions.base](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.exceptions.base/page.md)
  - Directory
  - Errors
  - flytekit.exceptions.base.FlyteException
  - Parameters
  - Properties
  - flytekit.exceptions.base.FlyteRecoverableException
  - Parameters
  - Properties
- [Flytekit SDK > Packages > flytekit.exceptions.eager](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.exceptions.eager/page.md)
  - Directory
  - Errors
  - flytekit.exceptions.eager.EagerException
- [Flytekit SDK > Packages > flytekit.exceptions.scopes](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.exceptions.scopes/page.md)
  - Directory
  - Errors
  - Methods
  - Methods
  - flytekit.exceptions.scopes.FlyteScopedException
  - Parameters
  - Properties
  - flytekit.exceptions.scopes.FlyteScopedSystemException
  - Parameters
  - Properties
  - flytekit.exceptions.scopes.FlyteScopedUserException
  - Parameters
  - Properties
- [Flytekit SDK > Packages > flytekit.exceptions.system](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.exceptions.system/page.md)
  - Directory
  - Errors
  - flytekit.exceptions.system.FlyteAgentNotFound
  - Parameters
  - Properties
  - flytekit.exceptions.system.FlyteConnectorNotFound
  - Parameters
  - Properties
  - flytekit.exceptions.system.FlyteDownloadDataException
  - Parameters
  - Properties
  - flytekit.exceptions.system.FlyteEntrypointNotLoadable
  - Parameters
  - Properties
  - flytekit.exceptions.system.FlyteNonRecoverableSystemException
  - Parameters
  - Properties
  - flytekit.exceptions.system.FlyteNotImplementedException
  - Parameters
  - Properties
  - flytekit.exceptions.system.FlyteSystemAssertion
  - Parameters
  - Properties
  - flytekit.exceptions.system.FlyteSystemException
  - Parameters
  - Properties
  - flytekit.exceptions.system.FlyteSystemUnavailableException
  - Parameters
  - Properties
  - flytekit.exceptions.system.FlyteUploadDataException
  - Parameters
  - Properties
- [Flytekit SDK > Packages > flytekit.exceptions.user](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.exceptions.user/page.md)
  - Directory
  - Errors
  - flytekit.exceptions.user.FlyteAssertion
  - Parameters
  - Properties
  - flytekit.exceptions.user.FlyteAuthenticationException
  - Parameters
  - Properties
  - flytekit.exceptions.user.FlyteCompilationException
  - Parameters
  - Properties
  - flytekit.exceptions.user.FlyteDataNotFoundException
  - Parameters
  - Properties
  - flytekit.exceptions.user.FlyteDisapprovalException
  - Parameters
  - Properties
  - flytekit.exceptions.user.FlyteEntityAlreadyExistsException
  - Parameters
  - Properties
  - flytekit.exceptions.user.FlyteEntityNotExistException
  - Parameters
  - Properties
  - flytekit.exceptions.user.FlyteEntityNotFoundException
  - Parameters
  - Properties
  - flytekit.exceptions.user.FlyteFailureNodeInputMismatchException
  - Parameters
  - Properties
  - flytekit.exceptions.user.FlyteInvalidInputException
  - Parameters
  - Properties
  - flytekit.exceptions.user.FlyteMissingReturnValueException
  - Parameters
  - Properties
  - flytekit.exceptions.user.FlyteMissingTypeException
  - Parameters
  - Properties
  - flytekit.exceptions.user.FlytePromiseAttributeResolveException
  - Parameters
  - Properties
  - flytekit.exceptions.user.FlyteRecoverableException
  - Parameters
  - Properties
  - flytekit.exceptions.user.FlyteTimeout
  - Parameters
  - Properties
  - flytekit.exceptions.user.FlyteTypeException
  - Parameters
  - Properties
  - flytekit.exceptions.user.FlyteUserException
  - Parameters
  - Properties
  - flytekit.exceptions.user.FlyteUserRuntimeException
  - Parameters
  - Properties
  - flytekit.exceptions.user.FlyteValidationException
  - Parameters
  - Properties
  - flytekit.exceptions.user.FlyteValueException
  - Parameters
  - Properties
- [Flytekit SDK > Packages > flytekit.exceptions.utils](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.exceptions.utils/page.md)
  - Directory
  - Methods
  - Variables
  - Methods
- [Flytekit SDK > Packages > flytekit.experimental.eager_function](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.experimental.eager_function/page.md)
  - Directory
  - Variables
- [Flytekit SDK > Packages > flytekit.extend.backend.base_connector](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.extend.backend.base_connector/page.md)
  - Directory
  - Classes
  - flytekit.extend.backend.base_connector.AsyncConnectorBase
  - Parameters
  - Properties
  - Methods
  - flytekit.extend.backend.base_connector.AsyncConnectorExecutorMixin
  - Methods
  - flytekit.extend.backend.base_connector.ConnectorBase
  - Parameters
  - Properties
  - flytekit.extend.backend.base_connector.ConnectorRegistry
  - Methods
  - flytekit.extend.backend.base_connector.Resource
  - Parameters
  - Methods
  - flytekit.extend.backend.base_connector.ResourceMeta
  - Parameters
  - Methods
  - flytekit.extend.backend.base_connector.SyncConnectorBase
  - Parameters
  - Properties
  - Methods
  - flytekit.extend.backend.base_connector.SyncConnectorExecutorMixin
  - Methods
  - flytekit.extend.backend.base_connector.TaskCategory
  - Parameters
  - Properties
- [Flytekit SDK > Packages > flytekit.extend.backend.connector_service](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.extend.backend.connector_service/page.md)
  - Directory
  - Classes
  - Methods
  - Variables
  - Methods
  - flytekit.extend.backend.connector_service.AsyncConnectorService
  - Methods
  - flytekit.extend.backend.connector_service.ConnectorMetadataService
  - Methods
  - flytekit.extend.backend.connector_service.SyncConnectorService
  - Methods
- [Flytekit SDK > Packages > flytekit.extend.backend.utils](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.extend.backend.utils/page.md)
  - Directory
  - Methods
  - Methods
- [Flytekit SDK > Packages > flytekit.extras.accelerators](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.extras.accelerators/page.md)
  - Specifying Accelerators
  - Base Classes
  - Predefined Accelerator Constants
  - Directory
  - Classes
  - Variables
  - flytekit.extras.accelerators.BaseAccelerator
  - Methods
  - flytekit.extras.accelerators.GPUAccelerator
  - Parameters
  - Methods
  - flytekit.extras.accelerators.MultiInstanceGPUAccelerator
  - Properties
  - Methods
- [Flytekit SDK > Packages > flytekit.extras.cloud_pickle_resolver](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.extras.cloud_pickle_resolver/page.md)
  - Directory
  - Classes
  - Variables
  - flytekit.extras.cloud_pickle_resolver.ExperimentalNaiveCloudPickleResolver
  - Parameters
  - Properties
  - Methods
- [Flytekit SDK > Packages > flytekit.extras.pydantic_transformer.transformer](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.extras.pydantic_transformer.transformer/page.md)
  - Directory
  - Classes
  - Variables
  - flytekit.extras.pydantic_transformer.transformer.PydanticTransformer
  - Parameters
  - Properties
  - Methods
- [Flytekit SDK > Packages > flytekit.extras.sklearn.native](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.extras.sklearn.native/page.md)
  - Directory
  - Classes
  - Variables
  - flytekit.extras.sklearn.native.SklearnEstimatorTransformer
  - Parameters
  - Properties
  - Methods
  - flytekit.extras.sklearn.native.SklearnTypeTransformer
  - Parameters
  - Properties
  - Methods
- [Flytekit SDK > Packages > flytekit.extras.sqlite3.task](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.extras.sqlite3.task/page.md)
  - Directory
  - Classes
  - Methods
  - Methods
  - flytekit.extras.sqlite3.task.SQLite3Config
  - Parameters
  - flytekit.extras.sqlite3.task.SQLite3Task
  - Parameters
  - Properties
  - Methods
  - flytekit.extras.sqlite3.task.SQLite3TaskExecutor
  - Parameters
  - Properties
  - Methods
- [Flytekit SDK > Packages > flytekit.extras.tasks.shell](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.extras.tasks.shell/page.md)
  - Directory
  - Classes
  - Methods
  - Variables
  - Methods
  - flytekit.extras.tasks.shell.AttrDict
  - Parameters
  - flytekit.extras.tasks.shell.OutputLocation
  - Parameters
  - flytekit.extras.tasks.shell.ProcessResult
  - Parameters
  - flytekit.extras.tasks.shell.RawShellTask
  - Parameters
  - Properties
  - Methods
  - flytekit.extras.tasks.shell.ShellTask
  - Parameters
  - Properties
  - Methods
- [Flytekit SDK > Packages > flytekit.extras.webhook](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.extras.webhook/page.md)
  - Directory
  - Classes
  - flytekit.extras.webhook.WebhookConnector
  - Parameters
  - Properties
  - Methods
  - flytekit.extras.webhook.WebhookTask
  - Parameters
  - Properties
  - Methods
- [Flytekit SDK > Packages > flytekit.extras.webhook.connector](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.extras.webhook.connector/page.md)
  - Directory
  - Classes
  - Variables
  - flytekit.extras.webhook.connector.WebhookConnector
  - Parameters
  - Properties
  - Methods
- [Flytekit SDK > Packages > flytekit.extras.webhook.constants](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.extras.webhook.constants/page.md)
  - Directory
  - Variables
- [Flytekit SDK > Packages > flytekit.extras.webhook.task](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.extras.webhook.task/page.md)
  - Directory
  - Classes
  - Variables
  - flytekit.extras.webhook.task.WebhookTask
  - Parameters
  - Properties
