# Flyte Open Source Documentation
> Full documentation (single file): https://www.union.ai/docs/v2/flyte/llms-full.txt
> Site: https://www.union.ai/docs/v2/flyte

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

- [Overview](https://www.union.ai/docs/v2/flyte/user-guide/overview/page.md)
  - Pure Python, no DSL
  - Durability
  - Reproducibility
  - Recoverability
  - Built for scale
  - What this means in practice
- [Quickstart](https://www.union.ai/docs/v2/flyte/user-guide/quickstart/page.md)
  - What you'll need
  - Install the SDK
  - Configure
  - Write your first workflow
  - Run it
  - See the results
  - Next steps
- [Core concepts](https://www.union.ai/docs/v2/flyte/user-guide/core-concepts/page.md)
  - How Flyte works
  > Section bundle (all pages): https://www.union.ai/docs/v2/flyte/user-guide/core-concepts/section.md
- [Core concepts > TaskEnvironment](https://www.union.ai/docs/v2/flyte/user-guide/core-concepts/task-environment/page.md)
  - A minimal example
  - What TaskEnvironment controls
  - Configuring resources
  - Configuring container images
  - Multiple tasks, one environment
  - Multiple environments
  - Next steps
- [Core concepts > Tasks](https://www.union.ai/docs/v2/flyte/user-guide/core-concepts/tasks/page.md)
  - Defining a task
  - Type hints are required
  - Tasks calling tasks
  - The top-level task
  - Running tasks locally
  - Running tasks remotely
  - Next steps
- [Core concepts > Runs and actions](https://www.union.ai/docs/v2/flyte/user-guide/core-concepts/runs-and-actions/page.md)
  - What is a run?
  - What is an action?
  - Runs vs actions in practice
  - Viewing runs in the UI
  - Understanding the execution graph
  - Checking run status
  - Next steps
- [Core concepts > Apps](https://www.union.ai/docs/v2/flyte/user-guide/core-concepts/introducing-apps/page.md)
  - Tasks vs apps
  - AppEnvironment
  - A hello world app
  - Understanding the code
  - Serving the app
  - When to use apps vs tasks
  - Common patterns
  - Next steps
- [Core concepts > Key capabilities](https://www.union.ai/docs/v2/flyte/user-guide/core-concepts/key-capabilities/page.md)
  - Environment and resources
  - Deployment
  - Data handling
  - Parallelism and composition
  - Security and automation
  - Durability and reliability
  - Apps and serving
  - Notebooks
  - Next steps
- [Running locally](https://www.union.ai/docs/v2/flyte/user-guide/running-locally/page.md)
  - Getting started
  - Running tasks locally
  - Terminal UI
  - Exploring past runs
  - What works locally
  - Local to remote
  - Next steps
- [Connecting to a cluster](https://www.union.ai/docs/v2/flyte/user-guide/connecting-to-a-cluster/page.md)
  - Prerequisites
  - Install the flyte package
  - Configuration file
  - Set up local Docker
  - Using the configuration
  - Explicit configuration
  - Check current configuration
  - Inline configuration
  - CLI
  - Python
  - Next steps
- [Basic project: RAG](https://www.union.ai/docs/v2/flyte/user-guide/basic-project/page.md)
  - Concepts covered
  - Part 1: The embedding pipeline
  - Setting up the environment
  - Fetching data
  - Creating embeddings
  - Orchestrating the pipeline
  - Running the pipeline
  - Part 2: The serving application
  - App environment configuration
  - The Streamlit application
  - Deploying the app
  - Key takeaways
- [Advanced project: LLM reporting agent](https://www.union.ai/docs/v2/flyte/user-guide/advanced-project/page.md)
  - What you'll build
  - Concepts covered
  - Architecture
  - Prerequisites
  - Parts
  - Key takeaways
  > Section bundle (all pages): https://www.union.ai/docs/v2/flyte/user-guide/advanced-project/section.md
- [Advanced project: LLM reporting agent > Resilient generation](https://www.union.ai/docs/v2/flyte/user-guide/advanced-project/resilient-generation/page.md)
  - Two environments
  - Reusable environment for LLM work
  - ReusePolicy parameters
  - Standard environment for orchestration
  - Traced LLM calls
  - Benefits of tracing
  - When to use @flyte.trace
  - Traced helper functions
  - Retry strategies
  - Configuring retries
  - Combining tracing with retries
  - Structured prompts
  - Pydantic models for structured output
  - Next steps
- [Advanced project: LLM reporting agent > Agentic refinement](https://www.union.ai/docs/v2/flyte/user-guide/advanced-project/agentic-refinement/page.md)
  - The agentic pattern
  - Critique function
  - Revise function
  - The refinement loop
  - How it works
  - Early exit
  - Grouping iterations with flyte.group
  - Why use flyte.group?
  - Group context
  - Configuring the loop
  - Choosing thresholds
  - Best practices for agentic loops
  - Next steps
- [Advanced project: LLM reporting agent > Parallel outputs](https://www.union.ai/docs/v2/flyte/user-guide/advanced-project/parallel-outputs/page.md)
  - The formatting functions
  - When to trace and when not to
  - Parallel execution with asyncio.gather
  - How asyncio.gather works
  - When to use asyncio.gather
  - Grouping parallel operations
  - Collecting outputs in a directory
  - The batch pipeline
  - Pipeline flow
  - Running the pipeline
  - Cost optimization tips
  - 1. Choose the right model
  - 2. Tune iteration parameters
  - 3. Use caching effectively
  - 4. Scale the batch
  - Next steps
- [Advanced project: LLM reporting agent > Serving app](https://www.union.ai/docs/v2/flyte/user-guide/advanced-project/serving-app/page.md)
  - App environment configuration
  - Key configuration
  - Connecting to pipeline output with RunOutput
  - The Streamlit application
  - Displaying multiple reports
  - Generation instructions
  - Deploying the app
  - Workflow: Generate then view
  - Automatic updates with RunOutput
  - Complete example structure
  - Running the complete example
  - Summary
- [From Flyte 1 to 2](https://www.union.ai/docs/v2/flyte/user-guide/flyte-2/page.md)
  - Pure Python execution
  - Sync Python
  - Async Python
  - Simplified API
  - Fine-grained reproducibility and recoverability
  - Improved remote functionality
  - Native Notebook support
  > Section bundle (all pages): https://www.union.ai/docs/v2/flyte/user-guide/flyte-2/section.md
- [From Flyte 1 to 2 > Pure Python](https://www.union.ai/docs/v2/flyte/user-guide/flyte-2/pure-python/page.md)
  - From `@workflow` DSL to pure Python
  - Flyte 1
  - Flyte 2
- [From Flyte 1 to 2 > Asynchronous model](https://www.union.ai/docs/v2/flyte/user-guide/flyte-2/async/page.md)
  - Why we need an async model
  - Understanding concurrency vs. parallelism
  - Python's async evolution
  - Parallelism in Flyte 1 vs Flyte 2
  - Core async concepts
  - True parallelism for all workloads
  - Calling sync tasks from async tasks
  - Synchronous task support
  - The `flyte.map` function: Familiar patterns
  - Sync Map
  - Async Map
- [From Flyte 1 to 2 > Migration from Flyte 1 to Flyte 2](https://www.union.ai/docs/v2/flyte/user-guide/flyte-2/migration/page.md)
  - 1. Move task configuration to a `TaskEnvironment` object
  - 2. Replace workflow decorators
  - Flyte 1
  - Flyte 2 Sync
  - Flyte 2 Async
- [From Flyte 1 to 2 > Considerations](https://www.union.ai/docs/v2/flyte/user-guide/flyte-2/considerations/page.md)
  - Non-deterministic behavior
  - Dealing with non-determinism
  - Type safety
  - No global state
  - Driver pod requirements
  - OOM risk from materialized I/O
- [Configure tasks](https://www.union.ai/docs/v2/flyte/user-guide/task-configuration/page.md)
  - Task configuration levels
  - Example
  - Parameter interaction
  - Task configuration parameters
  - `name`
  - `short_name`
  - `image`
  - `resources`
  - `env_vars`
  - `secrets`
  - `cache`
  - `pod_template`
  - `reusable`
  - `depends_on`
  - `description`
  - `plugin_config`
  - `report`
  - `max_inline_io_bytes`
  - `retries`
  - `timeout`
  - `triggers`
  - `interruptible`
  - `queue`
  - `docs`
  > Section bundle (all pages): https://www.union.ai/docs/v2/flyte/user-guide/task-configuration/section.md
- [Configure tasks > Container images](https://www.union.ai/docs/v2/flyte/user-guide/task-configuration/container-images/page.md)
  - Specifying your own image directly
  - Specifying your own image with the `flyte.Image` object
  - Example: Defining a custom image with `Image.from_debian_base`
  - Example: Defining an image based on uv script metadata
  - Image building
  - Configuring the `builder`
  - Local image building
  - Remote `ImageBuilder`
  - Install private PyPI packages
