# Union.ai Serverless 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/serverless/llms-full.txt
> Site: https://www.union.ai/docs/v1/serverless

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/serverless/user-guide/introduction/page.md)
  - Flyte
  - {{< key product_name >}} Serverless
  - {{< key product_name >}} BYOC
  - {{< key product_name >}} Self-managed
- [Getting started](https://www.union.ai/docs/v1/serverless/user-guide/getting-started/page.md)
  - Sign up for {{< key product_name >}} Serverless
  - Run your first workflow
- [Getting started > Local setup](https://www.union.ai/docs/v1/serverless/user-guide/getting-started/local-setup/page.md)
  - Install `uv`
  - Ensure the correct version of Python is installed
  - Install the `{{< key cli >}}` CLI
  - Configure the connection to your cluster
  - Check your CLI configuration
- [Getting started > First project](https://www.union.ai/docs/v1/serverless/user-guide/getting-started/first-project/page.md)
  - Create a new {{< key product_name >}} project
  - Initialize a local project
- [Getting started > Understanding the code](https://www.union.ai/docs/v1/serverless/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/serverless/user-guide/getting-started/running-your-workflow/page.md)
  - Python virtual environment
  - Run the code locally
  - Running remotely on {{< key product_name >}} in the cloud
  - Register the workflow without running
  - Run the workflow from the {{< key product_name >}} interface
  - View the workflow execution on {{< key product_name >}}
- [Core concepts](https://www.union.ai/docs/v1/serverless/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 `{{< key cli >}}` or `{{< key ctl >}}`
  - Registering in Python with `{{< key kit_remote >}}`
  - 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 `{{< key ctl >}}`
  - Inspecting tasks on the command line with `{{< key ctl >}}`
  - Inspecting tasks and workflows in Python with `{{< key kit_remote >}}`
  - Running tasks and workflows
  - Running a task or workflow in the UI
  - Running a task or workflow locally on the command line with `{{< key cli >}}` or `python`
  - Running a task or workflow remotely on the command line with `{{< key cli >}}`
  - Running a task or workflow remotely in Python with `{{< key kit_remote >}}`
- [Core concepts > Workflows](https://www.union.ai/docs/v1/serverless/user-guide/core-concepts/workflows/page.md)
- [Core concepts > Workflows > Standard workflows](https://www.union.ai/docs/v1/serverless/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/serverless/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/serverless/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/serverless/user-guide/core-concepts/workflows/imperative-workflows/page.md)
  - Example
- [Core concepts > Workflows > Launching workflows](https://www.union.ai/docs/v1/serverless/user-guide/core-concepts/workflows/launching-workflows/page.md)
- [Core concepts > Workflows > Viewing workflows](https://www.union.ai/docs/v1/serverless/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/serverless/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/serverless/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
- [Core concepts > Tasks > Page](https://www.union.ai/docs/v1/serverless/user-guide/core-concepts/tasks/map-tasks/page.md)
  - Map tasks
- [Core concepts > Tasks > Other task types](https://www.union.ai/docs/v1/serverless/user-guide/core-concepts/tasks/task-types/page.md)
  - PythonFunctionTask
  - ContainerTask
  - Shell tasks
  - Example
  - Specialized plugin task classes and configs
  - @{{< key kit_as >}}.task parameters
- [Core concepts > Tasks > Task parameters](https://www.union.ai/docs/v1/serverless/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/serverless/user-guide/core-concepts/tasks/launching-tasks/page.md)
- [Core concepts > Tasks > Viewing tasks](https://www.union.ai/docs/v1/serverless/user-guide/core-concepts/tasks/viewing-tasks/page.md)
  - Tasks list
  - Task view
  - Task versions list
- [Core concepts > Tasks > Viewing logs](https://www.union.ai/docs/v1/serverless/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/serverless/user-guide/core-concepts/tasks/reference-tasks/page.md)
  - Example
- [Core concepts > Tasks > Task hardware environment](https://www.union.ai/docs/v1/serverless/user-guide/core-concepts/tasks/task-hardware-environment/page.md)
  - Customizing task resources
  - Accelerators
  - Task-level monitoring
- [Core concepts > Tasks > Task hardware environment > Customizing task resources](https://www.union.ai/docs/v1/serverless/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/serverless/user-guide/core-concepts/tasks/task-hardware-environment/accelerators/page.md)
  - NVIDIA T4 Tensor Core GPU
  - NVIDIA L4 Tensor Core GPU
  - NVIDIA A100 GPU
- [Core concepts > Tasks > Task hardware environment > Retries and timeouts](https://www.union.ai/docs/v1/serverless/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 > Task-level monitoring](https://www.union.ai/docs/v1/serverless/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/serverless/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 `{{< key kit_remote >}}`
  - Results of registration
  - Changing a launch plan
- [Core concepts > Launch plans > Defining launch plans](https://www.union.ai/docs/v1/serverless/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/serverless/user-guide/core-concepts/launch-plans/viewing-launch-plans/page.md)
  - Viewing launch plans in the UI
  - Viewing launch plans in Python with `{{< key kit_remote >}}`
- [Core concepts > Launch plans > Notifications](https://www.union.ai/docs/v1/serverless/user-guide/core-concepts/launch-plans/notifications/page.md)
- [Core concepts > Launch plans > Schedules](https://www.union.ai/docs/v1/serverless/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/serverless/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 in Python with `{{< key kit_remote >}}`
- [Core concepts > Launch plans > Running launch plans](https://www.union.ai/docs/v1/serverless/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 `{{< key kit_remote >}}`
  - Sub-launch plans
- [Core concepts > Launch plans > Reference launch plans](https://www.union.ai/docs/v1/serverless/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/serverless/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/serverless/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/serverless/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/serverless/user-guide/core-concepts/actors/page.md)
  - `ActorEnvironment` parameters
  - Caching on Actor Replicas
  - When to Use `@actor_cache`
- [Core concepts > Actors > Actors and regular tasks](https://www.union.ai/docs/v1/serverless/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/serverless/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/serverless/user-guide/core-concepts/artifacts/page.md)
  - Versioning
  - Partitions
  - Queries
  - Lineage
- [Core concepts > Artifacts > Declaring artifacts](https://www.union.ai/docs/v1/serverless/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/serverless/user-guide/core-concepts/artifacts/materializing-artifacts/page.md)
- [Core concepts > Artifacts > Consuming artifacts in workflows](https://www.union.ai/docs/v1/serverless/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/serverless/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/serverless/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/serverless/user-guide/core-concepts/serving/page.md)
  - Example app
  - App declaration
  - Deploy the app
  - Viewing deployed apps
  - Stopping apps
- [Core concepts > App Serving > Serving custom code](https://www.union.ai/docs/v1/serverless/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/serverless/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/serverless/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/serverless/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/serverless/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/serverless/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/serverless/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
  - 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/serverless/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/serverless/user-guide/core-concepts/named-outputs/page.md)
- [Core concepts > ImageSpec](https://www.union.ai/docs/v1/serverless/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/serverless/user-guide/development-cycle/page.md)
- [Development cycle > Project structure](https://www.union.ai/docs/v1/serverless/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/serverless/user-guide/development-cycle/projects-and-domains/page.md)
  - Projects
  - Domains
  - When to use different {{< key product_name >}} 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/serverless/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/serverless/user-guide/development-cycle/setting-up-a-project/page.md)
  - Terminology
  - Create a {{< key product_name >}} project
  - Creating a local production project directory using `{{< key cli >}} init`
  - Directory structure
- [Development cycle > Local dependencies](https://www.union.ai/docs/v1/serverless/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/serverless/user-guide/development-cycle/image-spec/page.md)
  - {{< key product_name >}} cloud image builder {#cloud-image-builder}
- [Development cycle > Running your code](https://www.union.ai/docs/v1/serverless/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 `{{< key cli >}} run` {#running-a-script-in-local-python}
  - Running a script on {{< key product_name >}} with `{{< key cli >}} run --remote`
  - Running tasks through {{< key ctl >}}
  - 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 {{< key ctl >}}
  - Running launchplans through {{< key ctl >}}
  - 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 {{< key product_name >}} with `{{< key cli >}} register`
  - Fast registration
  - Inspecting executions
  - Deploying your code to production
  - Package your code with `{{< key cli >}} package`
  - Register the package with `{{< key ctl >}} register`
  - Using {{< key cli >}} register versus {{< key cli >}} package + {{< key ctl >}} 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/serverless/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/serverless/user-guide/development-cycle/run-details/page.md)
  - Passing parameters
  - Why `{{< key cli >}} run` rather than `python`?