  - Methods
- [Flytekit SDK > Packages > flytekit.image_spec.default_builder](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.image_spec.default_builder/page.md)
  - Directory
  - Classes
  - Methods
  - Variables
  - Methods
  - flytekit.image_spec.default_builder.DefaultImageBuilder
  - Methods
- [Flytekit SDK > Packages > flytekit.image_spec.image_spec](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.image_spec.image_spec/page.md)
  - Directory
  - Classes
  - Methods
  - Variables
  - Methods
  - flytekit.image_spec.image_spec.ImageBuildEngine
  - Methods
  - flytekit.image_spec.image_spec.ImageSpec
  - Parameters
  - Properties
  - Methods
  - flytekit.image_spec.image_spec.ImageSpecBuilder
  - Methods
- [Flytekit SDK > Packages > flytekit.image_spec.noop_builder](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.image_spec.noop_builder/page.md)
  - Directory
  - Classes
  - flytekit.image_spec.noop_builder.NoOpBuilder
  - Methods
- [Flytekit SDK > Packages > flytekit.interaction.click_types](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.interaction.click_types/page.md)
  - Directory
  - Classes
  - Methods
  - Variables
  - Methods
  - flytekit.interaction.click_types.DateTimeType
  - Parameters
  - Methods
  - flytekit.interaction.click_types.DirParamType
  - Methods
  - flytekit.interaction.click_types.DurationParamType
  - Methods
  - flytekit.interaction.click_types.EnumParamType
  - Parameters
  - Methods
  - flytekit.interaction.click_types.FileParamType
  - Methods
  - flytekit.interaction.click_types.FlyteLiteralConverter
  - Parameters
  - Properties
  - Methods
  - flytekit.interaction.click_types.JSONIteratorParamType
  - Methods
  - flytekit.interaction.click_types.JsonParamType
  - Parameters
  - Methods
  - flytekit.interaction.click_types.PickleParamType
  - Methods
  - flytekit.interaction.click_types.StructuredDatasetParamType
  - Methods
  - flytekit.interaction.click_types.UnionParamType
  - Parameters
  - Properties
  - Methods
- [Flytekit SDK > Packages > flytekit.interaction.parse_stdin](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.interaction.parse_stdin/page.md)
  - Directory
  - Methods
  - Methods
- [Flytekit SDK > Packages > flytekit.interaction.rich_utils](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.interaction.rich_utils/page.md)
  - Directory
  - Classes
  - flytekit.interaction.rich_utils.RichCallback
  - Parameters
  - Methods
- [Flytekit SDK > Packages > flytekit.interaction.string_literals](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.interaction.string_literals/page.md)
  - Directory
  - Methods
  - Methods
- [Flytekit SDK > Packages > flytekit.interactive](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.interactive/page.md)
  - Directory
  - Variables
- [Flytekit SDK > Packages > flytekit.interactive.constants](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.interactive.constants/page.md)
  - Directory
  - Variables
- [Flytekit SDK > Packages > flytekit.interactive.utils](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.interactive.utils/page.md)
  - Directory
  - Methods
  - Variables
  - Methods
- [Flytekit SDK > Packages > flytekit.interactive.vscode_lib.config](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.interactive.vscode_lib.config/page.md)
  - Directory
  - Classes
  - Variables
  - flytekit.interactive.vscode_lib.config.VscodeConfig
  - Parameters
  - Methods
- [Flytekit SDK > Packages > flytekit.interactive.vscode_lib.decorator](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.interactive.vscode_lib.decorator/page.md)
  - Directory
  - Classes
  - Methods
  - Variables
  - Methods
  - flytekit.interactive.vscode_lib.decorator.vscode
  - Parameters
  - Methods
- [Flytekit SDK > Packages > flytekit.interactive.vscode_lib.vscode_constants](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.interactive.vscode_lib.vscode_constants/page.md)
  - Directory
  - Variables
- [Flytekit SDK > Packages > flytekit.interfaces.cli_identifiers](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.interfaces.cli_identifiers/page.md)
  - Directory
  - Classes
  - flytekit.interfaces.cli_identifiers.Identifier
  - Parameters
  - Properties
  - Methods
  - flytekit.interfaces.cli_identifiers.TaskExecutionIdentifier
  - Parameters
  - Properties
  - Methods
  - flytekit.interfaces.cli_identifiers.WorkflowExecutionIdentifier
  - Parameters
  - Properties
  - Methods
- [Flytekit SDK > Packages > flytekit.interfaces.random](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.interfaces.random/page.md)
  - Directory
  - Methods
  - Methods
- [Flytekit SDK > Packages > flytekit.interfaces.stats.client](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.interfaces.stats.client/page.md)
  - Directory
  - Classes
  - Methods
  - Variables
  - Methods
  - flytekit.interfaces.stats.client.DummyStatsClient
  - Parameters
  - Methods
  - flytekit.interfaces.stats.client.ScopeableStatsProxy
  - Parameters
  - Methods
  - flytekit.interfaces.stats.client.StatsClientProxy
  - Parameters
  - Methods
- [Flytekit SDK > Packages > flytekit.interfaces.stats.taggable](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.interfaces.stats.taggable/page.md)
  - Directory
  - Classes
  - Methods
  - Methods
  - flytekit.interfaces.stats.taggable.TaggableStats
  - Parameters
  - Properties
  - Methods
- [Flytekit SDK > Packages > flytekit.lazy_import.lazy_module](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.lazy_import.lazy_module/page.md)
  - Directory
  - Methods
  - Methods
- [Flytekit SDK > Packages > flytekit.loggers](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.loggers/page.md)
  - Directory
  - Methods
  - Variables
  - Methods
- [Flytekit SDK > Packages > flytekit.models.admin.common](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.models.admin.common/page.md)
  - Directory
  - Classes
  - flytekit.models.admin.common.Sort
  - Parameters
  - Properties
  - Methods
- [Flytekit SDK > Packages > flytekit.models.admin.task_execution](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.models.admin.task_execution/page.md)
  - Directory
  - Classes
  - flytekit.models.admin.task_execution.TaskExecution
  - Parameters
  - Properties
  - Methods
  - flytekit.models.admin.task_execution.TaskExecutionClosure
  - Parameters
  - Properties
  - Methods
- [Flytekit SDK > Packages > flytekit.models.admin.workflow](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.models.admin.workflow/page.md)
  - Directory
  - Classes
  - flytekit.models.admin.workflow.Workflow
  - Parameters
  - Properties
  - Methods
  - flytekit.models.admin.workflow.WorkflowClosure
  - Parameters
  - Properties
  - Methods
  - flytekit.models.admin.workflow.WorkflowSpec
  - Parameters
  - Properties
  - Methods
- [Flytekit SDK > Packages > flytekit.models.annotation](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.models.annotation/page.md)
  - Directory
  - Classes
  - flytekit.models.annotation.TypeAnnotation
  - Parameters
  - Properties
  - Methods
- [Flytekit SDK > Packages > flytekit.models.array_job](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.models.array_job/page.md)
  - Directory
  - Classes
  - flytekit.models.array_job.ArrayJob
  - Parameters
  - Properties
  - Methods
- [Flytekit SDK > Packages > flytekit.models.common](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.models.common/page.md)
  - Directory
  - Classes
  - flytekit.models.common.Annotations
  - Parameters
  - Properties
  - Methods
  - flytekit.models.common.AuthRole
  - Parameters
  - Properties
  - Methods
  - flytekit.models.common.EmailNotification
  - Parameters
  - Properties
  - Methods
  - flytekit.models.common.Envs
  - Parameters
  - Properties
  - Methods
  - flytekit.models.common.FlyteABCMeta
  - Methods
  - flytekit.models.common.FlyteCustomIdlEntity
  - Properties
  - Methods
  - flytekit.models.common.FlyteIdlEntity
  - Properties
  - Methods
  - flytekit.models.common.FlyteType
  - Methods
  - flytekit.models.common.Labels
  - Parameters
  - Properties
  - Methods
  - flytekit.models.common.NamedEntityIdentifier
  - Parameters
  - Properties
  - Methods
  - flytekit.models.common.Notification
  - Parameters
  - Properties
  - Methods
  - flytekit.models.common.PagerDutyNotification
  - Parameters
  - Properties
  - Methods
  - flytekit.models.common.RawOutputDataConfig
  - Parameters
  - Properties
  - Methods
  - flytekit.models.common.SlackNotification
  - Parameters
  - Properties
  - Methods
  - flytekit.models.common.UrlBlob
  - Parameters
  - Properties
  - Methods
- [Flytekit SDK > Packages > flytekit.models.concurrency](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.models.concurrency/page.md)
  - Directory
  - Classes
  - flytekit.models.concurrency.ConcurrencyLimitBehavior
  - Methods
  - flytekit.models.concurrency.ConcurrencyPolicy
  - Parameters
  - Properties
  - Methods
- [Flytekit SDK > Packages > flytekit.models.core.catalog](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.models.core.catalog/page.md)
  - Directory
  - Classes
  - flytekit.models.core.catalog.CatalogArtifactTag
  - Parameters
  - Properties
  - Methods
  - flytekit.models.core.catalog.CatalogMetadata
  - Parameters
  - Properties
  - Methods
- [Flytekit SDK > Packages > flytekit.models.core.compiler](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.models.core.compiler/page.md)