- [Configure tasks > Resources](https://www.union.ai/docs/v2/flyte/user-guide/task-configuration/resources/page.md)
  - Resources data class
  - Examples
  - Usage in TaskEnvironment
  - Usage in a task-specific override
  - Resource types
  - CPU resources
  - Memory resources
  - GPU resources
  - Custom device specifications
  - TPU resources
  - Storage resources
- [Configure tasks > Secrets](https://www.union.ai/docs/v2/flyte/user-guide/task-configuration/secrets/page.md)
  - Creating a literal string secret
  - Creating a file secret
  - Scoping secrets
  - Listing secrets
  - Deleting secrets
  - Using a literal string secret
  - Using a file secret
- [Configure tasks > Caching](https://www.union.ai/docs/v2/flyte/user-guide/task-configuration/caching/page.md)
  - Overview
  - Basic caching usage
  - `"auto"` - Automatic versioning
  - `"override"`
  - `"disable"` - No caching
  - Advanced caching configuration
  - Ignoring specific inputs
  - Cache serialization
  - Salt for cache key variation
  - Cache policies
  - Function body policy (default)
  - Custom cache policies
  - Caching configuration at different levels
  - `TaskEnvironment` Level
  - `@env.task` decorator level
  - `task.override` level
  - Runtime cache control
  - Project and domain cache isolation
  - Local development caching
- [Configure tasks > Reusable containers](https://www.union.ai/docs/v2/flyte/user-guide/task-configuration/reusable-containers/page.md)
- [Configure tasks > Pod templates](https://www.union.ai/docs/v2/flyte/user-guide/task-configuration/pod-templates/page.md)
  - How it works
  - Requirements
  - Basic usage
  - PodTemplate parameters
  - Volume mounts
  - GCS/S3 volume mounts
  - Sidecar containers
  - Image pull secrets
  - Cluster-specific configuration
  - Important notes
  - Best practices
  - Learn more
- [Configure tasks > Multiple environments](https://www.union.ai/docs/v2/flyte/user-guide/task-configuration/multiple-environments/page.md)
  - Constraints on multiple environments
  - Task `depends_on` constraints
  - Dependency inclusion constraints
  - Example
- [Configure tasks > Retries and timeouts](https://www.union.ai/docs/v2/flyte/user-guide/task-configuration/retries-and-timeouts/page.md)
  - Retries
  - Retry example
  - Timeouts
  - Timeout example
- [Configure tasks > Triggers](https://www.union.ai/docs/v2/flyte/user-guide/task-configuration/triggers/page.md)
  - Triggers are set in the task decorator
  - `flyte.Trigger`
  - Core Parameters
  - Configuration Parameters
  - Runtime Override Parameters
  - Metadata Parameters
  - The `automation` parameter with `flyte.FixedRate`
  - Parameters
  - Examples
  - The `automation` parameter with `flyte.Cron`
  - Parameters
  - Examples
  - The `inputs` parameter
  - Basic Usage
  - Using `flyte.TriggerTime`
  - Required vs optional parameters
  - Complex input types
  - Predefined schedule triggers
  - Available Predefined Triggers
  - Predefined Trigger Parameters
  - Trigger time in predefined triggers
  - Multiple triggers per task
  - Deploying a task with triggers
  - Activating and deactivating triggers
  - Trigger run timing
  - Cron-based triggers
  - Fixed-rate triggers without `start_time`
  - Fixed-rate triggers with `start_time`
  - Deleting triggers
  - Schedule time zones
  - Setting time zone for a Cron schedule
  - `flyte.TriggerTime` is always in UTC
  - Daylight Savings Time behavior
- [Configure tasks > Task Plugins](https://www.union.ai/docs/v2/flyte/user-guide/task-configuration/task-plugins/page.md)
  - Default Execution: Containers
  - Compute Plugins
  - Available Compute Plugins
  - How Compute Plugins Work
  - Using Compute Plugins
  - Using Plugins on Union
  - Backend Integrations
  - Next Steps
- [Build tasks](https://www.union.ai/docs/v2/flyte/user-guide/task-programming/page.md)
  - What you'll learn
  - When to use these patterns
  > Section bundle (all pages): https://www.union.ai/docs/v2/flyte/user-guide/task-programming/section.md
- [Build tasks > Files and directories](https://www.union.ai/docs/v2/flyte/user-guide/task-programming/files-and-directories/page.md)
  - Example usage
- [Build tasks > Data classes and structures](https://www.union.ai/docs/v2/flyte/user-guide/task-programming/dataclasses-and-structures/page.md)
  - Example: Combining Dataclasses and Pydantic Models
- [Build tasks > DataFrames](https://www.union.ai/docs/v2/flyte/user-guide/task-programming/dataframes/page.md)
  - Setting up the environment and sample data
  - Create a raw DataFrame
  - Create a flyte.io.DataFrame
  - Automatically convert between types
  - Downloading DataFrames
  - Run the example
- [Build tasks > Custom types](https://www.union.ai/docs/v2/flyte/user-guide/task-programming/handling-custom-types/page.md)
  - Types of extensions
  - Creating a type transformer
  - Step 1: Define your custom type
  - Step 2: Create the type transformer
  - Step 3: Register the transformer
  - Distributing type plugins
  - Configure pyproject.toml
  - Automatic loading
  - Controlling plugin loading
  - Using custom types in tasks
  - DataFrame extensions
  - Best practices
- [Build tasks > Custom context](https://www.union.ai/docs/v2/flyte/user-guide/task-programming/custom-context/page.md)
  - Overview
  - When to use it and when not to
  - Setting custom context
  - Run-level context
  - Overriding inside a task (local override that affects nested tasks)
  - Adding new keys for nested tasks
  - Accessing custom context
- [Build tasks > Abort and cancel actions](https://www.union.ai/docs/v2/flyte/user-guide/task-programming/abort-tasks/page.md)
  - Action lifetime
  - Canceling actions programmatically
  - External abort
  - Aborting via the CLI
  - Handling external aborts
- [Build tasks > Run a bioinformatics tool](https://www.union.ai/docs/v2/flyte/user-guide/task-programming/container-tasks/page.md)
  - What are Container Tasks?
  - How Data Flows In and Out
  - Basic Usage
  - Template Syntax for Inputs
  - Using Container Tasks in Workflows
  - Advanced: Passing Files and Directories
  - Use Case: Agentic Sandbox Execution
  - Use Case: Legacy and Specialized Containers
  - Use Case: Multi-Language Workflows
  - Configuration Options
  - ContainerTask Parameters
  - Supported Input/Output Types
  - Best Practices
  - Local Execution
  - When to Use Container Tasks
- [Build tasks > Links](https://www.union.ai/docs/v2/flyte/user-guide/task-programming/links/page.md)
  - Creating a link
  - Using execution metadata
  - Dynamic links with override
- [Build tasks > Reports](https://www.union.ai/docs/v2/flyte/user-guide/task-programming/reports/page.md)
  - A simple example
  - A more complex example
  - Streaming example
- [Build tasks > Notebooks](https://www.union.ai/docs/v2/flyte/user-guide/task-programming/notebooks/page.md)
  - Iterating on and running a workflow
  - Accessing runs and downloading logs
- [Build tasks > Remote tasks](https://www.union.ai/docs/v2/flyte/user-guide/task-programming/remote-tasks/page.md)
  - Prerequisites
  - Basic usage
  - Understanding lazy loading
  - When tasks are fetched
  - Benefits of lazy loading
  - Error handling
  - Eager fetching with `fetch()`
  - Module-level vs dynamic loading
  - Complete example
  - Team A: Spark environment
  - Team B: ML environment
  - Team C: Orchestration
  - Invoke remote tasks in a script.
  - Why use remote tasks?
  - When to use remote tasks
  - How remote tasks work
  - Security model
  - Type system
  - Versioning options
  - Customizing remote tasks
  - Available overrides
  - Override examples
  - Chain overrides
  - Best practices
  - 1. Use meaningful task names
  - 2. Document task interfaces
  - 3. Prefer module-level loading
  - 4. Handle versioning thoughtfully
  - 5. Deploy remote tasks first
  - Limitations
  - Next steps
- [Build tasks > Error handling](https://www.union.ai/docs/v2/flyte/user-guide/task-programming/error-handling/page.md)
- [Build tasks > Traces](https://www.union.ai/docs/v2/flyte/user-guide/task-programming/traces/page.md)
  - What are traced functions for?
  - What Gets Traced
  - Errors are not recorded
  - Supported Function Types
  - Task Orchestration Pattern
  - Relationship to Caching and Checkpointing
  - How They Work Together
  - Execution Flow
  - Error Handling and Observability
  - Examples in Practice
  - LLM Pipeline with Traces
- [Build tasks > Grouping actions](https://www.union.ai/docs/v2/flyte/user-guide/task-programming/grouping-actions/page.md)
  - What are groups?