- [Development cycle > Debugging with interactive tasks](https://www.union.ai/docs/v1/serverless/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/serverless/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/serverless/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/serverless/user-guide/development-cycle/accessing-aws-s3/page.md)
  - Creating secrets on {{< key product_name >}}
  - Using secrets in a task
  - Conclusion
- [Development cycle > Task resource validation](https://www.union.ai/docs/v1/serverless/user-guide/development-cycle/task-resource-validation/page.md)
- [Development cycle > Jupyter notebooks](https://www.union.ai/docs/v1/serverless/user-guide/development-cycle/jupyter-notebooks/page.md)
  - Write your workflows and tasks in cells
  - Enable the notebook to register workflows to {{< key product_name >}}
- [Development cycle > Decks](https://www.union.ai/docs/v1/serverless/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 > {{< key kit_remote >}}](https://www.union.ai/docs/v1/serverless/user-guide/development-cycle/remote-management/page.md)
  - Creating a `{{< key kit_remote >}}` object
- [Development cycle > {{< key kit_remote >}} > {{< key kit_remote >}} examples](https://www.union.ai/docs/v1/serverless/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 {{< key kit_remote >}} with a new version
  - Launch workflow via {{< key kit_remote >}}
  - Launch launchplan via {{< key kit_remote >}}
  - Inspecting executions
- [Data input/output](https://www.union.ai/docs/v1/serverless/user-guide/data-input-output/page.md)
- [Data input/output > FlyteFile and FlyteDirectory](https://www.union.ai/docs/v1/serverless/user-guide/data-input-output/flyte-file-and-flyte-directory/page.md)
  - 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/serverless/user-guide/data-input-output/downloading-with-ff-and-fd/page.md)
  - FlyteFile
  - FlyteDirectory
- [Data input/output > Accessing attributes](https://www.union.ai/docs/v1/serverless/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/serverless/user-guide/data-input-output/dataclass/page.md)
  - Python types
  - {{< key product_name >}} types
- [Data input/output > Enum type](https://www.union.ai/docs/v1/serverless/user-guide/data-input-output/enum/page.md)
- [Data input/output > Pickle type](https://www.union.ai/docs/v1/serverless/user-guide/data-input-output/pickle/page.md)
- [Data input/output > Pydantic BaseModel](https://www.union.ai/docs/v1/serverless/user-guide/data-input-output/pydantic/page.md)
  - Python types
  - {{< key product_name >}} types
- [Data input/output > PyTorch type](https://www.union.ai/docs/v1/serverless/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/serverless/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/serverless/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/serverless/user-guide/administration/page.md)
- [Administration > Resources](https://www.union.ai/docs/v1/serverless/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
  - Information displayed
  - Examples
- [Programming](https://www.union.ai/docs/v1/serverless/user-guide/programming/page.md)
- [Programming > Chaining Entities](https://www.union.ai/docs/v1/serverless/user-guide/programming/chaining-entities/page.md)
  - Tasks
  - Subworkflows
- [Programming > Conditionals](https://www.union.ai/docs/v1/serverless/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/serverless/user-guide/programming/decorating_tasks/page.md)
  - Using a single decorator
  - Stacking multiple decorators
  - Run the example on {{< key product_name >}}
- [Programming > Decorating workflows](https://www.union.ai/docs/v1/serverless/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/serverless/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/serverless/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/serverless/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/serverless/user-guide/programming/failure-node/page.md)

---

## Tutorials

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

---

## Integrations

- [Integrations](https://www.union.ai/docs/v1/serverless/integrations/page.md)
  - Connectors

---

## Reference

- [LLM context documents](https://www.union.ai/docs/v1/serverless/api-reference/flyte-context/page.md)
- [{{< key cli_name >}} CLI](https://www.union.ai/docs/v1/serverless/api-reference/union-cli/page.md)
  - Installation
  - Configure the `{{< key cli >}}` CLI
  - Overriding the configuration file location
  - `{{< key cli >}}` CLI configuration search path
  - `{{< key cli >}}` 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/serverless/api-reference/uctl-cli/page.md)
  - Installation
  - macOS
  - Linux
  - Windows
  - Configuration
  - Options
  - Commands
  - Entities
- [Uctl CLI > uctl](https://www.union.ai/docs/v1/serverless/api-reference/uctl-cli/uctl/page.md)
  - Synopsis
  - Options
- [Uctl CLI > uctl version](https://www.union.ai/docs/v1/serverless/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/serverless/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/serverless/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/serverless/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/serverless/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/serverless/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/serverless/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/serverless/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/serverless/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/serverless/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/serverless/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/serverless/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/serverless/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/serverless/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/serverless/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/serverless/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/serverless/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/serverless/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/serverless/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/serverless/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/serverless/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/serverless/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/serverless/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/serverless/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/serverless/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/serverless/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/serverless/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/serverless/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/serverless/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/serverless/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/serverless/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/serverless/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/serverless/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/serverless/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/serverless/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/serverless/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/serverless/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/serverless/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/serverless/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/serverless/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/serverless/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/serverless/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/serverless/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/serverless/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/serverless/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/serverless/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/serverless/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/serverless/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/serverless/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/serverless/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/serverless/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/serverless/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/serverless/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/serverless/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/serverless/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/serverless/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/serverless/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/serverless/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/serverless/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/serverless/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/serverless/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/serverless/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/serverless/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/serverless/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/serverless/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/serverless/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/serverless/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/serverless/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/serverless/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/serverless/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/serverless/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/serverless/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/serverless/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/serverless/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/serverless/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/serverless/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/serverless/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/serverless/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/serverless/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/serverless/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/serverless/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/serverless/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/serverless/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/serverless/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/serverless/api-reference/flytekit-sdk/page.md)
  - Developing on Flyte
  - Developing on Union