  - Directory
  - Classes
  - flytekit.models.core.compiler.CompiledTask
  - Parameters
  - Properties
  - Methods
  - flytekit.models.core.compiler.CompiledWorkflow
  - Parameters
  - Properties
  - Methods
  - flytekit.models.core.compiler.CompiledWorkflowClosure
  - Parameters
  - Properties
  - Methods
  - flytekit.models.core.compiler.ConnectionSet
  - Parameters
  - Properties
  - Methods
- [Flytekit SDK > Packages > flytekit.models.core.condition](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.models.core.condition/page.md)
  - Directory
  - Classes
  - flytekit.models.core.condition.BooleanExpression
  - Parameters
  - Properties
  - Methods
  - flytekit.models.core.condition.ComparisonExpression
  - Parameters
  - Properties
  - Methods
  - flytekit.models.core.condition.ConjunctionExpression
  - Parameters
  - Properties
  - Methods
  - flytekit.models.core.condition.Operand
  - Parameters
  - Properties
  - Methods
- [Flytekit SDK > Packages > flytekit.models.core.errors](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.models.core.errors/page.md)
  - Directory
  - Classes
  - flytekit.models.core.errors.ContainerError
  - Parameters
  - Properties
  - Methods
  - flytekit.models.core.errors.ErrorDocument
  - Parameters
  - Properties
  - Methods
- [Flytekit SDK > Packages > flytekit.models.core.execution](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.models.core.execution/page.md)
  - Directory
  - Classes
  - flytekit.models.core.execution.ExecutionError
  - Parameters
  - Properties
  - Methods
  - flytekit.models.core.execution.NodeExecutionPhase
  - Methods
  - flytekit.models.core.execution.TaskExecutionPhase
  - Methods
  - flytekit.models.core.execution.TaskLog
  - Parameters
  - Properties
  - Methods
  - flytekit.models.core.execution.WorkflowExecutionPhase
  - Methods
- [Flytekit SDK > Packages > flytekit.models.core.identifier](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.models.core.identifier/page.md)
  - Directory
  - Classes
  - flytekit.models.core.identifier.Identifier
  - Parameters
  - Properties
  - Methods
  - flytekit.models.core.identifier.NodeExecutionIdentifier
  - Parameters
  - Properties
  - Methods
  - flytekit.models.core.identifier.ResourceType
  - flytekit.models.core.identifier.SignalIdentifier
  - Parameters
  - Properties
  - Methods
  - flytekit.models.core.identifier.TaskExecutionIdentifier
  - Parameters
  - Properties
  - Methods
  - flytekit.models.core.identifier.WorkflowExecutionIdentifier
  - Parameters
  - Properties
  - Methods
- [Flytekit SDK > Packages > flytekit.models.core.types](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.models.core.types/page.md)
  - Directory
  - Classes
  - flytekit.models.core.types.BlobType
  - Parameters
  - Properties
  - Methods
  - flytekit.models.core.types.EnumType
  - Parameters
  - Properties
  - Methods
- [Flytekit SDK > Packages > flytekit.models.core.workflow](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.models.core.workflow/page.md)
  - Directory
  - Classes
  - flytekit.models.core.workflow.Alias
  - Parameters
  - Properties
  - Methods
  - flytekit.models.core.workflow.ApproveCondition
  - Parameters
  - Properties
  - Methods
  - flytekit.models.core.workflow.ArrayNode
  - Parameters
  - Properties
  - Methods
  - flytekit.models.core.workflow.BranchNode
  - Parameters
  - Properties
  - Methods
  - flytekit.models.core.workflow.GateNode
  - Parameters
  - Properties
  - Methods
  - flytekit.models.core.workflow.IfBlock
  - Parameters
  - Properties
  - Methods
  - flytekit.models.core.workflow.IfElseBlock
  - Parameters
  - Properties
  - Methods
  - flytekit.models.core.workflow.Node
  - Parameters
  - Properties
  - Methods
  - flytekit.models.core.workflow.NodeMetadata
  - Parameters
  - Properties
  - Methods
  - flytekit.models.core.workflow.SignalCondition
  - Parameters
  - Properties
  - Methods
  - flytekit.models.core.workflow.SleepCondition
  - Parameters
  - Properties
  - Methods
  - flytekit.models.core.workflow.TaskNode
  - Parameters
  - Properties
  - Methods
  - flytekit.models.core.workflow.TaskNodeOverrides
  - Parameters
  - Properties
  - Methods
  - flytekit.models.core.workflow.WorkflowMetadata
  - Parameters
  - Properties
  - Methods
  - flytekit.models.core.workflow.WorkflowMetadataDefaults
  - Parameters
  - Properties
  - Methods
  - flytekit.models.core.workflow.WorkflowNode
  - Parameters
  - Properties
  - Methods
  - flytekit.models.core.workflow.WorkflowTemplate
  - Parameters
  - Properties
  - Methods
- [Flytekit SDK > Packages > flytekit.models.documentation](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.models.documentation/page.md)
  - Directory
  - Classes
  - flytekit.models.documentation.Description
  - Parameters
  - Properties
  - Methods
  - flytekit.models.documentation.Documentation
  - Parameters
  - Properties
  - Methods
  - flytekit.models.documentation.SourceCode
  - Parameters
  - Properties
  - Methods
- [Flytekit SDK > Packages > flytekit.models.domain](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.models.domain/page.md)
  - Directory
  - Classes
  - flytekit.models.domain.Domain
  - Parameters
  - Properties
  - Methods
- [Flytekit SDK > Packages > flytekit.models.dynamic_job](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.models.dynamic_job/page.md)
  - Directory
  - Classes
  - flytekit.models.dynamic_job.DynamicJobSpec
  - Parameters
  - Properties
  - Methods
- [Flytekit SDK > Packages > flytekit.models.event](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.models.event/page.md)
  - Directory
  - Classes
  - flytekit.models.event.TaskExecutionMetadata
  - Parameters
  - Properties
  - Methods
- [Flytekit SDK > Packages > flytekit.models.execution](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.models.execution/page.md)
  - Directory
  - Classes
  - flytekit.models.execution.AbortMetadata
  - Parameters
  - Properties
  - Methods
  - flytekit.models.execution.ClusterAssignment
  - Parameters
  - Properties
  - Methods
  - flytekit.models.execution.Execution
  - Parameters
  - Properties
  - Methods
  - flytekit.models.execution.ExecutionClosure
  - Parameters
  - Properties
  - Methods
  - flytekit.models.execution.ExecutionMetadata
  - Parameters
  - Properties
  - Methods
  - flytekit.models.execution.ExecutionSpec
  - Parameters
  - Properties
  - Methods
  - flytekit.models.execution.LiteralMapBlob
  - Parameters
  - Properties
  - Methods
  - flytekit.models.execution.NodeExecutionGetDataResponse
  - Parameters
  - Properties
  - Methods
  - flytekit.models.execution.NotificationList
  - Parameters
  - Properties
  - Methods
  - flytekit.models.execution.SystemMetadata
  - Parameters
  - Properties
  - Methods
  - flytekit.models.execution.TaskExecutionGetDataResponse
  - Parameters
  - Properties
  - Methods
  - flytekit.models.execution.WorkflowExecutionGetDataResponse
  - Parameters
  - Properties
  - Methods
- [Flytekit SDK > Packages > flytekit.models.filters](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.models.filters/page.md)
  - Directory
  - Classes
  - flytekit.models.filters.Contains
  - Parameters
  - Properties
  - Methods
  - flytekit.models.filters.Equal
  - Parameters
  - Properties
  - Methods
  - flytekit.models.filters.Filter
  - Parameters
  - Properties
  - Methods
  - flytekit.models.filters.FilterList
  - Parameters
  - Properties
  - Methods
  - flytekit.models.filters.GreaterThan
  - Parameters
  - Properties
  - Methods
  - flytekit.models.filters.GreaterThanOrEqual
  - Parameters
  - Properties
  - Methods
  - flytekit.models.filters.LessThan
  - Parameters
  - Properties
  - Methods
  - flytekit.models.filters.LessThanOrEqual
  - Parameters
  - Properties
  - Methods
  - flytekit.models.filters.NotEqual
  - Parameters
  - Properties
  - Methods
  - flytekit.models.filters.SetFilter
  - Parameters
  - Properties
  - Methods
  - flytekit.models.filters.ValueIn
  - Parameters
  - Properties
  - Methods
  - flytekit.models.filters.ValueNotIn
  - Parameters
  - Properties
  - Methods
- [Flytekit SDK > Packages > flytekit.models.interface](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.models.interface/page.md)
  - Directory
  - Classes
  - flytekit.models.interface.Parameter
  - Parameters
  - Properties
  - Methods
  - flytekit.models.interface.ParameterMap
  - Parameters
  - Properties
  - Methods
  - flytekit.models.interface.TypedInterface
  - Parameters
  - Properties
  - Methods
  - flytekit.models.interface.Variable
  - Parameters
  - Properties
  - Methods
  - flytekit.models.interface.VariableMap
  - Parameters
  - Properties
  - Methods
- [Flytekit SDK > Packages > flytekit.models.launch_plan](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.models.launch_plan/page.md)
  - Directory
  - Classes
  - flytekit.models.launch_plan.Auth
  - Parameters
  - Properties
  - Methods
  - flytekit.models.launch_plan.LaunchPlan
  - Parameters
  - Properties
  - Methods
  - flytekit.models.launch_plan.LaunchPlanClosure
  - Parameters
  - Properties
  - Methods
  - flytekit.models.launch_plan.LaunchPlanMetadata
  - Parameters
  - Properties
  - Methods
  - flytekit.models.launch_plan.LaunchPlanSpec
  - Parameters
  - Properties
  - Methods
  - flytekit.models.launch_plan.LaunchPlanState