  - The problem groups solve
  - How groups work
  - Common grouping patterns
  - Sequential operations
  - Parallel processing with groups
  - Multi-phase workflows
  - Nested groups
  - Conditional grouping
  - Key insights
- [Build tasks > Fanout](https://www.union.ai/docs/v2/flyte/user-guide/task-programming/fanout/page.md)
  - Understanding fanout
  - Example
  - Parallel execution
  - Running the example
  - How Flyte handles concurrency and parallelism
- [Build tasks > Test business logic directly](https://www.union.ai/docs/v2/flyte/user-guide/task-programming/unit-testing/page.md)
  - Understanding Task Invocation
  - Direct Function Invocation
  - Using `flyte.run()`
  - Testing Business Logic
  - Testing Async Tasks
  - Testing Nested Tasks
  - Testing Type Transformations and Serialization
  - Testing Type Restrictions
  - Testing Nested Tasks with Serialization
  - Testing Traced Functions
  - Best Practices
  - Quick Reference
  - Example Test Suite
  - Future Improvements
- [Build tasks > Regular async function (not a task)](https://www.union.ai/docs/v2/flyte/user-guide/task-programming/other-features/page.md)
  - Task Forwarding
  - Passing Tasks and Functions as Arguments
  - Custom Action Names
  - Set at Task Definition
  - Override at Call Time
  - Invoking Async Functions from Sync Tasks
  - Async and Sync Task Interoperability
  - Calling Sync Tasks from Async Tasks
  - Using with `flyte.map.aio()`
  - Using AnyIO in Async Tasks
- [Run and deploy tasks](https://www.union.ai/docs/v2/flyte/user-guide/task-deployment/page.md)
  - Ephemeral deployment and immediate execution
  - With the `flyte run` CLI command
  - With the `flyte.run()` SDK function
  - Persistent deployment
  - With the `flyte deploy` CLI command
  - With the `flyte.deploy()` SDK function
  - Running already deployed tasks
  - With the `flyte run` CLI command
  - With the `flyte.run()` SDK function
  > Section bundle (all pages): https://www.union.ai/docs/v2/flyte/user-guide/task-deployment/section.md
- [Run and deploy tasks > How task run works](https://www.union.ai/docs/v2/flyte/user-guide/task-deployment/how-task-run-works/page.md)
  - Ephemeral deployment + run: The development shortcut
  - CLI: Ephemeral deployment and execution
  - SDK: Programmatic ephemeral deployment + run
  - Running deployed tasks
  - CLI: Running deployed tasks
  - SDK: Running deployed tasks
  - Local execution
  - CLI: Local execution
  - SDK: Local execution
  - Running tasks through the Union UI
  - Accessing task execution in the Union UI
  - Execution flow and architecture
  - Fast registration architecture
  - Ephemeral preparation logic
  - Execution modes comparison
- [Run and deploy tasks > Interact with runs and actions](https://www.union.ai/docs/v2/flyte/user-guide/task-deployment/interacting-with-runs/page.md)
  - Understanding runs and actions
  - Key concepts
  - Working with runs
  - Retrieving a run
  - CLI: Get run information
  - Watching run progress
  - Getting detailed run information
  - Working with actions
  - Retrieving an action
  - CLI: Get action information
  - Nested actions
  - Getting detailed action information
  - Retrieving inputs and outputs
  - Programmatic access
  - CLI: Get inputs and outputs
  - Handling failures
  - Understanding data storage
  - Accessing large data from cloud storage
  - S3 storage access
  - GCS storage access
  - Azure Blob Storage access
  - Complete example
  - API reference
  - Key classes
  - CLI commands
  - Storage configuration
- [Run and deploy tasks > Work with local data](https://www.union.ai/docs/v2/flyte/user-guide/task-deployment/work-with-local-data/page.md)
  - Local execution
  - Uploading local data to remote runs
  - Uploading DataFrames
  - Uploading files
  - Uploading directories
  - Passing outputs between runs
  - Performance considerations
  - Summary
- [Run and deploy tasks > Run command options](https://www.union.ai/docs/v2/flyte/user-guide/task-deployment/run-command-options/page.md)
  - `--project`, `--domain`
  - `--local`
  - When to use local execution
  - `--copy-style`
  - Copy style options
  - `--root-dir`
  - `--raw-data-path`
  - Use cases
  - `--service-account`
  - Use cases
  - `--name`
  - Benefits of custom names
  - `--follow`
  - Behavior
  - `--image`
  - Image mapping formats
  - `--no-sync-local-sys-paths`
  - Task argument passing
  - SDK options
- [Run and deploy tasks > How task deployment works](https://www.union.ai/docs/v2/flyte/user-guide/task-deployment/how-task-deployment-works/page.md)
  - 1. Module loading and task environment discovery
  - Single file (default)
  - `--all` option
  - `--recursive` option
  - 2. Task analysis and serialization
  - 3. Task environment dependency resolution
  - 4. Code bundle creation and upload
  - `--copy_style loaded_modules` (default)
  - `--copy_style all`
  - `--copy_style none`
  - `--root-dir` option
  - 5. Image building
  - Local image building
  - Remote image building
  - Understanding option relationships
- [Run and deploy tasks > Deploy command options](https://www.union.ai/docs/v2/flyte/user-guide/task-deployment/deploy-command-options/page.md)
  - `--project`, `--domain`
  - `--version`
  - When versions are used
  - `--dry-run`
  - `--all` and `--recursive`
  - `--copy-style`
  - `--copy-style loaded_modules` (default)
  - `--copy-style all`
  - `--copy-style none`
  - `--root-dir`
  - Default behavior (without `--root-dir`)
  - Common use cases
  - How it works
  - Example with complex project structure
  - `--image`
  - Named image mappings
  - Default image mapping
  - How it works
  - `--ignore-load-errors`
  - `--no-sync-local-sys-paths`
  - Default behavior (path synchronization enabled)
  - When to disable path synchronization
  - Use cases for disabling
  - How it works
  - SDK deployment options
- [Run and deploy tasks > Code packaging for remote execution](https://www.union.ai/docs/v2/flyte/user-guide/task-deployment/packaging/page.md)
  - Quick comparison
  - Code bundling
  - How it works
  - Automatic code bundling
  - Manual code bundling
  - Controlling the root directory
  - Code bundling examples
  - When to use code bundling
  - Container-based deployment
  - How it works
  - Configuration
  - Image source copying methods
  - Complete container-based example
  - Using externally built images
  - Container-based best practices
  - When to use container-based deployment
  - Choosing the right approach
  - Decision tree
  - Hybrid approach
  - Troubleshooting
  - Import errors
  - Code changes not reflected
  - Files missing in container
  - Container build failures
  - Version conflicts
- [Run and deploy tasks > Deployment patterns](https://www.union.ai/docs/v2/flyte/user-guide/task-deployment/deployment-patterns/page.md)
  - Overview of deployment patterns
  - Simple file deployment
  - Example structure
  - Deployment commands
  - When to use
  - Custom Dockerfile deployment
  - Example structure
  - Alternative: Dockerfile in different directory
  - Key considerations
  - When to use
  - PyProject package deployment
  - Example structure
  - Business logic modules
  - Flyte orchestration layer
  - Entrypoint configuration
  - Dependencies and configuration
  - Key features
  - Key learning points
  - Usage patterns
  - What this example demonstrates
  - When to use
  - Package structure deployment
  - Example structure
  - Key concepts
  - Running with root directory
  - How `--root-dir` works
  - Alternative: Using a Python project
  - When to use
  - Full build deployment
  - Overview
  - Key configuration
  - Local dependency example
  - Critical configuration components
  - Configuration options
  - Version management best practices
  - Performance considerations
  - When to use
  - Troubleshooting
  - Python path deployment
  - Example structure
  - Implementation
  - Task environment dependencies
  - Key considerations
  - CLI vs Direct Python execution
  - Best practices
  - Common pitfalls
  - When to use
  - Dynamic environment deployment
  - Domain-based environment selection
  - Why this pattern works
  - How it works
  - Important constraints
  - Alternative: Environment variable approach
  - Usage patterns
  - When to use dynamic environments
  - Best practices
  - Project organization
  - Image management
  - Configuration management
  - Development workflow
  - Choosing the right pattern
- [Scale your runs](https://www.union.ai/docs/v2/flyte/user-guide/run-scaling/page.md)
  - Understanding Flyte execution
  - Performance optimization
  - Key concepts for scaling
  > Section bundle (all pages): https://www.union.ai/docs/v2/flyte/user-guide/run-scaling/section.md
- [Scale your runs > Data flow](https://www.union.ai/docs/v2/flyte/user-guide/run-scaling/data-flow/page.md)
  - Overview
  - Data types and transport
  - Passed by reference
  - Passed by value (inline I/O)
  - Task execution and data flow
  - Input download
  - Output upload
  - Task-to-task data flow
  - Caching and data hashing
  - Cache key computation
  - Inline data caching
  - Reference data hashing
  - Cache control
  - Traces and data flow
  - Object stores and latency considerations
  - Configuring data storage
  - Organization and project level
  - Per-run configuration
- [Scale your runs > Life of a run](https://www.union.ai/docs/v2/flyte/user-guide/run-scaling/life-of-a-run/page.md)
  - Overview
  - Phase 1: Code analysis and preparation
  - Phase 2: Image building
  - Phase 3: Code bundling
  - Default: `copy_style="loaded_modules"`
  - Alternative: `copy_style="none"`
  - Phase 4: Upload code bundle
  - Phase 5: Run creation and queuing
  - Phase 6: Task execution in data plane
  - Container startup
  - Invoking downstream tasks
  - Execution flow diagram
  - Action identifiers and crash recovery
  - Downstream task execution
  - Reusable containers
  - Reusable container execution flow
  - State replication and visualization
  - Queue Service to Run Service
  - UI limitations
  - Optimization opportunities
- [Scale your runs > Scale your workflows](https://www.union.ai/docs/v2/flyte/user-guide/run-scaling/scale-your-workflows/page.md)
  - Understanding performance dimensions
  - Latency
  - Throughput
  - Task execution overhead
  - The overhead principle
  - System architecture and data flow
  - Optimization strategies
  - 1. Use reusable containers for concurrency
  - 2. Batch workloads to reduce overhead
  - 3. Use traces for lightweight operations
  - 4. Limit fanout for system stability
  - 5. Optimize data transfer
  - 6. Leverage caching
  - 7. Parallelize with `flyte.map`
  - Performance tuning workflow
  - Real-world example: PyIceberg batch processing
  - Example: Optimizing a data pipeline
  - Before optimization