- [Flytekit SDK > Classes](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/classes/page.md)
- [Flytekit SDK > Packages](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/page.md)
- [Flytekit SDK > Packages > flytekit](https://www.union.ai/docs/v1/serverless/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/serverless/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/serverless/api-reference/flytekit-sdk/packages/flytekit.clients.auth_helper/page.md)
  - Directory
  - Classes
  - Methods
  - Methods
  - flytekit.clients.auth_helper.AuthenticationHTTPAdapter
  - Methods
  - flytekit.clients.auth_helper.RemoteClientConfigStore
  - Methods
- [Flytekit SDK > Packages > flytekit.clients.auth.auth_client](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.clients.auth.auth_client/page.md)
  - Directory
  - Classes
  - flytekit.clients.auth.auth_client.AuthorizationClient
  - Methods
  - flytekit.clients.auth.auth_client.AuthorizationCode
  - Properties
  - flytekit.clients.auth.auth_client.EndpointMetadata
  - flytekit.clients.auth.auth_client.OAuthCallbackHandler
  - Methods
  - flytekit.clients.auth.auth_client.OAuthHTTPServer
  - Properties
  - Methods
- [Flytekit SDK > Packages > flytekit.clients.auth.authenticator](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.clients.auth.authenticator/page.md)
  - Directory
  - Classes
  - flytekit.clients.auth.authenticator.Authenticator
  - Methods
  - flytekit.clients.auth.authenticator.ClientConfig
  - flytekit.clients.auth.authenticator.ClientConfigStore
  - Methods
  - flytekit.clients.auth.authenticator.ClientCredentialsAuthenticator
  - Methods
  - flytekit.clients.auth.authenticator.CommandAuthenticator
  - Methods
  - flytekit.clients.auth.authenticator.DeviceCodeAuthenticator
  - Methods
  - flytekit.clients.auth.authenticator.PKCEAuthenticator
  - Methods
  - flytekit.clients.auth.authenticator.StaticClientConfigStore
  - Methods
- [Flytekit SDK > Packages > flytekit.clients.auth.default_html](https://www.union.ai/docs/v1/serverless/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/serverless/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/serverless/api-reference/flytekit-sdk/packages/flytekit.clients.auth.keyring/page.md)
  - Directory
  - Classes
  - flytekit.clients.auth.keyring.Credentials
  - flytekit.clients.auth.keyring.KeyringStore
  - Methods
- [Flytekit SDK > Packages > flytekit.clients.auth.token_client](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.clients.auth.token_client/page.md)
  - Directory
  - Classes
  - Methods
  - Variables
  - Methods
  - flytekit.clients.auth.token_client.DeviceCodeResponse
  - Methods
  - flytekit.clients.auth.token_client.GrantType
- [Flytekit SDK > Packages > flytekit.clients.friendly](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.clients.friendly/page.md)
  - Directory
  - Classes
  - Variables
  - flytekit.clients.friendly.SynchronousFlyteClient
  - Properties
  - Methods
- [Flytekit SDK > Packages > flytekit.clients.grpc_utils.auth_interceptor](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.clients.grpc_utils.auth_interceptor/page.md)
  - Directory
  - Classes
  - flytekit.clients.grpc_utils.auth_interceptor.AuthUnaryInterceptor
  - Properties
  - Methods
- [Flytekit SDK > Packages > flytekit.clients.grpc_utils.default_metadata_interceptor](https://www.union.ai/docs/v1/serverless/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/serverless/api-reference/flytekit-sdk/packages/flytekit.clients.grpc_utils.wrap_exception_interceptor/page.md)
  - Directory
  - Classes
  - flytekit.clients.grpc_utils.wrap_exception_interceptor.RetryExceptionWrapperInterceptor
  - Methods
- [Flytekit SDK > Packages > flytekit.clients.helpers](https://www.union.ai/docs/v1/serverless/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/serverless/api-reference/flytekit-sdk/packages/flytekit.clients.raw/page.md)
  - Directory
  - Classes
  - flytekit.clients.raw.RawSynchronousFlyteClient
  - Properties
  - Methods
- [Flytekit SDK > Packages > flytekit.clis.helpers](https://www.union.ai/docs/v1/serverless/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/serverless/api-reference/flytekit-sdk/packages/flytekit.clis.sdk_in_container.backfill/page.md)
  - Directory
  - Methods
  - Methods
- [Flytekit SDK > Packages > flytekit.clis.sdk_in_container.constants](https://www.union.ai/docs/v1/serverless/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/serverless/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/serverless/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/serverless/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/serverless/api-reference/flytekit-sdk/packages/flytekit.clis.sdk_in_container.package/page.md)
  - Directory
  - Variables
- [Flytekit SDK > Packages > flytekit.clis.sdk_in_container.serialize](https://www.union.ai/docs/v1/serverless/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/serverless/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/serverless/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
  - Properties
  - Methods
  - flytekit.clis.sdk_in_container.utils.PyFlyteParams
  - Methods
- [Flytekit SDK > Packages > flytekit.clis.version](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.clis.version/page.md)
  - Directory
  - Variables
- [Flytekit SDK > Packages > flytekit.configuration](https://www.union.ai/docs/v1/serverless/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
  - Methods
  - flytekit.configuration.Config
  - Methods
  - flytekit.configuration.DataConfig
  - Methods
  - flytekit.configuration.EntrypointSettings
  - Methods
  - flytekit.configuration.FastSerializationSettings
  - Methods
  - flytekit.configuration.GCSConfig
  - Methods
  - flytekit.configuration.GenericPersistenceConfig
  - Methods
  - flytekit.configuration.Image
  - Properties
  - Methods
  - flytekit.configuration.ImageConfig
  - Methods
  - flytekit.configuration.LocalConfig
  - Methods
  - flytekit.configuration.PlatformConfig
  - Methods
  - flytekit.configuration.S3Config
  - Methods
  - flytekit.configuration.SecretsConfig
  - Methods
  - flytekit.configuration.SerializationSettings
  - Properties
  - Methods
  - flytekit.configuration.StatsConfig
  - Methods
  - flytekit.configuration.TaskConfig
  - Methods
- [Flytekit SDK > Packages > flytekit.configuration.default_images](https://www.union.ai/docs/v1/serverless/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/serverless/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/serverless/api-reference/flytekit-sdk/packages/flytekit.configuration.file/page.md)
  - Directory
  - Classes
  - Methods
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  - Methods
  - flytekit.configuration.file.ConfigEntry
  - Methods
  - flytekit.configuration.file.ConfigFile
  - Properties
  - Methods
  - flytekit.configuration.file.LegacyConfigEntry
  - Methods
  - flytekit.configuration.file.YamlConfigEntry
  - Methods
- [Flytekit SDK > Packages > flytekit.configuration.internal](https://www.union.ai/docs/v1/serverless/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/serverless/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/serverless/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/serverless/api-reference/flytekit-sdk/packages/flytekit.core.annotation/page.md)
  - Directory
  - Classes
  - flytekit.core.annotation.FlyteAnnotation
  - Properties
- [Flytekit SDK > Packages > flytekit.core.array_node](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.core.array_node/page.md)
  - Directory
  - Classes
  - Methods
  - Variables
  - Methods
  - flytekit.core.array_node.ArrayNode
  - Properties
  - Methods
- [Flytekit SDK > Packages > flytekit.core.array_node_map_task](https://www.union.ai/docs/v1/serverless/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
  - Properties
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  - flytekit.core.array_node_map_task.ArrayNodeMapTaskResolver
  - Properties
  - Methods
- [Flytekit SDK > Packages > flytekit.core.artifact](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.core.artifact/page.md)
  - Directory
  - Classes
  - Protocols
  - Variables
  - flytekit.core.artifact.Artifact
  - Properties
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  - flytekit.core.artifact.ArtifactIDSpecification
  - Methods
  - flytekit.core.artifact.ArtifactQuery
  - Properties
  - Methods
  - flytekit.core.artifact.ArtifactSerializationHandler
  - Methods
  - flytekit.core.artifact.DefaultArtifactSerializationHandler
  - Methods
  - flytekit.core.artifact.InputsBase
  - flytekit.core.artifact.Partition
  - flytekit.core.artifact.Partitions
  - Properties
  - Methods
  - flytekit.core.artifact.Serializer
  - Methods
  - flytekit.core.artifact.TimePartition
  - Methods
- [Flytekit SDK > Packages > flytekit.core.artifact_utils](https://www.union.ai/docs/v1/serverless/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/serverless/api-reference/flytekit-sdk/packages/flytekit.core.base_sql_task/page.md)
  - Directory
  - Classes
  - Variables
  - flytekit.core.base_sql_task.SQLTask
  - Properties
  - Methods
- [Flytekit SDK > Packages > flytekit.core.base_task](https://www.union.ai/docs/v1/serverless/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
  - Properties
  - Methods
  - flytekit.core.base_task.Task
  - Properties
  - Methods
  - flytekit.core.base_task.TaskMetadata
  - Properties
  - Methods
  - flytekit.core.base_task.TaskResolverMixin
  - Properties
  - Methods
- [Flytekit SDK > Packages > flytekit.core.cache](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.core.cache/page.md)
  - Directory
  - Classes
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- [Flytekit SDK > Packages > flytekit.core.constants](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.core.constants/page.md)
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- [Flytekit SDK > Packages > flytekit.core.data_persistence](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.core.data_persistence/page.md)
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- [Flytekit SDK > Packages > flytekit.core.python_auto_container](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.core.python_auto_container/page.md)
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- [Flytekit SDK > Packages > flytekit.core.python_customized_container_task](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.core.python_customized_container_task/page.md)