  - Methods
- [Flytekit SDK > Packages > flytekit.models.literals](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.models.literals/page.md)
  - Directory
  - Classes
  - flytekit.models.literals.Binary
  - Parameters
  - Properties
  - Methods
  - flytekit.models.literals.Binding
  - Parameters
  - Properties
  - Methods
  - flytekit.models.literals.BindingData
  - Parameters
  - Properties
  - Methods
  - flytekit.models.literals.BindingDataCollection
  - Parameters
  - Properties
  - Methods
  - flytekit.models.literals.BindingDataMap
  - Parameters
  - Properties
  - Methods
  - flytekit.models.literals.Blob
  - Parameters
  - Properties
  - Methods
  - flytekit.models.literals.BlobMetadata
  - Parameters
  - Properties
  - Methods
  - flytekit.models.literals.Literal
  - Parameters
  - Properties
  - Methods
  - flytekit.models.literals.LiteralCollection
  - Parameters
  - Properties
  - Methods
  - flytekit.models.literals.LiteralMap
  - Parameters
  - Properties
  - Methods
  - flytekit.models.literals.LiteralOffloadedMetadata
  - Parameters
  - Properties
  - Methods
  - flytekit.models.literals.Primitive
  - Parameters
  - Properties
  - Methods
  - flytekit.models.literals.RetryStrategy
  - Parameters
  - Properties
  - Methods
  - flytekit.models.literals.Scalar
  - Parameters
  - Properties
  - Methods
  - flytekit.models.literals.Schema
  - Parameters
  - Properties
  - Methods
  - flytekit.models.literals.StructuredDataset
  - Parameters
  - Properties
  - Methods
  - flytekit.models.literals.StructuredDatasetMetadata
  - Parameters
  - Properties
  - Methods
  - flytekit.models.literals.Union
  - Parameters
  - Properties
  - Methods
  - flytekit.models.literals.Void
  - Properties
  - Methods
- [Flytekit SDK > Packages > flytekit.models.matchable_resource](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.models.matchable_resource/page.md)
  - Directory
  - Classes
  - flytekit.models.matchable_resource.ClusterResourceAttributes
  - Parameters
  - Properties
  - Methods
  - flytekit.models.matchable_resource.ExecutionClusterLabel
  - Parameters
  - Properties
  - Methods
  - flytekit.models.matchable_resource.ExecutionQueueAttributes
  - Parameters
  - Properties
  - Methods
  - flytekit.models.matchable_resource.MatchableResource
  - Methods
  - flytekit.models.matchable_resource.MatchingAttributes
  - Parameters
  - Properties
  - Methods
  - flytekit.models.matchable_resource.PluginOverride
  - Parameters
  - Properties
  - Methods
  - flytekit.models.matchable_resource.PluginOverrides
  - Parameters
  - Properties
  - Methods
- [Flytekit SDK > Packages > flytekit.models.named_entity](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.models.named_entity/page.md)
  - Directory
  - Classes
  - flytekit.models.named_entity.NamedEntityIdentifier
  - Parameters
  - Properties
  - Methods
  - flytekit.models.named_entity.NamedEntityMetadata
  - Parameters
  - Properties
  - Methods
  - flytekit.models.named_entity.NamedEntityState
  - Methods
- [Flytekit SDK > Packages > flytekit.models.node_execution](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.models.node_execution/page.md)
  - Directory
  - Classes
  - flytekit.models.node_execution.DynamicWorkflowNodeMetadata
  - Parameters
  - Properties
  - Methods
  - flytekit.models.node_execution.NodeExecution
  - Parameters
  - Properties
  - Methods
  - flytekit.models.node_execution.NodeExecutionClosure
  - Parameters
  - Properties
  - Methods
  - flytekit.models.node_execution.TaskNodeMetadata
  - Parameters
  - Properties
  - Methods
  - flytekit.models.node_execution.WorkflowNodeMetadata
  - Parameters
  - Properties
  - Methods
- [Flytekit SDK > Packages > flytekit.models.presto](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.models.presto/page.md)
  - Directory
  - Classes
  - flytekit.models.presto.PrestoQuery
  - Parameters
  - Properties
  - Methods
- [Flytekit SDK > Packages > flytekit.models.project](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.models.project/page.md)
  - Directory
  - Classes
  - flytekit.models.project.Project
  - Parameters
  - Properties
  - Methods
- [Flytekit SDK > Packages > flytekit.models.qubole](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.models.qubole/page.md)
  - Directory
  - Classes
  - flytekit.models.qubole.HiveQuery
  - Parameters
  - Properties
  - Methods
  - flytekit.models.qubole.HiveQueryCollection
  - Parameters
  - Properties
  - Methods
  - flytekit.models.qubole.QuboleHiveJob
  - Parameters
  - Properties
  - Methods
- [Flytekit SDK > Packages > flytekit.models.schedule](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.models.schedule/page.md)
  - Directory
  - Classes
  - flytekit.models.schedule.Schedule
  - Parameters
  - Properties
  - Methods
- [Flytekit SDK > Packages > flytekit.models.security](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.models.security/page.md)
  - Directory
  - Classes
  - flytekit.models.security.Identity
  - Parameters
  - Properties
  - Methods
  - flytekit.models.security.OAuth2Client
  - Parameters
  - Properties
  - Methods
  - flytekit.models.security.OAuth2TokenRequest
  - Parameters
  - Properties
  - Methods
  - flytekit.models.security.Secret
  - Parameters
  - Properties
  - Methods
  - flytekit.models.security.SecurityContext
  - Parameters
  - Properties
  - Methods
- [Flytekit SDK > Packages > flytekit.models.task](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.models.task/page.md)
  - Directory
  - Classes
  - flytekit.models.task.CompiledTask
  - Parameters
  - Properties
  - Methods
  - flytekit.models.task.Container
  - Parameters
  - Properties
  - Methods
  - flytekit.models.task.DataLoadingConfig
  - Parameters
  - Properties
  - Methods
  - flytekit.models.task.IOStrategy
  - Parameters
  - Properties
  - Methods
  - flytekit.models.task.K8sObjectMetadata
  - Parameters
  - Properties
  - Methods
  - flytekit.models.task.K8sPod
  - Parameters
  - Properties
  - Methods
  - flytekit.models.task.Resources
  - Parameters
  - Properties
  - Methods
  - flytekit.models.task.RuntimeMetadata
  - Parameters
  - Properties
  - Methods
  - flytekit.models.task.Sql
  - Parameters
  - Properties
  - Methods
  - flytekit.models.task.Task
  - Parameters
  - Properties
  - Methods
  - flytekit.models.task.TaskClosure
  - Parameters
  - Properties
  - Methods
  - flytekit.models.task.TaskExecutionMetadata
  - Parameters
  - Properties
  - Methods
  - flytekit.models.task.TaskMetadata
  - Parameters
  - Properties
  - Methods
  - flytekit.models.task.TaskSpec
  - Parameters
  - Properties
  - Methods
  - flytekit.models.task.TaskTemplate
  - Parameters
  - Properties
  - Methods
- [Flytekit SDK > Packages > flytekit.models.types](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.models.types/page.md)
  - Directory
  - Classes
  - flytekit.models.types.Error
  - Parameters
  - Properties
  - Methods
  - flytekit.models.types.LiteralType
  - Parameters
  - Properties
  - Methods
  - flytekit.models.types.OutputReference
  - Parameters
  - Properties
  - Methods
  - flytekit.models.types.SchemaType
  - Parameters
  - Properties
  - Methods
  - flytekit.models.types.SimpleType
  - flytekit.models.types.StructuredDatasetType
  - Parameters
  - Properties
  - Methods
  - flytekit.models.types.TypeStructure
  - Parameters
  - Properties
  - Methods
  - flytekit.models.types.UnionType
  - Parameters
  - Properties
  - Methods
- [Flytekit SDK > Packages > flytekit.models.workflow_closure](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.models.workflow_closure/page.md)
  - Directory
  - Classes
  - flytekit.models.workflow_closure.WorkflowClosure
  - Parameters
  - Properties
  - Methods
- [Flytekit SDK > Packages > flytekit.remote.backfill](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.remote.backfill/page.md)
  - Directory
  - Methods
  - Methods
- [Flytekit SDK > Packages > flytekit.remote.data](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.remote.data/page.md)
  - Directory
  - Methods
  - Methods
- [Flytekit SDK > Packages > flytekit.remote.entities](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.remote.entities/page.md)
  - Directory
  - Classes
  - flytekit.remote.entities.FlyteArrayNode
  - Parameters
  - Properties
  - Methods
  - flytekit.remote.entities.FlyteBranchNode
  - Parameters
  - Properties
  - Methods
  - flytekit.remote.entities.FlyteGateNode
  - Parameters
  - Properties
  - Methods
  - flytekit.remote.entities.FlyteLaunchPlan
  - Parameters
  - Properties
  - Methods
  - flytekit.remote.entities.FlyteNode
  - Parameters
  - Properties
  - Methods
  - flytekit.remote.entities.FlyteTask
  - Parameters
  - Properties
  - Methods
  - flytekit.remote.entities.FlyteTaskNode
  - Parameters
  - Properties
  - Methods
  - flytekit.remote.entities.FlyteWorkflow
  - Parameters
  - Properties
  - Methods
  - flytekit.remote.entities.FlyteWorkflowNode
  - Parameters
  - Properties
  - Methods
- [Flytekit SDK > Packages > flytekit.remote.executions](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.remote.executions/page.md)
  - Directory
  - Classes
  - flytekit.remote.executions.FlyteNodeExecution
  - Parameters
  - Properties
  - Methods
  - flytekit.remote.executions.FlyteTaskExecution
  - Parameters
  - Properties
  - Methods
  - flytekit.remote.executions.FlyteWorkflowExecution