  - After optimization
  - When to contact the Union team
- [Configure apps](https://www.union.ai/docs/v2/flyte/user-guide/configure-apps/page.md)
  - Hello World example
  - Using fserve args
  - Using @app_env.server
  - Differences from TaskEnvironment
  - Configuration topics
  > Section bundle (all pages): https://www.union.ai/docs/v2/flyte/user-guide/configure-apps/section.md
- [Configure apps > App environment settings](https://www.union.ai/docs/v2/flyte/user-guide/configure-apps/app-environment-settings/page.md)
  - Shared environment settings
  - App-specific environment settings
  - `type`
  - `port`
  - `args`
  - `command`
  - `requires_auth`
  - `domain`
  - `links`
  - `include`
  - `parameters`
  - `scaling`
  - `depends_on`
  - App startup
  - Server decorator via `@app_env.server`
  - Container command via `command` vs `args`
  - Shared settings
- [Configure apps > Including additional files](https://www.union.ai/docs/v2/flyte/user-guide/configure-apps/including-additional-files/page.md)
  - How include works
  - When to use include
  - Examples
  - Multi-file Streamlit app
  - Multi-file FastAPI app
  - App with configuration files
  - File discovery
  - Path resolution
  - Best practices
  - Limitations
- [Configure apps > Passing parameters into app environments](https://www.union.ai/docs/v2/flyte/user-guide/configure-apps/passing-parameters/page.md)
  - Parameter types overview
  - Basic parameter types
  - Delayed values
  - RunOutput
  - AppEndpoint
  - Overriding parameters at serve time
  - Example: FastAPI app with configurable model
  - Example: Using RunOutput for model serving
  - Accessing parameters in your app
  - Best practices
  - Limitations
- [Configure apps > /// script](https://www.union.ai/docs/v2/flyte/user-guide/configure-apps/auto-scaling-apps/page.md)
  - Autoscaling apps
  - Scaling configuration
  - Basic scaling example
  - Scaling patterns
  - Idle TTL (Time To Live)
  - Autoscaling best practices
  - Autoscaling limitations
  - Autoscaling troubleshooting
- [Configure apps > Apps depending on other environments](https://www.union.ai/docs/v2/flyte/user-guide/configure-apps/apps-depending-on-environments/page.md)
  - Basic usage
  - Example: App calling another app
  - Dependency chain
  - Multiple dependencies
  - Using AppEndpoint for dependency URLs
  - Deployment behavior
  - Task environment dependencies
  - Best practices
  - Example: A/B testing with dependencies
  - Limitations
- [Build apps](https://www.union.ai/docs/v2/flyte/user-guide/build-apps/page.md)
  - App types
  - Next steps
  > Section bundle (all pages): https://www.union.ai/docs/v2/flyte/user-guide/build-apps/section.md
- [Build apps > Single-script apps](https://www.union.ai/docs/v2/flyte/user-guide/build-apps/single-script-apps/page.md)
  - Plain Python HTTP server
  - Streamlit app
  - FastAPI app
  - Running single-script apps
  - When to use single-script apps
- [Build apps > Multi-script apps](https://www.union.ai/docs/v2/flyte/user-guide/build-apps/multi-script-apps/page.md)
  - FastAPI multi-script app
  - Project structure
  - Example: Multi-file FastAPI app
  - Automatic file discovery
  - Streamlit multi-script app
  - Project structure
  - Example: Multi-file Streamlit app
  - Deploying multi-file Streamlit app
  - Complex multi-file example
  - Project structure
  - Example code
  - Deploying complex app
  - Best practices
  - Troubleshooting
- [Build apps > App usage patterns](https://www.union.ai/docs/v2/flyte/user-guide/build-apps/app-usage-patterns/page.md)
  - Patterns overview
  - Call app from task
  - Example: Task calling an app
  - Call task from app (webhooks / APIs)
  - Example: Basic webhook app
  - Advanced webhook patterns
  - Webhook security and best practices
  - Example: GitHub webhook
  - Gradio agent UI
  - Call app from app
  - Example: App calling another app
  - Using AppEndpoint parameter
  - WebSocket-based patterns
  - Example: Basic WebSocket app
  - WebSocket patterns
  - Using WebSockets with Flyte tasks
  - WebSocket client example
  - Browser-based apps
  - Best practices
  - Summary
- [Build apps > Secret-based authentication](https://www.union.ai/docs/v2/flyte/user-guide/build-apps/secret-based-authentication/page.md)
  - Create the secret
  - Define the FastAPI app
  - Deploy the FastAPI app
  - Invoke the endpoint
  - Authentication for vLLM and SGLang apps
  - Create the authentication secret
  - Deploy vLLM app with authentication
  - Deploy SGLang app with authentication
  - Invoke authenticated LLM endpoints
  - Accessing Swagger documentation
  - Security best practices
  - Troubleshooting
  - Next steps
- [Build apps > Streamlit app](https://www.union.ai/docs/v2/flyte/user-guide/build-apps/streamlit-app/page.md)
  - Basic Streamlit app
  - Single-file Streamlit app
  - Multi-file Streamlit app
  - Example: Data visualization dashboard
  - Best practices
  - Troubleshooting
- [Build apps > FastAPI app](https://www.union.ai/docs/v2/flyte/user-guide/build-apps/fastapi-app/page.md)
  - Basic FastAPI app
  - Serving a machine learning model
  - Accessing Swagger documentation
  - Example: REST API with multiple endpoints
  - Multi-file FastAPI app
  - Local-to-remote model serving
  - Best practices
  - Advanced features
  - Troubleshooting
- [Build apps > vLLM app](https://www.union.ai/docs/v2/flyte/user-guide/build-apps/vllm-app/page.md)
  - Installation
  - Basic vLLM app
  - Using prefetched models
  - Model streaming
  - Custom vLLM arguments
  - Using the OpenAI-compatible API
  - Multi-GPU inference (Tensor Parallelism)
  - Model sharding with prefetch
  - Autoscaling
  - Best practices
  - Troubleshooting
- [Build apps > SGLang app](https://www.union.ai/docs/v2/flyte/user-guide/build-apps/sglang-app/page.md)
  - Installation
  - Basic SGLang app
  - Using prefetched models
  - Model streaming
  - Custom SGLang arguments
  - Using the OpenAI-compatible API
  - Multi-GPU inference (Tensor Parallelism)
  - Model sharding with prefetch
  - Autoscaling
  - Structured generation
  - Best practices
  - Troubleshooting
- [Serve and deploy apps](https://www.union.ai/docs/v2/flyte/user-guide/serve-and-deploy-apps/page.md)
  - Serve vs Deploy
  - `flyte serve`
  - `flyte deploy`
  - Using Python SDK
  - Serve
  - Deploy
  - Using the CLI
  - Serve
  - Deploy
  - Next steps
  > Section bundle (all pages): https://www.union.ai/docs/v2/flyte/user-guide/serve-and-deploy-apps/section.md
- [Serve and deploy apps > How app serving works](https://www.union.ai/docs/v2/flyte/user-guide/serve-and-deploy-apps/how-app-serving-works/page.md)
  - Overview
  - Using the Python SDK
  - Overriding parameters
  - Advanced serving options
  - Using CLI
  - Return value
  - Best practices
  - Troubleshooting
- [Serve and deploy apps > How app deployment works](https://www.union.ai/docs/v2/flyte/user-guide/serve-and-deploy-apps/how-app-deployment-works/page.md)
  - Overview
  - Using the Python SDK
  - Deployment plan
  - Overriding App configuration at deployment time
  - Activation/deactivation
  - Using the CLI
  - Example: Full deployment configuration
  - Best practices
  - Deployment status and return value
  - Troubleshooting
- [Serve and deploy apps > Activating and deactivating apps](https://www.union.ai/docs/v2/flyte/user-guide/serve-and-deploy-apps/activating-and-deactivating-apps/page.md)
  - Activation
  - Activate after deployment
  - Activate an app
  - Check activation status
  - Deactivation
  - Lifecycle management
  - Typical deployment workflow
  - Blue-green deployment
  - Using CLI
  - Activate
  - Deactivate
  - Check status
  - Best practices
  - Automatic activation with serve
  - Example: Complete deployment and activation
  - Troubleshooting
- [Serve and deploy apps > Prefetching models](https://www.union.ai/docs/v2/flyte/user-guide/serve-and-deploy-apps/prefetching-models/page.md)
  - Why prefetch?
  - Basic prefetch
  - Using Python SDK
  - Using CLI
  - Using prefetched models
  - Prefetch options
  - Custom artifact name
  - With HuggingFace token
  - With resources
  - Sharding models for multi-GPU
  - vLLM sharding
  - Using shard config via CLI
  - Using prefetched sharded models
  - CLI options
  - Complete example
  - Best practices
  - Troubleshooting
- [Sandboxing](https://www.union.ai/docs/v2/flyte/user-guide/sandboxing/page.md)
  - Why sandboxing matters for AI
  - Types of sandboxes
  - What Flyte offers
  > Section bundle (all pages): https://www.union.ai/docs/v2/flyte/user-guide/sandboxing/section.md
- [Sandboxing > Workflow sandboxing in Flyte](https://www.union.ai/docs/v2/flyte/user-guide/sandboxing/workflow-sandboxing-flyte/page.md)
  - Why workflow sandboxing?
  - How it works
  - Example: sandboxed orchestrator
  - Example: dynamic code execution
  - Reusable task from a code string
  - One-shot local execution
  - Parameterized code generation
  - Building code-mode agents
  - Syntax restrictions
  - Allowed
  - Not allowed
  - Type restrictions
  - Security model
- [Sandboxing > Code mode](https://www.union.ai/docs/v2/flyte/user-guide/sandboxing/code-mode/page.md)
  - Code mode vs tool calling
  - Why code mode is powerful
  - Token efficiency
  - Performance
  - Natural programming patterns
  - Progressive tool discovery
  - Data privacy
  - Example: tool calling vs code mode
  - Tool calling approach
  - Code mode approach
  - Example: defining tools
  - Example: code-mode agent
  - Example: chat app
  - Example: durable agent
  - References

---

## Tutorials

- [Distributed LLM pretraining](https://www.union.ai/docs/v2/flyte/tutorials/distributed-pretraining/page.md)
  - Overview
  - Implementation
  - Setting up the environment
  - Declaring resource requirements
  - Model configurations
  - Building the GPT model
  - The Lightning training module
  - Checkpointing for fault tolerance
  - Real-time metrics with Flyte Reports
  - Streaming data at scale
  - Distributed training with FSDP
  - Tying it together
  - Running the pipeline
  - Going further
- [GPU-accelerated climate modeling](https://www.union.ai/docs/v2/flyte/tutorials/climate-modeling/page.md)
  - Overview
  - Implementation
  - Dependencies and container image
  - Simulation parameters and data structures
  - Task environments
  - Data ingestion: multiple sources in parallel
  - Preprocessing with Dask
  - GPU-accelerated atmospheric simulation
  - Distributing across multiple GPUs
  - The main workflow
  - Running the pipeline
  - Key concepts
  - Ensemble forecasting
  - Adaptive mesh refinement
  - Real-time event detection
  - Where to go next
- [Multi-agent trading simulation](https://www.union.ai/docs/v2/flyte/tutorials/trading-agents/page.md)
  - TL;DR
  - What is an agent, anyway?
  - What's different here?