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- [Flytekit SDK > Packages > flytekit.core.python_function_task](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.core.python_function_task/page.md)
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- [Flytekit SDK > Packages > flytekit.core.reference](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.core.reference/page.md)
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- [Flytekit SDK > Packages > flytekit.core.reference_entity](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.core.reference_entity/page.md)
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- [Flytekit SDK > Packages > flytekit.core.resources](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.core.resources/page.md)
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- [Flytekit SDK > Packages > flytekit.core.testing](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.core.testing/page.md)
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- [Flytekit SDK > Packages > flytekit.core.tracker](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.core.tracker/page.md)
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- [Flytekit SDK > Packages > flytekit.core.type_helpers](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.core.type_helpers/page.md)
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- [Flytekit SDK > Packages > flytekit.core.workflow](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.core.workflow/page.md)
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- [Flytekit SDK > Packages > flytekit.exceptions.base](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.exceptions.base/page.md)
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- [Flytekit SDK > Packages > flytekit.exceptions.utils](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.exceptions.utils/page.md)
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- [Flytekit SDK > Packages > flytekit.extend.backend.base_connector](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.extend.backend.base_connector/page.md)
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  - flytekit.extend.backend.base_connector.SyncConnectorExecutorMixin
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- [Flytekit SDK > Packages > flytekit.extend.backend.connector_service](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.extend.backend.connector_service/page.md)
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  - flytekit.extend.backend.connector_service.AsyncConnectorService
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  - Methods
- [Flytekit SDK > Packages > flytekit.extend.backend.utils](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.extend.backend.utils/page.md)
  - Directory
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- [Flytekit SDK > Packages > flytekit.extras.accelerators](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.extras.accelerators/page.md)
  - Specifying Accelerators
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  - Directory
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  - Properties
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- [Flytekit SDK > Packages > flytekit.extras.cloud_pickle_resolver](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.extras.cloud_pickle_resolver/page.md)
  - Directory
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- [Flytekit SDK > Packages > flytekit.extras.pydantic_transformer.transformer](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.extras.pydantic_transformer.transformer/page.md)
  - Directory
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  - flytekit.extras.pydantic_transformer.transformer.PydanticTransformer
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- [Flytekit SDK > Packages > flytekit.extras.pytorch.checkpoint](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.extras.pytorch.checkpoint/page.md)
  - Directory
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  - flytekit.extras.pytorch.checkpoint.IsDataclass
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- [Flytekit SDK > Packages > flytekit.extras.pytorch.native](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.extras.pytorch.native/page.md)
  - Directory
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- [Flytekit SDK > Packages > flytekit.extras.sklearn.native](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.extras.sklearn.native/page.md)
  - Directory
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- [Flytekit SDK > Packages > flytekit.extras.sqlite3.task](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.extras.sqlite3.task/page.md)
  - Directory
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  - flytekit.extras.sqlite3.task.SQLite3Config
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  - Properties
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- [Flytekit SDK > Packages > flytekit.extras.tasks.shell](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.extras.tasks.shell/page.md)
  - Directory
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- [Flytekit SDK > Packages > flytekit.extras.tensorflow.model](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.extras.tensorflow.model/page.md)
  - Directory
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  - flytekit.extras.tensorflow.model.TensorFlowModelTransformer
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- [Flytekit SDK > Packages > flytekit.extras.tensorflow.record](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.extras.tensorflow.record/page.md)
  - Directory
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  - flytekit.extras.tensorflow.record.TFRecordDatasetConfig
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- [Flytekit SDK > Packages > flytekit.extras.webhook](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.extras.webhook/page.md)
  - Directory
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  - flytekit.extras.webhook.WebhookConnector
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  - Properties
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- [Flytekit SDK > Packages > flytekit.extras.webhook.connector](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.extras.webhook.connector/page.md)
  - Directory
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- [Flytekit SDK > Packages > flytekit.extras.webhook.constants](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.extras.webhook.constants/page.md)
  - Directory
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- [Flytekit SDK > Packages > flytekit.extras.webhook.task](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.extras.webhook.task/page.md)
  - Directory
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- [Flytekit SDK > Packages > flytekit.image_spec.default_builder](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.image_spec.default_builder/page.md)
  - Directory
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  - flytekit.image_spec.default_builder.DefaultImageBuilder
  - Methods
- [Flytekit SDK > Packages > flytekit.image_spec.image_spec](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.image_spec.image_spec/page.md)
  - Directory
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  - flytekit.image_spec.image_spec.ImageBuildEngine
  - Methods
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  - flytekit.image_spec.image_spec.ImageSpecBuilder
  - Methods
- [Flytekit SDK > Packages > flytekit.image_spec.noop_builder](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.image_spec.noop_builder/page.md)
  - Directory
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- [Flytekit SDK > Packages > flytekit.interaction.click_types](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.interaction.click_types/page.md)
  - Directory
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  - flytekit.interaction.click_types.DateTimeType
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  - Properties
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  - Methods
  - flytekit.interaction.click_types.StructuredDatasetParamType
  - Methods
  - flytekit.interaction.click_types.UnionParamType
  - Properties
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- [Flytekit SDK > Packages > flytekit.interaction.parse_stdin](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.interaction.parse_stdin/page.md)
  - Directory
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  - Methods
- [Flytekit SDK > Packages > flytekit.interaction.rich_utils](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.interaction.rich_utils/page.md)
  - Directory
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  - flytekit.interaction.rich_utils.RichCallback
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- [Flytekit SDK > Packages > flytekit.interaction.string_literals](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.interaction.string_literals/page.md)
  - Directory
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  - Methods
- [Flytekit SDK > Packages > flytekit.interactive](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.interactive/page.md)
  - Directory
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- [Flytekit SDK > Packages > flytekit.interactive.constants](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.interactive.constants/page.md)
  - Directory
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- [Flytekit SDK > Packages > flytekit.interactive.utils](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.interactive.utils/page.md)
  - Directory
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  - Methods
- [Flytekit SDK > Packages > flytekit.interactive.vscode_lib.config](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.interactive.vscode_lib.config/page.md)
  - Directory
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  - flytekit.interactive.vscode_lib.config.VscodeConfig
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- [Flytekit SDK > Packages > flytekit.interactive.vscode_lib.decorator](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.interactive.vscode_lib.decorator/page.md)
  - Directory
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  - flytekit.interactive.vscode_lib.decorator.vscode
  - Methods
- [Flytekit SDK > Packages > flytekit.interactive.vscode_lib.vscode_constants](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.interactive.vscode_lib.vscode_constants/page.md)
  - Directory