  - Parameters
  - Properties
  - Methods
  - flytekit.remote.executions.RemoteExecutionBase
  - Parameters
  - Properties
- [Flytekit SDK > Packages > flytekit.remote.interface](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.remote.interface/page.md)
  - Directory
  - Classes
  - flytekit.remote.interface.TypedInterface
  - Parameters
  - Properties
  - Methods
- [Flytekit SDK > Packages > flytekit.remote.lazy_entity](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.remote.lazy_entity/page.md)
  - Directory
  - Classes
  - Variables
  - flytekit.remote.lazy_entity.LazyEntity
  - Parameters
  - Properties
  - Methods
- [Flytekit SDK > Packages > flytekit.remote.metrics](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.remote.metrics/page.md)
  - Directory
  - Classes
  - Methods
  - Methods
  - flytekit.remote.metrics.FlyteExecutionSpan
  - Parameters
  - Properties
  - Methods
- [Flytekit SDK > Packages > flytekit.remote.remote](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.remote.remote/page.md)
  - Directory
  - Classes
  - Errors
  - Variables
  - flytekit.remote.remote.FlyteRemote
  - Parameters
  - Properties
  - Methods
  - flytekit.remote.remote.RegistrationSkipped
  - flytekit.remote.remote.ResolvedIdentifiers
  - Parameters
- [Flytekit SDK > Packages > flytekit.remote.remote_callable](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.remote.remote_callable/page.md)
  - Directory
  - Classes
  - flytekit.remote.remote_callable.RemoteEntity
  - Parameters
  - Properties
  - Methods
- [Flytekit SDK > Packages > flytekit.remote.remote_fs](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.remote.remote_fs/page.md)
  - Directory
  - Classes
  - Methods
  - Variables
  - Methods
  - flytekit.remote.remote_fs.FlyteFS
  - Parameters
  - Properties
  - Methods
  - flytekit.remote.remote_fs.FlytePathResolver
  - Methods
  - flytekit.remote.remote_fs.HttpFileWriter
  - Parameters
  - Properties
  - Methods
- [Flytekit SDK > Packages > flytekit.sensor.base_sensor](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.sensor.base_sensor/page.md)
  - Directory
  - Classes
  - Protocols
  - Variables
  - flytekit.sensor.base_sensor.BaseSensor
  - Parameters
  - Properties
  - Methods
  - flytekit.sensor.base_sensor.SensorConfig
  - Methods
  - flytekit.sensor.base_sensor.SensorMetadata
  - Parameters
  - Methods
- [Flytekit SDK > Packages > flytekit.sensor.file_sensor](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.sensor.file_sensor/page.md)
  - Directory
  - Classes
  - flytekit.sensor.file_sensor.FileSensor
  - Parameters
  - Properties
  - Methods
- [Flytekit SDK > Packages > flytekit.sensor.sensor_engine](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.sensor.sensor_engine/page.md)
  - Directory
  - Classes
  - flytekit.sensor.sensor_engine.SensorEngine
  - Parameters
  - Properties
  - Methods
- [Flytekit SDK > Packages > flytekit.tools.fast_registration](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.tools.fast_registration/page.md)
  - Directory
  - Classes
  - Methods
  - Variables
  - Methods
  - flytekit.tools.fast_registration.FastPackageOptions
  - Parameters
- [Flytekit SDK > Packages > flytekit.tools.ignore](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.tools.ignore/page.md)
  - Directory
  - Classes
  - Variables
  - flytekit.tools.ignore.DockerIgnore
  - Parameters
  - Methods
  - flytekit.tools.ignore.FlyteIgnore
  - Parameters
  - Methods
  - flytekit.tools.ignore.GitIgnore
  - Parameters
  - Methods
  - flytekit.tools.ignore.Ignore
  - Parameters
  - Methods
  - flytekit.tools.ignore.IgnoreGroup
  - Parameters
  - Methods
  - flytekit.tools.ignore.StandardIgnore
  - Parameters
  - Methods
- [Flytekit SDK > Packages > flytekit.tools.interactive](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.tools.interactive/page.md)
  - Directory
  - Methods
  - Methods
- [Flytekit SDK > Packages > flytekit.tools.module_loader](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.tools.module_loader/page.md)
  - Directory
  - Methods
  - Methods
- [Flytekit SDK > Packages > flytekit.tools.repo](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.tools.repo/page.md)
  - Directory
  - Errors
  - Methods
  - Methods
  - flytekit.tools.repo.NoSerializableEntitiesError
- [Flytekit SDK > Packages > flytekit.tools.script_mode](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.tools.script_mode/page.md)
  - Directory
  - Methods
  - Variables
  - Methods
- [Flytekit SDK > Packages > flytekit.tools.serialize_helpers](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.tools.serialize_helpers/page.md)
  - Directory
  - Methods
  - Methods
- [Flytekit SDK > Packages > flytekit.tools.subprocess](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.tools.subprocess/page.md)
  - Directory
  - Methods
  - Methods
- [Flytekit SDK > Packages > flytekit.tools.translator](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.tools.translator/page.md)
  - Directory
  - Methods
  - Methods
- [Flytekit SDK > Packages > flytekit.types.directory](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.types.directory/page.md)
  - Directory
  - Variables
- [Flytekit SDK > Packages > flytekit.types.directory.types](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.types.directory.types/page.md)
  - Directory
  - Classes
  - Methods
  - Variables
  - Methods
  - flytekit.types.directory.types.FlyteDirToMultipartBlobTransformer
  - Parameters
  - Properties
  - Methods
  - flytekit.types.directory.types.FlyteDirectory
  - Parameters
  - Properties
  - Methods
- [Flytekit SDK > Packages > flytekit.types.error.error](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.types.error.error/page.md)
  - Directory
  - Classes
  - Variables
  - flytekit.types.error.error.ErrorTransformer
  - Parameters
  - Properties
  - Methods
  - flytekit.types.error.error.FlyteError
  - Parameters
  - Methods
- [Flytekit SDK > Packages > flytekit.types.file](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.types.file/page.md)
  - Directory
  - Classes
  - flytekit.types.file.FileExt
  - Parameters
  - Methods
- [Flytekit SDK > Packages > flytekit.types.file.file](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.types.file.file/page.md)
  - Directory
  - Classes
  - Methods
  - Variables
  - Methods
  - flytekit.types.file.file.FlyteFile
  - Parameters
  - Properties
  - Methods
  - flytekit.types.file.file.FlyteFilePathTransformer
  - Parameters
  - Properties
  - Methods
- [Flytekit SDK > Packages > flytekit.types.file.image](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.types.file.image/page.md)
  - Directory
  - Classes
  - Variables
  - flytekit.types.file.image.PILImageTransformer
  - Parameters
  - Properties
  - Methods
- [Flytekit SDK > Packages > flytekit.types.iterator.iterator](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.types.iterator.iterator/page.md)
  - Directory
  - Classes
  - Variables
  - flytekit.types.iterator.iterator.FlyteIterator
  - Parameters
  - flytekit.types.iterator.iterator.IteratorTransformer
  - Parameters
  - Properties
  - Methods
- [Flytekit SDK > Packages > flytekit.types.iterator.json_iterator](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.types.iterator.json_iterator/page.md)
  - Directory
  - Classes
  - flytekit.types.iterator.json_iterator.JSONIterator
  - Parameters
  - flytekit.types.iterator.json_iterator.JSONIteratorTransformer
  - Parameters
  - Properties
  - Methods
- [Flytekit SDK > Packages > flytekit.types.numpy.ndarray](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.types.numpy.ndarray/page.md)
  - Directory
  - Classes
  - Methods
  - Methods
  - flytekit.types.numpy.ndarray.NumpyArrayTransformer
  - Parameters
  - Properties
  - Methods
- [Flytekit SDK > Packages > flytekit.types.pickle.pickle](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.types.pickle.pickle/page.md)
  - Directory
  - Classes
  - Variables
  - flytekit.types.pickle.pickle.FlytePickle
  - Methods
  - flytekit.types.pickle.pickle.FlytePickleTransformer
  - Parameters
  - Properties
  - Methods
- [Flytekit SDK > Packages > flytekit.types.schema.types](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.types.schema.types/page.md)
  - Directory
  - Classes
  - Methods
  - Variables
  - Methods
  - flytekit.types.schema.types.FlyteSchema
  - Parameters
  - Properties
  - Methods
  - flytekit.types.schema.types.FlyteSchemaTransformer
  - Parameters
  - Properties
  - Methods
  - flytekit.types.schema.types.LocalIOSchemaReader
  - Parameters
  - Properties
  - Methods
  - flytekit.types.schema.types.LocalIOSchemaWriter
  - Parameters
  - Properties
  - Methods
  - flytekit.types.schema.types.SchemaEngine
  - Methods
  - flytekit.types.schema.types.SchemaFormat
  - flytekit.types.schema.types.SchemaHandler
  - Parameters
  - flytekit.types.schema.types.SchemaOpenMode
  - flytekit.types.schema.types.SchemaReader
  - Parameters
  - Properties
  - Methods
  - flytekit.types.schema.types.SchemaWriter
  - Parameters
  - Properties
  - Methods
- [Flytekit SDK > Packages > flytekit.types.schema.types_pandas](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.types.schema.types_pandas/page.md)
  - Directory
  - Classes
  - flytekit.types.schema.types_pandas.PandasDataFrameTransformer
  - Parameters
  - Properties