  - How it works: step-by-step walkthrough
  - Entry point
  - Analyst agents
  - Research agents
  - Trading agent
  - Risk agents
  - Retaining agent memory with S3 vectors
  - Running the simulation
  - Why Flyte? _(A quick note before you go)_
- [Run LLM-generated code](https://www.union.ai/docs/v2/flyte/tutorials/code-agent/page.md)
  - What this example demonstrates
  - Setting up the agent environment
  - Retrieve docs
  - Code generation
  - Running the code agent
- [Text-to-SQL](https://www.union.ai/docs/v2/flyte/tutorials/text_to_sql/page.md)
  - Ingesting data
  - From question to SQL
  - Vector indexing
  - Table retrieval and context building
  - SQL generation and response synthesis
  - Building the QA dataset
  - Schema extraction and chunking
  - Question and SQL generation
  - Validation and quality control
  - Optimizing prompts
  - Evaluation pipeline
  - Iterative optimization
  - Run it
  - What we observed
  - The bigger lesson
- [Automatic prompt engineering](https://www.union.ai/docs/v2/flyte/tutorials/auto_prompt_engineering/page.md)
  - Set up the environment
  - Prepare the evaluation dataset
  - Define models
  - Evaluate prompts
  - Optimize prompts
  - Build the full pipeline
  - Run it
  - Why this matters
  - Next steps
- [Deep research](https://www.union.ai/docs/v2/flyte/tutorials/deep-research/page.md)
  - Setting up the environment
  - Generate research queries
  - Search and summarize
  - Evaluate research completeness
  - Filter results
  - Generate the final answer
  - Orchestration
  - Run the deep research agent
  - Evaluate with Weights & Biases Weave
- [Hyperparameter optimization](https://www.union.ai/docs/v2/flyte/tutorials/hpo/page.md)
  - A better way to run HPO
  - Declare dependencies
  - Define the task environment
  - Define the optimizer
  - Define the objective function
  - Define the main optimization loop
  - Run the experiment

---

## Integrations

- [Dask](https://www.union.ai/docs/v2/flyte/integrations/dask/page.md)
  - Install the plugin
- [OpenAI](https://www.union.ai/docs/v2/flyte/integrations/openai/page.md)
  - Install the plugin
- [OpenAI > Agent tools](https://www.union.ai/docs/v2/flyte/integrations/openai/agent_tools/page.md)
  - Define the tools
  - Define the agent
  - Run the agent
  - Conclusion
- [Pytorch](https://www.union.ai/docs/v2/flyte/integrations/pytorch/page.md)
- [Ray](https://www.union.ai/docs/v2/flyte/integrations/ray/page.md)
  - Install the plugin
- [Snowflake](https://www.union.ai/docs/v2/flyte/integrations/snowflake/page.md)
  - Installation
  - Quick start
  - Configuration
  - Required fields
  - Additional connection parameters
  - Authentication
  - Key-pair authentication
  - Password authentication
  - OAuth authentication
  - Query templating
  - Supported input types
  - Batched `INSERT` with list inputs
  - Parameterized `SELECT`
  - Multiple inputs
  - Retrieving query results
  - End-to-end example
- [Spark](https://www.union.ai/docs/v2/flyte/integrations/spark/page.md)
- [Weights & Biases](https://www.union.ai/docs/v2/flyte/integrations/wandb/page.md)
  - Installation
  - Quick start
  - What's next
- [Weights & Biases > Experiments](https://www.union.ai/docs/v2/flyte/integrations/wandb/experiments/page.md)
  - Basic usage
  - Accessing the run object
  - Parent-child task relationships
  - Run modes
  - Using `run_mode="new"` for independent runs
  - Using `run_mode="shared"` for explicit sharing
  - Configuration with `wandb_config`
  - Workflow-level configuration
  - Overriding configuration for child tasks
  - Using traces with W&B runs
- [Weights & Biases > Distributed training](https://www.union.ai/docs/v2/flyte/integrations/wandb/distributed_training/page.md)
  - Quick start
  - Run modes in distributed training
  - Single-node behavior
  - Multi-node behavior
  - Choosing run mode and rank scope
  - Single-node multi-GPU
  - Basic example with `auto` mode
  - Using `shared` mode for per-rank metrics
  - Using `new` mode for per-rank runs
  - Multi-node training with `Elastic`
  - Global scope (default): Single run across all nodes
  - Worker scope: One run per node
  - Shared mode: All ranks log to the same run
  - New mode: Separate run per rank
  - How it works
  - Run ID patterns
- [Weights & Biases > Sweeps](https://www.union.ai/docs/v2/flyte/integrations/wandb/sweeps/page.md)
  - Creating a sweep
  - Running parallel agents
  - Writing objective functions
- [Weights & Biases > Downloading logs](https://www.union.ai/docs/v2/flyte/integrations/wandb/downloading_logs/page.md)
  - Automatic download
  - Accessing run directories during execution
- [Weights & Biases > Constraints and best practices](https://www.union.ai/docs/v2/flyte/integrations/wandb/constraints_and_best_practices/page.md)
  - Decorator ordering
  - Traces cannot use decorators
  - Maximum sweep agents
  - Configuration priority
  - Run ID generation
  - Sync delay for local files
  - Shared run mode requirements
  - Objective functions for sweeps
  - Error handling
- [Weights & Biases > Manual integration](https://www.union.ai/docs/v2/flyte/integrations/wandb/manual/page.md)
  - Using the Wandb link class
  - With a custom run ID
  - Adding links at runtime with override
  - Using the `WandbSweep` link class

---

## Reference

- [LLM-optimized documentation](https://www.union.ai/docs/v2/flyte/api-reference/flyte-context/page.md)
  - Per-page Markdown (`page.md`)
  - Section bundles (`section.md`)
  - Page index (`llms.txt`)
  - Full documentation (`llms-full.txt`)
- [Migration from Flyte 1 to Flyte 2](https://www.union.ai/docs/v2/flyte/api-reference/migration/page.md)
  - Key API changes at a glance
  - Topics
  - [Philosophy and imports](overview/page.md)
  - [Container images](images/page.md)
  - [Configuration and CLI](configuration-and-cli/page.md)
  - [Tasks and workflows](tasks-and-workflows/page.md)
  - [Secrets, resources, and caching](secrets-resources-caching/page.md)
  - [Parallelism and async](parallelism-and-async/page.md)
  - [Triggers and dynamic workflows](triggers-and-dynamic/page.md)
  - [Examples and common gotchas](examples-and-gotchas/page.md)
  > Section bundle (all pages): https://www.union.ai/docs/v2/flyte/api-reference/migration/section.md
- [Migration from Flyte 1 to Flyte 2 > Philosophy and imports](https://www.union.ai/docs/v2/flyte/api-reference/migration/overview/page.md)
  - Key paradigm shifts
  - What Flyte 2 eliminates
  - What Flyte 2 introduces
  - Package imports
  - Basic import changes
  - Flyte 1
  - Flyte 2
  - Import mapping table
- [Migration from Flyte 1 to Flyte 2 > Container images](https://www.union.ai/docs/v2/flyte/api-reference/migration/images/page.md)
  - Basic migration
  - Flyte 1
  - Flyte 2
  - Image constructor methods
  - Image builder methods (chainable)
  - Builder configuration (local vs remote)
  - Private registry with secrets
  - Flyte 1
  - Flyte 2
  - Parameter mapping
- [Migration from Flyte 1 to Flyte 2 > Configuration and CLI](https://www.union.ai/docs/v2/flyte/api-reference/migration/configuration-and-cli/page.md)
  - Configuration files
  - Config file location
  - Config format
  - Flyte 1
  - Flyte 2
  - Key config differences
  - Specifying config via CLI
  - Flyte 1
  - Flyte 2
  - Specifying config in code
  - CLI commands
  - Command mapping
  - Running tasks
  - Flyte 1
  - Flyte 2
  - Key CLI flag differences
  - Deploying
  - Flyte 1
  - Flyte 2
  - Running deployed tasks
  - Complete Flyte 2 CLI options
- [Migration from Flyte 1 to Flyte 2 > Tasks and workflows](https://www.union.ai/docs/v2/flyte/api-reference/migration/tasks-and-workflows/page.md)
  - Basic task migration
  - Flyte 1
  - Flyte 2
  - Workflow to task migration
  - Flyte 1
  - Flyte 2 Sync
  - Flyte 2 Async
  - TaskEnvironment configuration
  - Parameter mapping: @task to TaskEnvironment + @env.task
- [Migration from Flyte 1 to Flyte 2 > Secrets, resources, and caching](https://www.union.ai/docs/v2/flyte/api-reference/migration/secrets-resources-caching/page.md)
  - Secrets
  - Declaring and accessing secrets
  - Flyte 1
  - Flyte 2
  - Secret configuration options
  - Secret name convention changes
  - Creating secrets via CLI
  - Resources
  - Basic resource configuration
  - Flyte 1
  - Flyte 2
  - GPU configuration
  - Flyte 1
  - Flyte 2
  - Supported GPU types (Flyte 2)
  - Resource parameter mapping
  - Caching
  - Basic caching
  - Flyte 1
  - Flyte 2
  - Cache behavior options (Flyte 2)
- [Migration from Flyte 1 to Flyte 2 > Parallelism and async](https://www.union.ai/docs/v2/flyte/api-reference/migration/parallelism-and-async/page.md)
  - Basic map_task migration
  - Flyte 1
  - Flyte 2
  - map_task with concurrency
  - Flyte 1
  - Flyte 2
  - Async parallel execution with asyncio.gather
  - Concurrency control with semaphore
  - Error handling with asyncio.gather
  - flyte.map vs asyncio.gather comparison
  - Recommended pattern selection
  - Sync and async task patterns
  - Sync tasks calling sync tasks
  - Async tasks calling async tasks
  - Sequential execution with await
  - Flyte 1
  - Flyte 2
- [Migration from Flyte 1 to Flyte 2 > Triggers and dynamic workflows](https://www.union.ai/docs/v2/flyte/api-reference/migration/triggers-and-dynamic/page.md)
  - LaunchPlan to Trigger migration
  - Flyte 1
  - Flyte 2
  - Trigger options
  - Deploying triggers
  - Dynamic workflows
  - @dynamic to regular tasks
  - Flyte 1
  - Flyte 2 Sync
  - Flyte 2 Async
  - Conditional execution
  - Flyte 1
  - Flyte 2
  - Subworkflows to nested tasks
  - Flyte 1
  - Flyte 2
- [Migration from Flyte 1 to Flyte 2 > Examples and common gotchas](https://www.union.ai/docs/v2/flyte/api-reference/migration/examples-and-gotchas/page.md)
  - Complete migration examples
  - Example 1: Simple ML pipeline
  - Flyte 1
  - Flyte 2
  - Example 2: Parallel processing with map_task
  - Flyte 1
  - Flyte 2 Sync
  - Flyte 2 Async
  - Common gotchas
  - 1. current_context() is replaced
  - 2. Workflow >> ordering notation is gone
  - 3. flyte.map returns a generator
  - 4. Image configuration location
  - 5. Resource configuration
  - 6. Cache version
  - 7. Entrypoint task naming
  - 8. Memory parameter name
  - 9. Type annotations
  - Quick reference cheat sheet
- [Flyte CLI](https://www.union.ai/docs/v2/flyte/api-reference/flyte-cli/page.md)
  - flyte
  - flyte abort
  - flyte build
  - flyte create
  - flyte delete
  - flyte deploy
  - flyte gen
  - flyte get
  - flyte prefetch