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- [Flytekit SDK > Packages > flytekit.interfaces.cli_identifiers](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.interfaces.cli_identifiers/page.md)
  - Directory
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  - flytekit.interfaces.cli_identifiers.Identifier
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  - flytekit.interfaces.cli_identifiers.TaskExecutionIdentifier
  - Properties
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  - Properties
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- [Flytekit SDK > Packages > flytekit.interfaces.random](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.interfaces.random/page.md)
  - Directory
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  - Methods
- [Flytekit SDK > Packages > flytekit.interfaces.stats.client](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.interfaces.stats.client/page.md)
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  - flytekit.interfaces.stats.client.DummyStatsClient
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  - Methods
- [Flytekit SDK > Packages > flytekit.interfaces.stats.taggable](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.interfaces.stats.taggable/page.md)
  - Directory
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  - flytekit.interfaces.stats.taggable.TaggableStats
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- [Flytekit SDK > Packages > flytekit.lazy_import.lazy_module](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.lazy_import.lazy_module/page.md)
  - Directory
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- [Flytekit SDK > Packages > flytekit.loggers](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.loggers/page.md)
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- [Flytekit SDK > Packages > flytekit.models.admin.common](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.models.admin.common/page.md)
  - Directory
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  - flytekit.models.admin.common.Sort
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- [Flytekit SDK > Packages > flytekit.models.admin.task_execution](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.models.admin.task_execution/page.md)
  - Directory
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  - flytekit.models.admin.task_execution.TaskExecution
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  - flytekit.models.admin.task_execution.TaskExecutionClosure
  - Properties
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- [Flytekit SDK > Packages > flytekit.models.admin.workflow](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.models.admin.workflow/page.md)
  - Directory
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  - flytekit.models.admin.workflow.Workflow
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  - flytekit.models.admin.workflow.WorkflowClosure
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  - Properties
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- [Flytekit SDK > Packages > flytekit.models.annotation](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.models.annotation/page.md)
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- [Flytekit SDK > Packages > flytekit.models.array_job](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.models.array_job/page.md)
  - Directory
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  - flytekit.models.array_job.ArrayJob
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- [Flytekit SDK > Packages > flytekit.models.common](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.models.common/page.md)
  - Directory
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  - flytekit.models.common.Annotations
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  - Properties
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  - Properties
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  - flytekit.models.common.NamedEntityIdentifier
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  - Properties
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  - flytekit.models.common.PagerDutyNotification
  - Properties
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  - Properties
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  - Properties
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  - Properties
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- [Flytekit SDK > Packages > flytekit.models.concurrency](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.models.concurrency/page.md)
  - Directory
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  - flytekit.models.concurrency.ConcurrencyLimitBehavior
  - Methods
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- [Flytekit SDK > Packages > flytekit.models.core.catalog](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.models.core.catalog/page.md)
  - Directory
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  - flytekit.models.core.catalog.CatalogArtifactTag
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- [Flytekit SDK > Packages > flytekit.models.core.compiler](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.models.core.compiler/page.md)
  - Directory
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  - flytekit.models.core.compiler.CompiledTask
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  - Properties
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  - flytekit.models.core.compiler.ConnectionSet
  - Properties
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- [Flytekit SDK > Packages > flytekit.models.core.condition](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.models.core.condition/page.md)
  - Directory
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  - flytekit.models.core.condition.BooleanExpression
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  - Properties
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  - Properties
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  - flytekit.models.core.condition.Operand
  - Properties
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- [Flytekit SDK > Packages > flytekit.models.core.errors](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.models.core.errors/page.md)
  - Directory
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  - flytekit.models.core.errors.ContainerError
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  - flytekit.models.core.errors.ErrorDocument
  - Properties
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- [Flytekit SDK > Packages > flytekit.models.core.execution](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.models.core.execution/page.md)
  - Directory
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  - flytekit.models.core.execution.ExecutionError
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  - Methods
  - flytekit.models.core.execution.TaskLog
  - Properties
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  - flytekit.models.core.execution.WorkflowExecutionPhase
  - Methods
- [Flytekit SDK > Packages > flytekit.models.core.identifier](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.models.core.identifier/page.md)
  - Directory
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  - flytekit.models.core.identifier.Identifier
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  - flytekit.models.core.identifier.NodeExecutionIdentifier
  - Properties
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  - flytekit.models.core.identifier.ResourceType
  - flytekit.models.core.identifier.SignalIdentifier
  - Properties
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  - flytekit.models.core.identifier.TaskExecutionIdentifier
  - Properties
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  - flytekit.models.core.identifier.WorkflowExecutionIdentifier
  - Properties
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- [Flytekit SDK > Packages > flytekit.models.core.types](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.models.core.types/page.md)
  - Directory
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  - flytekit.models.core.types.BlobType
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  - flytekit.models.core.types.EnumType
  - Properties
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- [Flytekit SDK > Packages > flytekit.models.core.workflow](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.models.core.workflow/page.md)
  - Directory
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  - flytekit.models.core.workflow.Alias
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  - flytekit.models.core.workflow.ApproveCondition
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  - flytekit.models.core.workflow.ArrayNode
  - Properties
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  - flytekit.models.core.workflow.BranchNode
  - Properties
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  - flytekit.models.core.workflow.GateNode
  - Properties
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  - flytekit.models.core.workflow.IfBlock
  - Properties
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  - Properties
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  - flytekit.models.core.workflow.Node
  - Properties
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  - flytekit.models.core.workflow.NodeMetadata
  - Properties
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  - flytekit.models.core.workflow.SignalCondition
  - Properties
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  - flytekit.models.core.workflow.SleepCondition
  - Properties
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  - flytekit.models.core.workflow.TaskNode
  - Properties
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  - flytekit.models.core.workflow.TaskNodeOverrides
  - Properties
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  - flytekit.models.core.workflow.WorkflowMetadata
  - Properties
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  - flytekit.models.core.workflow.WorkflowMetadataDefaults
  - Properties
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  - flytekit.models.core.workflow.WorkflowNode
  - Properties
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  - flytekit.models.core.workflow.WorkflowTemplate
  - Properties