  - Methods
  - flytekit.types.schema.types_pandas.PandasSchemaReader
  - Parameters
  - Properties
  - Methods
  - flytekit.types.schema.types_pandas.PandasSchemaWriter
  - Parameters
  - Properties
  - Methods
  - flytekit.types.schema.types_pandas.ParquetIO
  - Methods
- [Flytekit SDK > Packages > flytekit.types.structured](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.types.structured/page.md)
  - Directory
  - Methods
  - Methods
- [Flytekit SDK > Packages > flytekit.types.structured.basic_dfs](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.types.structured.basic_dfs/page.md)
  - Directory
  - Classes
  - Methods
  - Variables
  - Methods
  - flytekit.types.structured.basic_dfs.ArrowToParquetEncodingHandler
  - Parameters
  - Properties
  - Methods
  - flytekit.types.structured.basic_dfs.CSVToPandasDecodingHandler
  - Parameters
  - Properties
  - Methods
  - flytekit.types.structured.basic_dfs.PandasToCSVEncodingHandler
  - Parameters
  - Properties
  - Methods
  - flytekit.types.structured.basic_dfs.PandasToParquetEncodingHandler
  - Parameters
  - Properties
  - Methods
  - flytekit.types.structured.basic_dfs.ParquetToArrowDecodingHandler
  - Parameters
  - Properties
  - Methods
  - flytekit.types.structured.basic_dfs.ParquetToPandasDecodingHandler
  - Parameters
  - Properties
  - Methods
- [Flytekit SDK > Packages > flytekit.types.structured.bigquery](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.types.structured.bigquery/page.md)
  - Directory
  - Classes
  - Variables
  - flytekit.types.structured.bigquery.ArrowToBQEncodingHandlers
  - Parameters
  - Properties
  - Methods
  - flytekit.types.structured.bigquery.BQToArrowDecodingHandler
  - Parameters
  - Properties
  - Methods
  - flytekit.types.structured.bigquery.BQToPandasDecodingHandler
  - Parameters
  - Properties
  - Methods
  - flytekit.types.structured.bigquery.PandasToBQEncodingHandlers
  - Parameters
  - Properties
  - Methods
- [Flytekit SDK > Packages > flytekit.types.structured.snowflake](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.types.structured.snowflake/page.md)
  - Directory
  - Classes
  - Methods
  - Variables
  - Methods
  - flytekit.types.structured.snowflake.PandasToSnowflakeEncodingHandlers
  - Parameters
  - Properties
  - Methods
  - flytekit.types.structured.snowflake.SnowflakeToPandasDecodingHandler
  - Parameters
  - Properties
  - Methods
- [Flytekit SDK > Packages > flytekit.types.structured.structured_dataset](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.types.structured.structured_dataset/page.md)
  - Directory
  - Classes
  - Errors
  - Methods
  - Variables
  - Methods
  - flytekit.types.structured.structured_dataset.DuplicateHandlerError
  - flytekit.types.structured.structured_dataset.StructuredDataset
  - Parameters
  - Properties
  - Methods
  - flytekit.types.structured.structured_dataset.StructuredDatasetDecoder
  - Parameters
  - Properties
  - Methods
  - flytekit.types.structured.structured_dataset.StructuredDatasetEncoder
  - Parameters
  - Properties
  - Methods
  - flytekit.types.structured.structured_dataset.StructuredDatasetTransformerEngine
  - Parameters
  - Properties
  - Methods
- [Flytekit SDK > Packages > flytekit.utils.asyn](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.utils.asyn/page.md)
  - Directory
  - Variables
- [Flytekit SDK > Packages > flytekit.utils.dict_formatter](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.utils.dict_formatter/page.md)
  - Directory
  - Methods
  - Methods
- [Flytekit SDK > Packages > flytekit.utils.pbhash](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.utils.pbhash/page.md)
  - Directory
  - Methods
  - Methods
- [Flytekit SDK > Packages > flytekit.utils.rate_limiter](https://www.union.ai/docs/v1/union/api-reference/flytekit-sdk/packages/flytekit.utils.rate_limiter/page.md)
  - Directory
  - Classes
  - flytekit.utils.rate_limiter.RateLimiter
  - Parameters
  - Methods
- [Union SDK](https://www.union.ai/docs/v1/union/api-reference/union-sdk/page.md)
  - Developing on Union
- [Union SDK > Classes](https://www.union.ai/docs/v1/union/api-reference/union-sdk/classes/page.md)
- [Union SDK > Packages](https://www.union.ai/docs/v1/union/api-reference/union-sdk/packages/page.md)
- [Union SDK > Packages > union](https://www.union.ai/docs/v1/union/api-reference/union-sdk/packages/union/page.md)
  - Directory
  - Classes
  - Protocols
  - Methods
  - Methods
  - union.ActorEnvironment
  - Parameters
  - Properties
  - union.Artifact
  - Parameters
  - Properties
  - Methods
  - union.Cache
  - Parameters
  - Methods
  - union.CachePolicy
  - Methods
  - union.ContainerTask
  - Parameters
  - Properties
  - Methods
  - union.Deck
  - Parameters
  - Properties
  - Methods
  - union.FlyteDirectory
  - Parameters
  - Properties
  - Methods
  - union.FlyteFile
  - Parameters
  - Properties
  - Methods
  - union.ImageSpec
  - Parameters
  - Properties
  - Methods
  - union.LaunchPlan
  - Parameters
  - Properties
  - Methods
  - union.PodTemplate
  - Parameters
  - Methods
  - union.Resources
  - Parameters
  - Methods
  - union.Secret
  - Parameters
  - Properties
  - Methods
  - union.StructuredDataset
  - Parameters
  - Properties
  - Methods
  - union.UnionRemote
  - Parameters
  - Properties
  - Methods
  - union.VersionParameters
  - Parameters
- [Union SDK > Packages > union.actor](https://www.union.ai/docs/v1/union/api-reference/union-sdk/packages/union.actor/page.md)
  - Directory
  - Classes
  - Methods
  - Methods
  - union.actor.ActorEnvironment
  - Parameters
  - Properties
  - union.actor.ActorTask
  - Parameters
  - Properties
  - Methods
- [Union SDK > Packages > union.app](https://www.union.ai/docs/v1/union/api-reference/union-sdk/packages/union.app/page.md)
  - Directory
  - Classes
  - union.app.App
  - Parameters
  - Properties
  - Methods
  - union.app.ArizeConfig
  - Parameters
  - Methods
  - union.app.FlyteConnectorApp
  - Parameters
  - Properties
  - Methods
  - union.app.Input
  - Parameters
  - union.app.Link
  - Parameters
  - union.app.PhoenixConfig
  - Parameters
  - Methods
  - union.app.ScalingMetric
  - union.app.URLQuery
  - Parameters
  - union.app.WeaveConfig
  - Parameters
  - Methods
- [Union SDK > Packages > union.app.llm](https://www.union.ai/docs/v1/union/api-reference/union-sdk/packages/union.app.llm/page.md)
  - Directory
  - Classes
  - Variables
  - union.app.llm.SGLangApp
  - Parameters
  - Properties
  - Methods
  - union.app.llm.VLLMApp
  - Parameters
  - Properties
  - Methods
- [Union SDK > Packages > union.artifacts](https://www.union.ai/docs/v1/union/api-reference/union-sdk/packages/union.artifacts/page.md)
  - Directory
  - Classes
  - union.artifacts.Artifact
  - Parameters
  - Properties
  - Methods
  - union.artifacts.DataCard
  - Parameters
  - Methods
  - union.artifacts.ModelCard
  - Parameters
  - Methods
  - union.artifacts.OnArtifact
  - Parameters
  - Methods
- [Union SDK > Packages > union.cache](https://www.union.ai/docs/v1/union/api-reference/union-sdk/packages/union.cache/page.md)
  - Directory
  - Classes
  - union.cache.CacheFunctionBody
  - Methods
- [Union SDK > Packages > union.configuration](https://www.union.ai/docs/v1/union/api-reference/union-sdk/packages/union.configuration/page.md)
  - Directory
  - Classes
  - union.configuration.UnionAIPlugin
  - Methods
- [Union SDK > Packages > union.filesystems](https://www.union.ai/docs/v1/union/api-reference/union-sdk/packages/union.filesystems/page.md)
  - Directory
  - Classes
  - union.filesystems.AsyncUnionFS
  - Parameters
  - Properties
  - Methods
  - union.filesystems.AsyncUnionMetaFS
  - Parameters
  - Properties
  - Methods
- [Union SDK > Packages > union.map](https://www.union.ai/docs/v1/union/api-reference/union-sdk/packages/union.map/page.md)
  - Directory
  - Methods
  - Methods
- [Union SDK > Packages > union.remote](https://www.union.ai/docs/v1/union/api-reference/union-sdk/packages/union.remote/page.md)
  - Directory
  - Classes
  - union.remote.HuggingFaceModelInfo
  - Parameters
  - union.remote.ShardConfig
  - Parameters
  - union.remote.UnionRemote
  - Parameters
  - Properties
  - Methods
  - union.remote.VLLMShardArgs
  - Parameters
  - Methods
- [Union SDK > Packages > union.ucimage](https://www.union.ai/docs/v1/union/api-reference/union-sdk/packages/union.ucimage/page.md)
  - Directory
  - Classes
  - union.ucimage.UCImageSpecBuilder
  - Methods

---

## Community

- [Contributing docs and examples](https://www.union.ai/docs/v1/union/community/contributing-docs/page.md)
  - The combined Flyte and Union docs site
  - Versions
  - Common build infrastructure
  - Variants
  - Both Flyte and Union docs are open source
  > Section bundle (all pages): https://www.union.ai/docs/v1/union/community/contributing-docs/section.md
- [Contributing docs and examples > Quick start](https://www.union.ai/docs/v1/union/community/contributing-docs/quick-start/page.md)
  - Prerequisites
  - Clone the repository
  - Live preview
  - Distribution build
- [Contributing docs and examples > Variants](https://www.union.ai/docs/v1/union/community/contributing-docs/variants/page.md)
  - Variants at the whole-page level
  - Conditional rendering within a page
  - {{</* variant */>}}
  - {{</* key */>}}
  - Full example
  - Adding a new variant
  - Location
  - Creating a new variant
  - Testing the new variant