  - flyte run
  - flyte serve
  - flyte start
  - flyte update
  - flyte whoami
- [Flyte SDK](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/page.md)
- [Flyte SDK > Classes](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/classes/page.md)
- [Flyte SDK > Packages](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/page.md)
- [Flyte SDK > Packages > flyte](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte/page.md)
  - Directory
  - Classes
  - Protocols
  - Methods
  - Variables
  - Methods
- [Flyte SDK > Packages > flyte > AppHandle](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte/apphandle/page.md)
  - Properties
  - Methods
  - activate()
  - deactivate()
  - ephemeral_ctx()
  - ephemeral_ctx_sync()
  - is_active()
  - is_deactivated()
- [Flyte SDK > Packages > flyte > Cache](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte/cache/page.md)
  - Methods
  - get_ignored_inputs()
  - get_version()
  - is_enabled()
- [Flyte SDK > Packages > flyte > CachePolicy](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte/cachepolicy/page.md)
  - Methods
  - get_version()
- [Flyte SDK > Packages > flyte > Cron](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte/cron/page.md)
  - Properties
- [Flyte SDK > Packages > flyte > Device](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte/device/page.md)
- [Flyte SDK > Packages > flyte > Environment](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte/environment/page.md)
  - Methods
  - add_dependency()
  - clone_with()
- [Flyte SDK > Packages > flyte > FixedRate](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte/fixedrate/page.md)
- [Flyte SDK > Packages > flyte > Image](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte/image/page.md)
  - Properties
  - Methods
  - clone()
  - from_base()
  - from_debian_base()
  - from_dockerfile()
  - from_ref_name()
  - from_uv_script()
  - validate()
  - with_apt_packages()
  - with_commands()
  - with_dockerignore()
  - with_env_vars()
  - with_local_v2()
  - with_pip_packages()
  - with_poetry_project()
  - with_requirements()
  - with_source_file()
  - with_source_folder()
  - with_uv_project()
  - with_workdir()
- [Flyte SDK > Packages > flyte > ImageBuild](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte/imagebuild/page.md)
- [Flyte SDK > Packages > flyte > Link](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte/link/page.md)
  - Methods
  - get_link()
- [Flyte SDK > Packages > flyte > PodTemplate](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte/podtemplate/page.md)
  - Methods
  - to_k8s_pod()
- [Flyte SDK > Packages > flyte > Resources](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte/resources/page.md)
  - Methods
  - get_device()
  - get_shared_memory()
- [Flyte SDK > Packages > flyte > RetryStrategy](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte/retrystrategy/page.md)
- [Flyte SDK > Packages > flyte > ReusePolicy](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte/reusepolicy/page.md)
  - Properties
  - Methods
  - get_scaledown_ttl()
- [Flyte SDK > Packages > flyte > Secret](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte/secret/page.md)
  - Methods
  - stable_hash()
- [Flyte SDK > Packages > flyte > TaskEnvironment](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte/taskenvironment/page.md)
  - Properties
  - Methods
  - add_dependency()
  - clone_with()
  - from_task()
  - task()
- [Flyte SDK > Packages > flyte > Timeout](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte/timeout/page.md)
- [Flyte SDK > Packages > flyte > Trigger](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte/trigger/page.md)
  - Methods
  - daily()
  - hourly()
  - minutely()
  - monthly()
  - weekly()
- [Flyte SDK > Packages > flyte.app](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.app/page.md)
  - Directory
  - Classes
  - Methods
  - Methods
- [Flyte SDK > Packages > flyte.app > AppEndpoint](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.app/appendpoint/page.md)
  - Properties
  - Methods
  - check_type()
  - construct()
  - copy()
  - dict()
  - from_orm()
  - get()
  - json()
  - materialize()
  - model_construct()
  - model_copy()
  - model_dump()
  - model_dump_json()
  - model_json_schema()
  - model_parametrized_name()
  - model_post_init()
  - model_rebuild()
  - model_validate()
  - model_validate_json()
  - model_validate_strings()
  - parse_file()
  - parse_obj()
  - parse_raw()
  - schema()
  - schema_json()
  - update_forward_refs()
  - validate()
- [Flyte SDK > Packages > flyte.app > AppEnvironment](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.app/appenvironment/page.md)
  - Properties
  - Methods
  - add_dependency()
  - clone_with()
  - container_args()
  - container_cmd()
  - get_port()
  - on_shutdown()
  - on_startup()
  - server()
- [Flyte SDK > Packages > flyte.app > ConnectorEnvironment](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.app/connectorenvironment/page.md)
  - Properties
  - Methods
  - add_dependency()
  - clone_with()
  - container_args()
  - container_cmd()
  - get_port()
  - on_shutdown()
  - on_startup()
  - server()
- [Flyte SDK > Packages > flyte.app > Domain](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.app/domain/page.md)
- [Flyte SDK > Packages > flyte.app > Link](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.app/link/page.md)
- [Flyte SDK > Packages > flyte.app > Parameter](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.app/parameter/page.md)
- [Flyte SDK > Packages > flyte.app > Port](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.app/port/page.md)
- [Flyte SDK > Packages > flyte.app > RunOutput](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.app/runoutput/page.md)
  - Properties
  - Methods
  - check_type()
  - construct()
  - copy()
  - dict()
  - from_orm()
  - get()
  - json()
  - materialize()
  - model_construct()
  - model_copy()
  - model_dump()
  - model_dump_json()
  - model_json_schema()
  - model_parametrized_name()
  - model_post_init()
  - model_rebuild()
  - model_validate()
  - model_validate_json()
  - model_validate_strings()
  - parse_file()
  - parse_obj()
  - parse_raw()
  - schema()
  - schema_json()
  - update_forward_refs()
  - validate()
- [Flyte SDK > Packages > flyte.app > Scaling](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.app/scaling/page.md)
  - Methods
  - get_replicas()
- [Flyte SDK > Packages > flyte.app > Timeouts](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.app/timeouts/page.md)
- [Flyte SDK > Packages > flyte.app.extras](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.app.extras/page.md)
  - Directory
  - Classes
- [Flyte SDK > Packages > flyte.app.extras > FastAPIAppEnvironment](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.app.extras/fastapiappenvironment/page.md)
  - Properties
  - Methods
  - add_dependency()
  - clone_with()
  - container_args()
  - container_cmd()
  - container_command()
  - get_port()
  - on_shutdown()
  - on_startup()
  - server()
- [Flyte SDK > Packages > flyte.app.extras > FastAPIPassthroughAuthMiddleware](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.app.extras/fastapipassthroughauthmiddleware/page.md)
  - Methods
  - dispatch()
  - extract_authorization_header()
  - extract_cookie_header()
  - extract_custom_header()
- [Flyte SDK > Packages > flyte.app.extras > FlyteWebhookAppEnvironment](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.app.extras/flytewebhookappenvironment/page.md)
  - Properties
  - Methods
  - add_dependency()
  - clone_with()
  - container_args()
  - container_cmd()
  - container_command()
  - get_port()
  - on_shutdown()
  - on_startup()
  - server()
- [Flyte SDK > Packages > flyte.config](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.config/page.md)
  - Directory
  - Classes
  - Methods
  - Methods
- [Flyte SDK > Packages > flyte.config > Config](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.config/config/page.md)
  - Methods
  - auto()
  - with_params()
- [Flyte SDK > Packages > flyte.connectors](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.connectors/page.md)
  - Directory
  - Classes
- [Flyte SDK > Packages > flyte.connectors > AsyncConnector](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.connectors/asyncconnector/page.md)
  - Methods
  - create()
  - delete()
  - get()
  - get_logs()
  - get_metrics()
- [Flyte SDK > Packages > flyte.connectors > AsyncConnectorExecutorMixin](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.connectors/asyncconnectorexecutormixin/page.md)
  - Methods
  - execute()
- [Flyte SDK > Packages > flyte.connectors > ConnectorRegistry](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.connectors/connectorregistry/page.md)
  - Methods
  - get_connector()
  - register()
- [Flyte SDK > Packages > flyte.connectors > ConnectorService](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.connectors/connectorservice/page.md)
  - Methods
  - run()
- [Flyte SDK > Packages > flyte.connectors > Resource](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.connectors/resource/page.md)
- [Flyte SDK > Packages > flyte.connectors > ResourceMeta](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.connectors/resourcemeta/page.md)
  - Methods
  - decode()
  - encode()
- [Flyte SDK > Packages > flyte.connectors.utils](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.connectors.utils/page.md)
  - Directory
  - Methods
  - Methods
- [Flyte SDK > Packages > flyte.durable](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.durable/page.md)
  - Directory
  - Methods
  - Methods
- [Flyte SDK > Packages > flyte.errors](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.errors/page.md)
  - Directory
  - Errors
  - Methods
  - Methods
- [Flyte SDK > Packages > flyte.errors > ActionAbortedError](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.errors/actionabortederror/page.md)
- [Flyte SDK > Packages > flyte.errors > ActionNotFoundError](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.errors/actionnotfounderror/page.md)
- [Flyte SDK > Packages > flyte.errors > BaseRuntimeError](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.errors/baseruntimeerror/page.md)
- [Flyte SDK > Packages > flyte.errors > CodeBundleError](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.errors/codebundleerror/page.md)