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- [Flytekit SDK > Packages > flytekit.models.documentation](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.models.documentation/page.md)
  - Directory
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  - flytekit.models.documentation.Description
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  - flytekit.models.documentation.Documentation
  - Properties
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  - Properties
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- [Flytekit SDK > Packages > flytekit.models.domain](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.models.domain/page.md)
  - Directory
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  - flytekit.models.domain.Domain
  - Properties
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- [Flytekit SDK > Packages > flytekit.models.dynamic_job](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.models.dynamic_job/page.md)
  - Directory
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  - flytekit.models.dynamic_job.DynamicJobSpec
  - Properties
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- [Flytekit SDK > Packages > flytekit.models.event](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.models.event/page.md)
  - Directory
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  - flytekit.models.event.TaskExecutionMetadata
  - Properties
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- [Flytekit SDK > Packages > flytekit.models.execution](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.models.execution/page.md)
  - Directory
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  - flytekit.models.execution.AbortMetadata
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  - flytekit.models.execution.ClusterAssignment
  - Properties
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  - flytekit.models.execution.Execution
  - Properties
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  - flytekit.models.execution.ExecutionClosure
  - Properties
  - Methods
  - flytekit.models.execution.ExecutionMetadata
  - Properties
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  - flytekit.models.execution.ExecutionSpec
  - Properties
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  - flytekit.models.execution.LiteralMapBlob
  - Properties
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  - flytekit.models.execution.NodeExecutionGetDataResponse
  - Properties
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  - flytekit.models.execution.NotificationList
  - Properties
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  - flytekit.models.execution.SystemMetadata
  - Properties
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  - flytekit.models.execution.TaskExecutionGetDataResponse
  - Properties
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  - flytekit.models.execution.WorkflowExecutionGetDataResponse
  - Properties
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- [Flytekit SDK > Packages > flytekit.models.filters](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.models.filters/page.md)
  - Directory
  - Classes
  - flytekit.models.filters.Contains
  - Properties
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  - Properties
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  - flytekit.models.filters.FilterList
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  - flytekit.models.filters.GreaterThan
  - Properties
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  - Properties
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  - Properties
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  - Properties
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  - Properties
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  - flytekit.models.filters.SetFilter
  - Properties
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  - flytekit.models.filters.ValueIn
  - Properties
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  - flytekit.models.filters.ValueNotIn
  - Properties
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- [Flytekit SDK > Packages > flytekit.models.interface](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.models.interface/page.md)
  - Directory
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  - flytekit.models.interface.Parameter
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  - Properties
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  - flytekit.models.interface.Variable
  - Properties
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  - flytekit.models.interface.VariableMap
  - Properties
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- [Flytekit SDK > Packages > flytekit.models.launch_plan](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.models.launch_plan/page.md)
  - Directory
  - Classes
  - flytekit.models.launch_plan.Auth
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  - flytekit.models.launch_plan.LaunchPlan
  - Properties
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  - flytekit.models.launch_plan.LaunchPlanClosure
  - Properties
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  - flytekit.models.launch_plan.LaunchPlanMetadata
  - Properties
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  - flytekit.models.launch_plan.LaunchPlanSpec
  - Properties
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  - flytekit.models.launch_plan.LaunchPlanState
  - Methods
- [Flytekit SDK > Packages > flytekit.models.literals](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.models.literals/page.md)
  - Directory
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  - flytekit.models.literals.Binary
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  - Properties
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  - flytekit.models.literals.Blob
  - Properties
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  - Properties
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  - flytekit.models.literals.Literal
  - Properties
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  - flytekit.models.literals.LiteralCollection
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  - Properties
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- [Flytekit SDK > Packages > flytekit.models.matchable_resource](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.models.matchable_resource/page.md)
  - Directory
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  - flytekit.models.matchable_resource.ClusterResourceAttributes
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  - flytekit.models.matchable_resource.ExecutionClusterLabel
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  - flytekit.models.matchable_resource.PluginOverride
  - Properties
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  - flytekit.models.matchable_resource.PluginOverrides
  - Properties
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- [Flytekit SDK > Packages > flytekit.models.named_entity](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.models.named_entity/page.md)
  - Directory
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  - flytekit.models.named_entity.NamedEntityIdentifier
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  - Methods
- [Flytekit SDK > Packages > flytekit.models.node_execution](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.models.node_execution/page.md)
  - Directory
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  - flytekit.models.node_execution.DynamicWorkflowNodeMetadata
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  - Properties
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  - Properties
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- [Flytekit SDK > Packages > flytekit.models.presto](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.models.presto/page.md)
  - Directory
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  - flytekit.models.presto.PrestoQuery
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- [Flytekit SDK > Packages > flytekit.models.project](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.models.project/page.md)
  - Directory
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  - flytekit.models.project.Project
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- [Flytekit SDK > Packages > flytekit.models.qubole](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.models.qubole/page.md)
  - Directory
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  - flytekit.models.qubole.HiveQuery
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  - Properties
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- [Flytekit SDK > Packages > flytekit.models.schedule](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.models.schedule/page.md)
  - Directory
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  - flytekit.models.schedule.Schedule
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- [Flytekit SDK > Packages > flytekit.models.security](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.models.security/page.md)
  - Directory
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  - flytekit.models.security.Identity
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  - flytekit.models.security.SecurityContext
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- [Flytekit SDK > Packages > flytekit.models.task](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.models.task/page.md)
  - Directory
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  - flytekit.models.task.CompiledTask
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  - flytekit.models.task.Container
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  - flytekit.models.task.TaskClosure
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  - flytekit.models.task.TaskSpec
  - Properties
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  - Properties
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- [Flytekit SDK > Packages > flytekit.models.types](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.models.types/page.md)
  - Directory
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  - flytekit.models.types.Error
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  - flytekit.models.types.SchemaType
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  - flytekit.models.types.SimpleType
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  - flytekit.models.types.TypeStructure
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  - Properties