  - Building (just) the variant
- [Contributing docs and examples > Versions](https://www.union.ai/docs/v1/union/community/contributing-docs/versions/page.md)
  - Versions are branches
  - How to create an archive version
  - How to create an archive version
  - Publishing an archive version
- [Contributing docs and examples > Authoring](https://www.union.ai/docs/v1/union/community/contributing-docs/authoring/page.md)
  - Getting started
  - Target the right branch
  - Live preview
  - Pull Requests + Site Preview
  - Page Visibility
  - Page order
  - Page settings
  - Conditional Content
  - Warnings and Notices
  - Special Content Generation
  - Python Generated Content
  - Run on Union Instructions
  - Jupyter Notebooks
  - Mapped Keys (`{{</* key */>}}`)
  - Mermaid Graphs
- [Contributing docs and examples > Shortcodes](https://www.union.ai/docs/v1/union/community/contributing-docs/shortcodes/page.md)
  - How to specify a "shortcode"
  - Variants
  - Component Library
  - `{{</* audio */>}}`
  - `{{</* grid */>}}`
  - `{{</* variant */>}}`
  - `{{</* link-card */>}}`
  - `{{</* markdown */>}}`
  - `{{</* multiline */>}}`
  - `{{</* tabs */>}}` and `{{</* tab */>}}`
  - `{{</* key */>}}`
  - `{{</* download */>}}`
  - `{{</* docs_home */>}}`
  - `{{</* py_class_docsum */>}}`, `{{</* py_class_ref */>}}`, and `{{</* py_func_ref */>}}`
  - `{{</* icon name */>}}`
  - `{{</* code */>}}`
- [Contributing docs and examples > Redirects](https://www.union.ai/docs/v1/union/community/contributing-docs/redirects/page.md)
  - `docs.union.ai` redirects
  - `docs.flyte.org` redirects
- [Contributing docs and examples > API docs](https://www.union.ai/docs/v1/union/community/contributing-docs/api-docs/page.md)
  - API naming convention
  - Package Resource Resolution
  - Tips and Tricks
- [Contributing docs and examples > Publishing](https://www.union.ai/docs/v1/union/community/contributing-docs/publishing/page.md)
  - Requirements
  - Managing the Tutorial Pages
  - Building and running locally
  - Developer Experience
  - Controlling Development Environment
  - Changing 'variants'
  - Troubleshootting
  - Identifying Problems: Missing Content
  - Identifying Problems: Page Visibility
  - Building Production
  - Testing Production Build

---

## Architecture

- [Architecture](https://www.union.ai/docs/v1/union/architecture/page.md)
  - Control plane
  - Data plane
  - Worker nodes

---

## Platform deployment

- [BYOC deployment](https://www.union.ai/docs/v1/union/deployment/byoc/page.md)
- [BYOC deployment > Platform architecture](https://www.union.ai/docs/v1/union/deployment/byoc/platform-architecture/page.md)
  - Control plane
  - Data plane
  - Data plane nodes
  - Union.ai operator
  - Registry data
  - Execution data
  - Raw data
  - Literal data
  - Data privacy
- [BYOC deployment > Configuring your data plane](https://www.union.ai/docs/v1/union/deployment/byoc/configuring-your-data-plane/page.md)
  - Cloud provider
  - Multi-cluster
  - Account ID
  - Region
  - VPC
  - Data retention policy
  - Worker node groups
  - Node group name
  - Node type
  - Minimum
  - Maximum
  - Interruptible instances
  - Taints
  - Disk
  - Resources held back
  - Example specification
  - After deployment
  - Adjusting your configuration
- [BYOC deployment > Multi-cluster and multi-cloud](https://www.union.ai/docs/v1/union/deployment/byoc/multi-cluster/page.md)
  - Domain isolation
  - Project isolation
  - Data and metadata isolation
- [BYOC deployment > Data plane setup on AWS](https://www.union.ai/docs/v1/union/deployment/byoc/data-plane-setup-on-aws/page.md)
  - Setting permissions through CloudFormation
  - Click the Launch Stack button
  - Confirm the details
  - Share the role ARN
  - Updating permissions through CloudFormation
  - Update your CloudFormation template
  - Setting permissions manually
  - Prepare the policy documents
  - Create the role manually
  - Share the role ARN
  - Updating permissions manually
  - Setting up and managing your own VPC (optional)
  - Private EKS endpoint
  - Create additional roles for ECS
  - Attach a new IAM policy to the Union role
  - Configure VPC Endpoints
- [BYOC deployment > Data plane setup on GCP](https://www.union.ai/docs/v1/union/deployment/byoc/data-plane-setup-on-gcp/page.md)
  - Select or create a project
  - Ensure billing is linked
  - Create a workload identity pool and provider
  - In the GCP web console
  - On the command line using `gcloud`
  - Create a role for Union.ai admin
  - Create the Union.ai admin service account
  - In the GCP web console
  - On the command line using `gcloud`
  - Grant access for the Workflow Identity Pool to the Service Account
  - In the GCP web console
  - On the command line using `gcloud`
  - Enable services API
  - In the GCP web console
  - On the command line using `gcloud`
  - Setting up and managing your own VPC (optional)
  - Example VPC CIDR Block allocation
- [BYOC deployment > Data plane setup on Azure](https://www.union.ai/docs/v1/union/deployment/byoc/data-plane-setup-on-azure/page.md)
  - Selecting Azure tenant and subscription
  - Create a Microsoft Entra Application Registration
  - Create a Microsoft Entra ID Application for Union.ai Access
  - Create Microsoft Entra ID Applications for Union.ai cost allocation
  - (Recommended) Create a Microsoft Entra group for cluster administration
  - (Optional) Setting up and managing your own VNet
  - Required Union.ai VNet permissions
  - Required VNet properties
  - Example VPC CIDR Block allocation
  - Union.ai Maintenance Windows
- [BYOC deployment > Enabling AWS resources](https://www.union.ai/docs/v1/union/deployment/byoc/enabling-aws-resources/page.md)
  - Types of access
  - Infrastructure-level access
  - Task code access
  - Background
  - Enabling access
  - Creating a custom policy
  - Setting up global access
  - Setting up project-domain-scoped access
  - Create the IAM role
  - Configure the cluster to use the new IAM role
  > Section bundle (all pages): https://www.union.ai/docs/v1/union/deployment/byoc/enabling-aws-resources/section.md
- [BYOC deployment > Enabling AWS resources > Enabling AWS S3](https://www.union.ai/docs/v1/union/deployment/byoc/enabling-aws-resources/enabling-aws-s3/page.md)
  - Add permissions to your custom policy
  - Accessing S3 from your task code
- [BYOC deployment > Enabling AWS resources > Enabling AWS ECR](https://www.union.ai/docs/v1/union/deployment/byoc/enabling-aws-resources/enabling-aws-ecr/page.md)
  - Access to ECR in the same account is enabled by default
  - Enabling cross-account access to ECR
- [BYOC deployment > Enabling AWS resources > Enabling AWS Secrets Manager](https://www.union.ai/docs/v1/union/deployment/byoc/enabling-aws-resources/enabling-aws-secrets-manager/page.md)
  - Ensure that AWS Secrets Manager is enabled
  - Create your secrets
  - Get the secret ARN
  - Create a policy providing access to your secrets
  - Bind the policy to the User Flyte Role
  - Using AWS secrets in your task code
- [BYOC deployment > Enabling GCP resources](https://www.union.ai/docs/v1/union/deployment/byoc/enabling-gcp-resources/page.md)
  - Types of access
  - Infrastructure-level access
  - Task code access
  - Domain-scoped access
  - Globally-scoped access
  - Find the actual name of `<UserFlyteGSA>`
  > Section bundle (all pages): https://www.union.ai/docs/v1/union/deployment/byoc/enabling-gcp-resources/section.md
- [BYOC deployment > Enabling GCP resources > Enabling Google Cloud Storage](https://www.union.ai/docs/v1/union/deployment/byoc/enabling-gcp-resources/enabling-google-cloud-storage/page.md)
  - Grant `<UserFlyteGSA>` access to the bucket
- [BYOC deployment > Enabling GCP resources > Enabling Google Artifact Registry](https://www.union.ai/docs/v1/union/deployment/byoc/enabling-gcp-resources/enabling-google-artifact-registry/page.md)
  - Access to Artifact Registry in the same project is enabled by default
  - Enabling cross-project access to Artifact Registry
- [BYOC deployment > Enabling GCP resources > Enabling Google Secret Manager](https://www.union.ai/docs/v1/union/deployment/byoc/enabling-gcp-resources/enabling-google-secret-manager/page.md)
  - Create your secrets
  - Same-project secrets
  - Cross-project secrets
- [BYOC deployment > Enabling GCP resources > Enabling BigQuery](https://www.union.ai/docs/v1/union/deployment/byoc/enabling-gcp-resources/enabling-bigquery/page.md)
- [BYOC deployment > Enabling Azure resources](https://www.union.ai/docs/v1/union/deployment/byoc/enabling-azure-resources/page.md)
  - Types of access
  - Infrastructure-level access
  - Task code access
  - Domain-scoped access
  - Globally-scoped access
  > Section bundle (all pages): https://www.union.ai/docs/v1/union/deployment/byoc/enabling-azure-resources/section.md
- [BYOC deployment > Enabling Azure resources > Enabling Azure Blob Storage](https://www.union.ai/docs/v1/union/deployment/byoc/enabling-azure-resources/enabling-azure-blob-storage/page.md)
  - Providing permissions to Azure Blob Storage container
  - Union.ai-managed permissions
  - Manage permissions directly
- [BYOC deployment > Enabling Azure resources > Enabling Azure Container Registry (ACR)](https://www.union.ai/docs/v1/union/deployment/byoc/enabling-azure-resources/enabling-azure-container-registry/page.md)
  - Creating a container registry