- [Flyte SDK > Packages > flyte.errors > CustomError](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.errors/customerror/page.md)
  - Methods
  - from_exception()
- [Flyte SDK > Packages > flyte.errors > DeploymentError](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.errors/deploymenterror/page.md)
- [Flyte SDK > Packages > flyte.errors > ImageBuildError](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.errors/imagebuilderror/page.md)
- [Flyte SDK > Packages > flyte.errors > ImagePullBackOffError](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.errors/imagepullbackofferror/page.md)
- [Flyte SDK > Packages > flyte.errors > InitializationError](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.errors/initializationerror/page.md)
- [Flyte SDK > Packages > flyte.errors > InlineIOMaxBytesBreached](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.errors/inlineiomaxbytesbreached/page.md)
- [Flyte SDK > Packages > flyte.errors > InvalidImageNameError](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.errors/invalidimagenameerror/page.md)
- [Flyte SDK > Packages > flyte.errors > InvalidPackageError](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.errors/invalidpackageerror/page.md)
- [Flyte SDK > Packages > flyte.errors > LogsNotYetAvailableError](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.errors/logsnotyetavailableerror/page.md)
- [Flyte SDK > Packages > flyte.errors > ModuleLoadError](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.errors/moduleloaderror/page.md)
- [Flyte SDK > Packages > flyte.errors > NotInTaskContextError](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.errors/notintaskcontexterror/page.md)
- [Flyte SDK > Packages > flyte.errors > OnlyAsyncIOSupportedError](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.errors/onlyasynciosupportederror/page.md)
- [Flyte SDK > Packages > flyte.errors > OOMError](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.errors/oomerror/page.md)
- [Flyte SDK > Packages > flyte.errors > ParameterMaterializationError](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.errors/parametermaterializationerror/page.md)
- [Flyte SDK > Packages > flyte.errors > PrimaryContainerNotFoundError](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.errors/primarycontainernotfounderror/page.md)
- [Flyte SDK > Packages > flyte.errors > RemoteTaskNotFoundError](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.errors/remotetasknotfounderror/page.md)
- [Flyte SDK > Packages > flyte.errors > RemoteTaskUsageError](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.errors/remotetaskusageerror/page.md)
- [Flyte SDK > Packages > flyte.errors > RestrictedTypeError](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.errors/restrictedtypeerror/page.md)
- [Flyte SDK > Packages > flyte.errors > RetriesExhaustedError](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.errors/retriesexhaustederror/page.md)
- [Flyte SDK > Packages > flyte.errors > RuntimeDataValidationError](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.errors/runtimedatavalidationerror/page.md)
- [Flyte SDK > Packages > flyte.errors > RuntimeSystemError](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.errors/runtimesystemerror/page.md)
- [Flyte SDK > Packages > flyte.errors > RuntimeUnknownError](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.errors/runtimeunknownerror/page.md)
- [Flyte SDK > Packages > flyte.errors > RuntimeUserError](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.errors/runtimeusererror/page.md)
- [Flyte SDK > Packages > flyte.errors > SlowDownError](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.errors/slowdownerror/page.md)
- [Flyte SDK > Packages > flyte.errors > TaskInterruptedError](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.errors/taskinterruptederror/page.md)
- [Flyte SDK > Packages > flyte.errors > TaskTimeoutError](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.errors/tasktimeouterror/page.md)
- [Flyte SDK > Packages > flyte.errors > TraceDoesNotAllowNestedTasksError](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.errors/tracedoesnotallownestedtaskserror/page.md)
- [Flyte SDK > Packages > flyte.errors > UnionRpcError](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.errors/unionrpcerror/page.md)
- [Flyte SDK > Packages > flyte.extend](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.extend/page.md)
  - Directory
  - Classes
  - Protocols
  - Methods
  - Variables
  - Methods
- [Flyte SDK > Packages > flyte.extend > AsyncFunctionTaskTemplate](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.extend/asyncfunctiontasktemplate/page.md)
  - Properties
  - Methods
  - aio()
  - config()
  - container_args()
  - custom_config()
  - data_loading_config()
  - execute()
  - forward()
  - override()
  - post()
  - pre()
  - sql()
- [Flyte SDK > Packages > flyte.extend > ImageBuildEngine](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.extend/imagebuildengine/page.md)
  - Methods
  - build()
- [Flyte SDK > Packages > flyte.extend > ImageBuilder](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.extend/imagebuilder/page.md)
  - Methods
  - build_image()
  - get_checkers()
- [Flyte SDK > Packages > flyte.extend > ImageChecker](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.extend/imagechecker/page.md)
  - Methods
  - image_exists()
- [Flyte SDK > Packages > flyte.extend > TaskTemplate](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.extend/tasktemplate/page.md)
  - Properties
  - Methods
  - aio()
  - config()
  - container_args()
  - custom_config()
  - data_loading_config()
  - execute()
  - forward()
  - override()
  - post()
  - pre()
  - sql()
- [Flyte SDK > Packages > flyte.extras](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.extras/page.md)
  - Directory
  - Classes
  - Methods
  - Methods
- [Flyte SDK > Packages > flyte.extras > ContainerTask](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.extras/containertask/page.md)
  - Properties
  - Methods
  - aio()
  - config()
  - container_args()
  - custom_config()
  - data_loading_config()
  - execute()
  - forward()
  - override()
  - post()
  - pre()
  - sql()
- [Flyte SDK > Packages > flyte.git](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.git/page.md)
  - Directory
  - Classes
  - Methods
  - Methods
- [Flyte SDK > Packages > flyte.git > GitStatus](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.git/gitstatus/page.md)
  - Methods
  - build_url()
  - from_current_repo()
- [Flyte SDK > Packages > flyte.io](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.io/page.md)
  - IO data types
  - Directory
  - Classes
  - Variables
- [Flyte SDK > Packages > flyte.io > DataFrame](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.io/dataframe/page.md)
  - Properties
  - Methods
  - all()
  - all_sync()
  - column_names()
  - columns()
  - construct()
  - copy()
  - deserialize_dataframe()
  - dict()
  - from_df()
  - from_existing_remote()
  - from_local()
  - from_local_sync()
  - from_orm()
  - iter()
  - json()
  - model_construct()
  - model_copy()
  - model_dump()
  - model_dump_json()
  - model_json_schema()
  - model_parametrized_name()
  - model_post_init()
  - model_rebuild()
  - model_validate()
  - model_validate_json()
  - model_validate_strings()
  - open()
  - parse_file()
  - parse_obj()
  - parse_raw()
  - schema()
  - schema_json()
  - schema_match()
  - serialize_dataframe()
  - set_literal()
  - update_forward_refs()
  - validate()
  - wrap_df()
- [Flyte SDK > Packages > flyte.io > Dir](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.io/dir/page.md)
  - Properties
  - Methods
  - construct()
  - copy()
  - dict()
  - download()
  - download_sync()
  - exists()
  - exists_sync()
  - from_existing_remote()
  - from_local()
  - from_local_sync()
  - from_orm()
  - get_file()
  - get_file_sync()
  - json()
  - list_files()
  - list_files_sync()
  - model_construct()
  - model_copy()
  - model_dump()
  - model_dump_json()
  - model_json_schema()
  - model_parametrized_name()
  - model_post_init()
  - model_rebuild()
  - model_validate()
  - model_validate_json()
  - model_validate_strings()
  - parse_file()
  - parse_obj()
  - parse_raw()
  - pre_init()
  - schema()
  - schema_json()
  - schema_match()
  - update_forward_refs()
  - validate()
  - walk()
  - walk_sync()
- [Flyte SDK > Packages > flyte.io > File](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.io/file/page.md)
  - Properties
  - Methods
  - construct()
  - copy()
  - dict()
  - download()
  - download_sync()
  - exists()
  - exists_sync()
  - from_existing_remote()
  - from_local()
  - from_local_sync()
  - from_orm()
  - json()
  - model_construct()
  - model_copy()
  - model_dump()
  - model_dump_json()
  - model_json_schema()
  - model_parametrized_name()
  - model_post_init()
  - model_rebuild()
  - model_validate()
  - model_validate_json()
  - model_validate_strings()
  - named_remote()
  - new_remote()
  - open()
  - open_sync()
  - parse_file()
  - parse_obj()
  - parse_raw()
  - pre_init()
  - schema()
  - schema_json()
  - schema_match()
  - update_forward_refs()
  - validate()
- [Flyte SDK > Packages > flyte.io > HashFunction](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.io/hashfunction/page.md)
  - Methods
  - from_fn()
  - reset()
  - result()
  - update()
- [Flyte SDK > Packages > flyte.io.extend](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.io.extend/page.md)
  - Directory
  - Classes
- [Flyte SDK > Packages > flyte.io.extend > DataFrameDecoder](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.io.extend/dataframedecoder/page.md)
  - Properties
  - Methods
  - decode()
- [Flyte SDK > Packages > flyte.io.extend > DataFrameEncoder](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.io.extend/dataframeencoder/page.md)
  - Properties
  - Methods
  - encode()
- [Flyte SDK > Packages > flyte.io.extend > DataFrameTransformerEngine](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.io.extend/dataframetransformerengine/page.md)
  - Properties
  - Methods
  - assert_type()
  - encode()
  - from_binary_idl()
  - get_decoder()
  - get_encoder()
  - get_literal_type()
  - get_structured_dataset_type()
  - guess_python_type()
  - isinstance_generic()
  - iter_as()
  - open_as()
  - register()
  - register_for_protocol()
  - register_renderer()
  - schema_match()
  - to_html()
  - to_literal()
  - to_python_value()