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- [Flytekit SDK > Packages > flytekit.models.workflow_closure](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.models.workflow_closure/page.md)
  - Directory
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  - flytekit.models.workflow_closure.WorkflowClosure
  - Properties
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- [Flytekit SDK > Packages > flytekit.remote.backfill](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.remote.backfill/page.md)
  - Directory
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- [Flytekit SDK > Packages > flytekit.remote.data](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.remote.data/page.md)
  - Directory
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  - Methods
- [Flytekit SDK > Packages > flytekit.remote.entities](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.remote.entities/page.md)
  - Directory
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  - flytekit.remote.entities.FlyteArrayNode
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  - flytekit.remote.entities.FlyteTask
  - Properties
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  - flytekit.remote.entities.FlyteTaskNode
  - Properties
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  - flytekit.remote.entities.FlyteWorkflow
  - Properties
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  - flytekit.remote.entities.FlyteWorkflowNode
  - Properties
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- [Flytekit SDK > Packages > flytekit.remote.executions](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.remote.executions/page.md)
  - Directory
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  - flytekit.remote.executions.FlyteNodeExecution
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  - flytekit.remote.executions.FlyteTaskExecution
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  - Properties
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  - flytekit.remote.executions.RemoteExecutionBase
  - Properties
- [Flytekit SDK > Packages > flytekit.remote.interface](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.remote.interface/page.md)
  - Directory
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  - flytekit.remote.interface.TypedInterface
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- [Flytekit SDK > Packages > flytekit.remote.lazy_entity](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.remote.lazy_entity/page.md)
  - Directory
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  - flytekit.remote.lazy_entity.LazyEntity
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- [Flytekit SDK > Packages > flytekit.remote.metrics](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.remote.metrics/page.md)
  - Directory
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  - Methods
  - flytekit.remote.metrics.FlyteExecutionSpan
  - Properties
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- [Flytekit SDK > Packages > flytekit.remote.remote](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.remote.remote/page.md)
  - Directory
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  - flytekit.remote.remote.FlyteRemote
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  - flytekit.remote.remote.ResolvedIdentifiers
- [Flytekit SDK > Packages > flytekit.remote.remote_callable](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.remote.remote_callable/page.md)
  - Directory
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  - flytekit.remote.remote_callable.RemoteEntity
  - Properties
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- [Flytekit SDK > Packages > flytekit.remote.remote_fs](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.remote.remote_fs/page.md)
  - Directory
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  - flytekit.remote.remote_fs.FlyteFS
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  - Methods
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  - Properties
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- [Flytekit SDK > Packages > flytekit.sensor.base_sensor](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.sensor.base_sensor/page.md)
  - Directory
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  - flytekit.sensor.base_sensor.BaseSensor
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  - flytekit.sensor.base_sensor.SensorConfig
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  - flytekit.sensor.base_sensor.SensorMetadata
  - Methods
- [Flytekit SDK > Packages > flytekit.sensor.file_sensor](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.sensor.file_sensor/page.md)
  - Directory
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  - flytekit.sensor.file_sensor.FileSensor
  - Properties
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- [Flytekit SDK > Packages > flytekit.sensor.sensor_engine](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.sensor.sensor_engine/page.md)
  - Directory
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  - flytekit.sensor.sensor_engine.SensorEngine
  - Properties
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- [Flytekit SDK > Packages > flytekit.tools.fast_registration](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.tools.fast_registration/page.md)
  - Directory
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  - flytekit.tools.fast_registration.FastPackageOptions
- [Flytekit SDK > Packages > flytekit.tools.ignore](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.tools.ignore/page.md)
  - Directory
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- [Flytekit SDK > Packages > flytekit.tools.interactive](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.tools.interactive/page.md)
  - Directory
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- [Flytekit SDK > Packages > flytekit.tools.module_loader](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.tools.module_loader/page.md)
  - Directory
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  - Methods
- [Flytekit SDK > Packages > flytekit.tools.repo](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.tools.repo/page.md)
  - Directory
  - Errors
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  - flytekit.tools.repo.NoSerializableEntitiesError
- [Flytekit SDK > Packages > flytekit.tools.script_mode](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.tools.script_mode/page.md)
  - Directory
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  - Methods
- [Flytekit SDK > Packages > flytekit.tools.serialize_helpers](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.tools.serialize_helpers/page.md)
  - Directory
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  - Methods
- [Flytekit SDK > Packages > flytekit.tools.subprocess](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.tools.subprocess/page.md)
  - Directory
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  - Methods
- [Flytekit SDK > Packages > flytekit.tools.translator](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.tools.translator/page.md)
  - Directory
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  - Methods
- [Flytekit SDK > Packages > flytekit.types.directory](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.types.directory/page.md)
  - Directory
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- [Flytekit SDK > Packages > flytekit.types.directory.types](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.types.directory.types/page.md)
  - Directory
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  - flytekit.types.directory.types.FlyteDirToMultipartBlobTransformer
  - Properties
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  - Properties
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- [Flytekit SDK > Packages > flytekit.types.error.error](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.types.error.error/page.md)
  - Directory
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  - flytekit.types.error.error.ErrorTransformer
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  - Methods
- [Flytekit SDK > Packages > flytekit.types.file](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.types.file/page.md)
  - Directory
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  - flytekit.types.file.FileExt
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- [Flytekit SDK > Packages > flytekit.types.file.file](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.types.file.file/page.md)
  - Directory
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  - flytekit.types.file.file.FlyteFile
  - Properties
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  - flytekit.types.file.file.FlyteFilePathTransformer
  - Properties
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- [Flytekit SDK > Packages > flytekit.types.file.image](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.types.file.image/page.md)
  - Directory
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  - flytekit.types.file.image.PILImageTransformer
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- [Flytekit SDK > Packages > flytekit.types.iterator.iterator](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.types.iterator.iterator/page.md)
  - Directory
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  - flytekit.types.iterator.iterator.FlyteIterator
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- [Flytekit SDK > Packages > flytekit.types.iterator.json_iterator](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.types.iterator.json_iterator/page.md)
  - Directory
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  - flytekit.types.iterator.json_iterator.JSONIterator
  - flytekit.types.iterator.json_iterator.JSONIteratorTransformer
  - Properties
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- [Flytekit SDK > Packages > flytekit.types.numpy.ndarray](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.types.numpy.ndarray/page.md)
  - Directory
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  - flytekit.types.numpy.ndarray.NumpyArrayTransformer
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- [Flytekit SDK > Packages > flytekit.types.pickle.pickle](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.types.pickle.pickle/page.md)
  - Directory
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  - flytekit.types.pickle.pickle.FlytePickle