  - Creating a container registry outside of Union.ai
  - Creating a Union.ai-managed container registry
  - Enable access to ACR in a different subscription within the same Azure tenant
  - Allow Union.ai to manage permissions
  - Manage permissions directly
  - Enable access to ACR in a different Azure tenant
  - References
- [BYOC deployment > Enabling Azure resources > Enabling Azure Key Vault](https://www.union.ai/docs/v1/union/deployment/byoc/enabling-azure-resources/enabling-azure-key-vault/page.md)
  - Providing permissions to Azure Key Vault
  - Accessing the secret within Union.ai
- [BYOC deployment > Single sign on setup](https://www.union.ai/docs/v1/union/deployment/byoc/single-sign-on-setup/page.md)
  - Google OpenID Connect
  - Microsoft Entra ID (formerly Azure AD)
  - Other identity providers
  > Section bundle (all pages): https://www.union.ai/docs/v1/union/deployment/byoc/single-sign-on-setup/section.md
- [BYOC deployment > Single sign on setup > Google OpenID Connect](https://www.union.ai/docs/v1/union/deployment/byoc/single-sign-on-setup/google-oidc/page.md)
  - Setting up OAuth 2.0
  - Obtain OAuth 2.0 credentials
  - Share the client ID and client secret securely with Union.ai
- [BYOC deployment > Single sign on setup > Microsoft Entra ID (formerly Azure AD)](https://www.union.ai/docs/v1/union/deployment/byoc/single-sign-on-setup/microsoft-entra-id/page.md)
  - Register an Entra ID application
  - Copy the values needed by the Union.ai team
  - Application (client) ID and directory (tenant) ID
  - Client secret
  - Share the client secret securely with Union.ai
  - Share the IDs with Union.ai
- [BYOC deployment > Single sign on setup > Other identity providers](https://www.union.ai/docs/v1/union/deployment/byoc/single-sign-on-setup/other-identity-providers/page.md)
  - Share the client secret securely with the Union.ai team
  - Share the application (client) ID with Union.ai
- [Self-managed deployment](https://www.union.ai/docs/v1/union/deployment/selfmanaged/page.md)
- [Self-managed deployment > Architecture](https://www.union.ai/docs/v1/union/deployment/selfmanaged/architecture/page.md)
  > Section bundle (all pages): https://www.union.ai/docs/v1/union/deployment/selfmanaged/architecture/section.md
- [Self-managed deployment > Architecture > Overview](https://www.union.ai/docs/v1/union/deployment/selfmanaged/architecture/overview/page.md)
  - Control plane
  - Data plane
  - Data plane nodes
  - Union.ai operator
  - Registry data
  - Execution data
  - Raw data
  - Literal data
  - Data privacy
- [Self-managed deployment > Architecture > Kubernetes Access Controls](https://www.union.ai/docs/v1/union/deployment/selfmanaged/architecture/kubernetes-rbac/page.md)
  - Roles
  - Role Permissions Summary
  - ClusterRole Permissions Summary
  - Service Access
  - `operator/operator-proxy`
  - `FlytePropeller/PropellerWebhook`
- [Self-managed deployment > Cluster recommendations](https://www.union.ai/docs/v1/union/deployment/selfmanaged/cluster-recommendations/page.md)
  - Kubernetes Versions
  - Networking Requirements
  - Node Pools
  - S3
  - Data Retention
  - IAM
  - EKS configuration
  - Secure access
  - Workers
  - Azure Key Vault
  - Node pools
- [Self-managed deployment > Data plane setup on generic Kubernetes](https://www.union.ai/docs/v1/union/deployment/selfmanaged/byok-data-plane-setup-on-generic/page.md)
  - Assumptions
  - Prerequisites
  - Deploy the Union.ai operator
- [Self-managed deployment > Data plane setup on GKE (GCP)](https://www.union.ai/docs/v1/union/deployment/selfmanaged/byok-data-plane-setup-on-gcp/page.md)
  - Assumptions
  - Prerequisites
  - Deploy the Union.ai operator
- [Self-managed deployment > Data plane setup on AWS](https://www.union.ai/docs/v1/union/deployment/selfmanaged/byok-data-plane-setup-on-aws/page.md)
  - Recommended Approach: CDK
  - [CDK setup](cdk/page.md)
  > Section bundle (all pages): https://www.union.ai/docs/v1/union/deployment/selfmanaged/byok-data-plane-setup-on-aws/section.md
- [Self-managed deployment > Data plane setup on AWS > Setup with AWS CDK](https://www.union.ai/docs/v1/union/deployment/selfmanaged/byok-data-plane-setup-on-aws/cdk/page.md)
  - Prerequisites
  - Installation
  - Store your credentials in AWS Secrets Manager
  - Create your CDK stack
  - Deploy
  - What gets provisioned
  - Using an existing S3 bucket
  - Additional configuration
- [Self-managed deployment > Data plane setup on AWS > Manual setup on AWS](https://www.union.ai/docs/v1/union/deployment/selfmanaged/byok-data-plane-setup-on-aws/manual/page.md)
  - Assumptions
  - Prerequisites
  - Deploy the Union.ai operator
- [Self-managed deployment > Data plane setup on Azure](https://www.union.ai/docs/v1/union/deployment/selfmanaged/byok-data-plane-setup-on-azure/page.md)
  - Assumptions
  - Prerequisites
  - Deploy the Union.ai operator
- [Self-managed deployment > Data plane setup on OCI](https://www.union.ai/docs/v1/union/deployment/selfmanaged/byok-data-plane-setup-on-oci/page.md)
  - Assumptions
  - Prerequisites
  - Deploy the Union.ai operator
- [Self-managed deployment > Advanced Configurations](https://www.union.ai/docs/v1/union/deployment/selfmanaged/configuration/page.md)
  > Section bundle (all pages): https://www.union.ai/docs/v1/union/deployment/selfmanaged/configuration/section.md
- [Self-managed deployment > Advanced Configurations > Helm Values](https://www.union.ai/docs/v1/union/deployment/selfmanaged/configuration/helm/page.md)
- [Self-managed deployment > Advanced Configurations > Configuring Service and Worker Node Pools](https://www.union.ai/docs/v1/union/deployment/selfmanaged/configuration/node-pools/page.md)
- [Self-managed deployment > Advanced Configurations > Code Viewer](https://www.union.ai/docs/v1/union/deployment/selfmanaged/configuration/code-viewer/page.md)
  - Enable CORS policy on your fast registration bucket
  - AWS S3 Console
  - Google GCS
  - Azure Storage
  - Troubleshooting
- [Self-managed deployment > Advanced Configurations > Image Builder](https://www.union.ai/docs/v1/union/deployment/selfmanaged/configuration/image-builder/page.md)
  - Requirements
  - Configuration
  - Authentication
  - AWS
  - Google Cloud Platform
  - Azure
  - Private registries
- [Self-managed deployment > Advanced Configurations > Multiple Clusters](https://www.union.ai/docs/v1/union/deployment/selfmanaged/configuration/multi-cluster/page.md)
  - Using cluster pools
  - project-domain-clusterPool mapping
  - project-domain-workflow-clusterPool mapping
  - Data sharing between cluster pools
- [Self-managed deployment > Advanced Configurations > Persistent logs](https://www.union.ai/docs/v1/union/deployment/selfmanaged/configuration/persistent-logs/page.md)
- [Self-managed deployment > Advanced Configurations > Secrets](https://www.union.ai/docs/v1/union/deployment/selfmanaged/configuration/union-secrets/page.md)
- [Managing Union with Terraform](https://www.union.ai/docs/v1/union/deployment/terraform/page.md)
  - Overview
  - Why use Terraform?
  - Getting Started
  - [Installation](installation/page.md)
  - [Resource Management](management/page.md)
  - [Security Best Practices](security/page.md)
  - Requirements
  > Section bundle (all pages): https://www.union.ai/docs/v1/union/deployment/terraform/section.md
- [Managing Union with Terraform > Installing the Union Terraform Provider](https://www.union.ai/docs/v1/union/deployment/terraform/installation/page.md)
  - Quick Start
  - Versioning
- [Managing Union with Terraform > Managing Union Resources with Terraform](https://www.union.ai/docs/v1/union/deployment/terraform/management/page.md)
  - Provider Configuration
  - Basic Configuration
  - Configuration Parameters
  - Authentication
  - 1. Provider Configuration
  - 2. Environment Variable
  - Generating an API Key
  - Available Resources
  - Projects
  - Users
  - Roles
  - Policies
  - API Keys
  - OAuth Applications
  - Access Assignments
  - Available Data Sources
  - Projects
  - Users
  - Roles
  - Policies
  - API Keys
  - Applications
  - Data Plane Information
  - Control Plane Information
  - Data Plane Listings
  - Best Practices
  - Use Variables for Sensitive Data
  - Organize Resources with Modules
  - Use Organization Restrictions
  - Version Control Your Configuration
  - Use Remote State
  - Example: Complete Setup
  - Additional Resources
  - Requirements
  - Support and Contributions
- [Managing Union with Terraform > Security Best Practices](https://www.union.ai/docs/v1/union/deployment/terraform/security/page.md)
  - Recommended Approaches
  - 1. Use Cloud Secret Managers
  - 2. Use HashiCorp Vault
  - 3. Use Environment Variables
  - 4. Use Terraform Variables with `.tfvars` Files
  - Additional Security Measures
  - Encrypt Terraform State
  - Use State Locking
  - Rotate API Keys Regularly
  - Restrict Provider Permissions
  - Use Separate API Keys per Environment
  - Security Checklist
  - CI/CD Pipeline Security
  - GitHub Actions
  - GitLab CI
  - Best Practices for CI/CD
  - Additional Resources
- [Data retention policy](https://www.union.ai/docs/v1/union/deployment/data-retention-policy/page.md)
  - Data categories
  - How policies are specified
  - Deletion of current versions
  - Deletion of non-current versions
  - Default policy
  - Attempting to access deleted data
  - Separate sets of policies per cluster
  - Data retention and task caching