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  - flytekit.types.pickle.pickle.FlytePickleTransformer
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- [Flytekit SDK > Packages > flytekit.types.schema.types](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.types.schema.types/page.md)
  - Directory
  - Classes
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  - flytekit.types.schema.types.FlyteSchema
  - Properties
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  - flytekit.types.schema.types.FlyteSchemaTransformer
  - Properties
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  - flytekit.types.schema.types.LocalIOSchemaReader
  - Properties
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  - flytekit.types.schema.types.LocalIOSchemaWriter
  - Properties
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  - flytekit.types.schema.types.SchemaEngine
  - Methods
  - flytekit.types.schema.types.SchemaFormat
  - flytekit.types.schema.types.SchemaHandler
  - flytekit.types.schema.types.SchemaOpenMode
  - flytekit.types.schema.types.SchemaReader
  - Properties
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  - flytekit.types.schema.types.SchemaWriter
  - Properties
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- [Flytekit SDK > Packages > flytekit.types.schema.types_pandas](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.types.schema.types_pandas/page.md)
  - Directory
  - Classes
  - flytekit.types.schema.types_pandas.PandasDataFrameTransformer
  - Properties
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  - flytekit.types.schema.types_pandas.PandasSchemaReader
  - Properties
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  - flytekit.types.schema.types_pandas.PandasSchemaWriter
  - Properties
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  - flytekit.types.schema.types_pandas.ParquetIO
  - Methods
- [Flytekit SDK > Packages > flytekit.types.structured](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.types.structured/page.md)
  - Directory
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  - Methods
- [Flytekit SDK > Packages > flytekit.types.structured.basic_dfs](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.types.structured.basic_dfs/page.md)
  - Directory
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  - flytekit.types.structured.basic_dfs.ArrowToParquetEncodingHandler
  - Properties
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  - flytekit.types.structured.basic_dfs.CSVToPandasDecodingHandler
  - Properties
  - Methods
  - flytekit.types.structured.basic_dfs.PandasToCSVEncodingHandler
  - Properties
  - Methods
  - flytekit.types.structured.basic_dfs.PandasToParquetEncodingHandler
  - Properties
  - Methods
  - flytekit.types.structured.basic_dfs.ParquetToArrowDecodingHandler
  - Properties
  - Methods
  - flytekit.types.structured.basic_dfs.ParquetToPandasDecodingHandler
  - Properties
  - Methods
- [Flytekit SDK > Packages > flytekit.types.structured.bigquery](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.types.structured.bigquery/page.md)
  - Directory
  - Classes
  - Variables
  - flytekit.types.structured.bigquery.ArrowToBQEncodingHandlers
  - Properties
  - Methods
  - flytekit.types.structured.bigquery.BQToArrowDecodingHandler
  - Properties
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  - flytekit.types.structured.bigquery.BQToPandasDecodingHandler
  - Properties
  - Methods
  - flytekit.types.structured.bigquery.PandasToBQEncodingHandlers
  - Properties
  - Methods
- [Flytekit SDK > Packages > flytekit.types.structured.snowflake](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.types.structured.snowflake/page.md)
  - Directory
  - Classes
  - Methods
  - Variables
  - Methods
  - flytekit.types.structured.snowflake.PandasToSnowflakeEncodingHandlers
  - Properties
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  - flytekit.types.structured.snowflake.SnowflakeToPandasDecodingHandler
  - Properties
  - Methods
- [Flytekit SDK > Packages > flytekit.types.structured.structured_dataset](https://www.union.ai/docs/v1/serverless/api-reference/flytekit-sdk/packages/flytekit.types.structured.structured_dataset/page.md)
  - Directory
  - Classes
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  - flytekit.types.structured.structured_dataset.DuplicateHandlerError
  - flytekit.types.structured.structured_dataset.StructuredDataset
  - Properties
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  - flytekit.types.structured.structured_dataset.StructuredDatasetDecoder
  - Properties
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  - flytekit.types.structured.structured_dataset.StructuredDatasetEncoder
  - Properties
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  - flytekit.types.structured.structured_dataset.StructuredDatasetTransformerEngine
  - Properties
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- [Flytekit SDK > Packages > flytekit.utils.asyn](https://www.union.ai/docs/v1/serverless/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/serverless/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/serverless/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/serverless/api-reference/flytekit-sdk/packages/flytekit.utils.rate_limiter/page.md)
  - Directory
  - Classes
  - flytekit.utils.rate_limiter.RateLimiter
  - Methods
- [Union SDK](https://www.union.ai/docs/v1/serverless/api-reference/union-sdk/page.md)
  - Developing on Union
- [Union SDK > Classes](https://www.union.ai/docs/v1/serverless/api-reference/union-sdk/classes/page.md)
- [Union SDK > Packages](https://www.union.ai/docs/v1/serverless/api-reference/union-sdk/packages/page.md)
- [Union SDK > Packages > union](https://www.union.ai/docs/v1/serverless/api-reference/union-sdk/packages/union/page.md)
  - Directory
  - Classes
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  - Methods
  - union.ActorEnvironment
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  - Properties
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  - Properties
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  - Properties
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- [Union SDK > Packages > union.actor](https://www.union.ai/docs/v1/serverless/api-reference/union-sdk/packages/union.actor/page.md)
  - Directory
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  - Methods
  - union.actor.ActorEnvironment
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  - union.actor.ActorTask
  - Properties
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- [Union SDK > Packages > union.app](https://www.union.ai/docs/v1/serverless/api-reference/union-sdk/packages/union.app/page.md)
  - Directory
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  - union.app.App
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  - union.app.ArizeConfig
  - Methods
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  - Properties
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  - union.app.Link
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  - Methods
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  - union.app.URLQuery
  - union.app.WeaveConfig
  - Methods
- [Union SDK > Packages > union.app.llm](https://www.union.ai/docs/v1/serverless/api-reference/union-sdk/packages/union.app.llm/page.md)
  - Directory
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  - union.app.llm.SGLangApp
  - Properties
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  - union.app.llm.VLLMApp
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- [Union SDK > Packages > union.artifacts](https://www.union.ai/docs/v1/serverless/api-reference/union-sdk/packages/union.artifacts/page.md)
  - Directory
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  - union.artifacts.Artifact
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  - Methods
- [Union SDK > Packages > union.cache](https://www.union.ai/docs/v1/serverless/api-reference/union-sdk/packages/union.cache/page.md)
  - Directory
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  - union.cache.CacheFunctionBody
  - Methods
- [Union SDK > Packages > union.configuration](https://www.union.ai/docs/v1/serverless/api-reference/union-sdk/packages/union.configuration/page.md)
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  - union.configuration.UnionAIPlugin
  - Methods
- [Union SDK > Packages > union.filesystems](https://www.union.ai/docs/v1/serverless/api-reference/union-sdk/packages/union.filesystems/page.md)
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  - Properties
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- [Union SDK > Packages > union.map](https://www.union.ai/docs/v1/serverless/api-reference/union-sdk/packages/union.map/page.md)
  - Directory
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  - Methods
- [Union SDK > Packages > union.remote](https://www.union.ai/docs/v1/serverless/api-reference/union-sdk/packages/union.remote/page.md)
  - Directory
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  - union.remote.HuggingFaceModelInfo
  - union.remote.ShardConfig
  - union.remote.UnionRemote
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  - union.remote.VLLMShardArgs
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- [Union SDK > Packages > union.ucimage](https://www.union.ai/docs/v1/serverless/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/serverless/community/contributing-docs/page.md)
  - The combined Flyte and Union docs site
  - Versions
  - Variants
  - Both Flyte and Union docs are open source
- [Contributing docs and examples > Quick start](https://www.union.ai/docs/v1/serverless/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/serverless/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/serverless/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/serverless/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/serverless/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/serverless/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/serverless/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/serverless/community/contributing-docs/publishing/page.md)
  - Requirements
  - Managing the Tutorial Pages
  - Building and running locally
  - Building Production
  - Testing Production Build
  - 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/serverless/architecture/page.md)

---

## Platform deployment

- [Platform deployment](https://www.union.ai/docs/v1/serverless/deployment/page.md)