- [Flyte SDK > Packages > flyte.models](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.models/page.md)
  - Directory
  - Classes
  - Methods
  - Variables
  - Methods
- [Flyte SDK > Packages > flyte.models > ActionID](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.models/actionid/page.md)
  - Methods
  - create_random()
  - new_sub_action()
  - new_sub_action_from()
  - unique_id_str()
- [Flyte SDK > Packages > flyte.models > ActionPhase](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.models/actionphase/page.md)
- [Flyte SDK > Packages > flyte.models > Checkpoints](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.models/checkpoints/page.md)
- [Flyte SDK > Packages > flyte.models > CodeBundle](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.models/codebundle/page.md)
  - Methods
  - with_downloaded_path()
- [Flyte SDK > Packages > flyte.models > GroupData](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.models/groupdata/page.md)
- [Flyte SDK > Packages > flyte.models > NativeInterface](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.models/nativeinterface/page.md)
  - Properties
  - Methods
  - convert_to_kwargs()
  - from_callable()
  - from_types()
  - get_input_types()
  - has_outputs()
  - num_required_inputs()
  - required_inputs()
- [Flyte SDK > Packages > flyte.models > PathRewrite](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.models/pathrewrite/page.md)
  - Methods
  - from_str()
- [Flyte SDK > Packages > flyte.models > RawDataPath](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.models/rawdatapath/page.md)
  - Methods
  - from_local_folder()
  - get_random_remote_path()
- [Flyte SDK > Packages > flyte.models > SerializationContext](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.models/serializationcontext/page.md)
  - Methods
  - get_entrypoint_path()
- [Flyte SDK > Packages > flyte.models > TaskContext](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.models/taskcontext/page.md)
  - Methods
  - is_in_cluster()
  - replace()
- [Flyte SDK > Packages > flyte.prefetch](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.prefetch/page.md)
  - Directory
  - Classes
  - Methods
  - Methods
- [Flyte SDK > Packages > flyte.prefetch > HuggingFaceModelInfo](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.prefetch/huggingfacemodelinfo/page.md)
  - Properties
  - Methods
  - construct()
  - copy()
  - dict()
  - from_orm()
  - json()
  - model_construct()
  - model_copy()
  - model_dump()
  - model_dump_json()
  - model_json_schema()
  - model_parametrized_name()
  - model_post_init()
  - model_rebuild()
  - model_validate()
  - model_validate_json()
  - model_validate_strings()
  - parse_file()
  - parse_obj()
  - parse_raw()
  - schema()
  - schema_json()
  - update_forward_refs()
  - validate()
- [Flyte SDK > Packages > flyte.prefetch > ShardConfig](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.prefetch/shardconfig/page.md)
  - Properties
  - Methods
  - construct()
  - copy()
  - dict()
  - from_orm()
  - json()
  - model_construct()
  - model_copy()
  - model_dump()
  - model_dump_json()
  - model_json_schema()
  - model_parametrized_name()
  - model_post_init()
  - model_rebuild()
  - model_validate()
  - model_validate_json()
  - model_validate_strings()
  - parse_file()
  - parse_obj()
  - parse_raw()
  - schema()
  - schema_json()
  - update_forward_refs()
  - validate()
- [Flyte SDK > Packages > flyte.prefetch > StoredModelInfo](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.prefetch/storedmodelinfo/page.md)
  - Properties
  - Methods
  - construct()
  - copy()
  - dict()
  - from_orm()
  - json()
  - model_construct()
  - model_copy()
  - model_dump()
  - model_dump_json()
  - model_json_schema()
  - model_parametrized_name()
  - model_post_init()
  - model_rebuild()
  - model_validate()
  - model_validate_json()
  - model_validate_strings()
  - parse_file()
  - parse_obj()
  - parse_raw()
  - schema()
  - schema_json()
  - update_forward_refs()
  - validate()
- [Flyte SDK > Packages > flyte.prefetch > VLLMShardArgs](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.prefetch/vllmshardargs/page.md)
  - Properties
  - Methods
  - construct()
  - copy()
  - dict()
  - from_orm()
  - get_vllm_args()
  - json()
  - model_construct()
  - model_copy()
  - model_dump()
  - model_dump_json()
  - model_json_schema()
  - model_parametrized_name()
  - model_post_init()
  - model_rebuild()
  - model_validate()
  - model_validate_json()
  - model_validate_strings()
  - parse_file()
  - parse_obj()
  - parse_raw()
  - schema()
  - schema_json()
  - update_forward_refs()
  - validate()
- [Flyte SDK > Packages > flyte.remote](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.remote/page.md)
  - Directory
  - Classes
  - Methods
  - Methods
- [Flyte SDK > Packages > flyte.remote > Action](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.remote/action/page.md)
  - Properties
  - Methods
  - abort()
  - details()
  - done()
  - get()
  - listall()
  - show_logs()
  - sync()
  - to_dict()
  - to_json()
  - wait()
  - watch()
- [Flyte SDK > Packages > flyte.remote > ActionDetails](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.remote/actiondetails/page.md)
  - Properties
  - Methods
  - done()
  - get()
  - get_details()
  - inputs()
  - logs_available()
  - outputs()
  - to_dict()
  - to_json()
  - watch()
  - watch_updates()
- [Flyte SDK > Packages > flyte.remote > ActionInputs](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.remote/actioninputs/page.md)
  - Methods
  - clear()
  - copy()
  - fromkeys()
  - get()
  - items()
  - keys()
  - pop()
  - popitem()
  - setdefault()
  - to_dict()
  - to_json()
  - update()
  - values()
- [Flyte SDK > Packages > flyte.remote > ActionOutputs](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.remote/actionoutputs/page.md)
  - Properties
  - Methods
  - to_dict()
  - to_json()
- [Flyte SDK > Packages > flyte.remote > App](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.remote/app/page.md)
  - Properties
  - Methods
  - activate()
  - create()
  - deactivate()
  - delete()
  - ephemeral_ctx()
  - ephemeral_ctx_sync()
  - get()
  - is_active()
  - is_deactivated()
  - listall()
  - replace()
  - to_dict()
  - to_json()
  - update()
  - watch()
- [Flyte SDK > Packages > flyte.remote > Project](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.remote/project/page.md)
  - Methods
  - get()
  - listall()
  - to_dict()
  - to_json()
- [Flyte SDK > Packages > flyte.remote > Run](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.remote/run/page.md)
  - Properties
  - Methods
  - abort()
  - details()
  - done()
  - get()
  - inputs()
  - listall()
  - outputs()
  - show_logs()
  - sync()
  - to_dict()
  - to_json()
  - wait()
  - watch()
- [Flyte SDK > Packages > flyte.remote > RunDetails](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.remote/rundetails/page.md)
  - Properties
  - Methods
  - done()
  - get()
  - get_details()
  - inputs()
  - outputs()
  - to_dict()
  - to_json()
- [Flyte SDK > Packages > flyte.remote > Secret](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.remote/secret/page.md)
  - Properties
  - Methods
  - create()
  - delete()
  - get()
  - listall()
  - to_dict()
  - to_json()
- [Flyte SDK > Packages > flyte.remote > Task](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.remote/task/page.md)
  - Properties
  - Methods
  - get()
  - listall()
  - to_dict()
  - to_json()
- [Flyte SDK > Packages > flyte.remote > TaskDetails](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.remote/taskdetails/page.md)
  - Properties
  - Methods
  - fetch()
  - get()
  - override()
  - to_dict()
  - to_json()
- [Flyte SDK > Packages > flyte.remote > Trigger](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.remote/trigger/page.md)
  - Properties
  - Methods
  - create()
  - delete()
  - get()
  - get_details()
  - listall()
  - to_dict()
  - to_json()
  - update()
- [Flyte SDK > Packages > flyte.remote > User](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.remote/user/page.md)
  - Methods
  - get()
  - name()
  - subject()
  - to_dict()
  - to_json()
- [Flyte SDK > Packages > flyte.report](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.report/page.md)
  - Directory
  - Classes
  - Methods
  - Methods
- [Flyte SDK > Packages > flyte.report > Report](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.report/report/page.md)
  - Methods
  - get_final_report()
  - get_tab()
- [Flyte SDK > Packages > flyte.sandbox](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.sandbox/page.md)
  - Directory
  - Classes
  - Methods
  - Variables
  - Methods
- [Flyte SDK > Packages > flyte.sandbox > CodeTaskTemplate](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.sandbox/codetasktemplate/page.md)
  - Properties
  - Methods
  - aio()
  - config()
  - container_args()
  - custom_config()
  - data_loading_config()
  - execute()
  - forward()
  - override()
  - post()
  - pre()
  - sql()
- [Flyte SDK > Packages > flyte.sandbox > ImageConfig](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.sandbox/imageconfig/page.md)
- [Flyte SDK > Packages > flyte.sandbox > SandboxedConfig](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.sandbox/sandboxedconfig/page.md)
- [Flyte SDK > Packages > flyte.sandbox > SandboxedTaskTemplate](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.sandbox/sandboxedtasktemplate/page.md)
  - Properties
  - Methods
  - aio()
  - config()
  - container_args()
  - custom_config()
  - data_loading_config()
  - execute()
  - forward()
  - override()
  - post()
  - pre()
  - sql()
- [Flyte SDK > Packages > flyte.storage](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.storage/page.md)
  - Directory
  - Classes
  - Methods
  - Methods
- [Flyte SDK > Packages > flyte.storage > ABFS](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.storage/abfs/page.md)
  - Methods
  - auto()
  - get_fsspec_kwargs()
- [Flyte SDK > Packages > flyte.storage > GCS](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.storage/gcs/page.md)
  - Methods
  - auto()
  - get_fsspec_kwargs()
- [Flyte SDK > Packages > flyte.storage > S3](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.storage/s3/page.md)
  - Methods
  - auto()
  - for_sandbox()
  - get_fsspec_kwargs()
- [Flyte SDK > Packages > flyte.storage > Storage](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.storage/storage/page.md)
  - Methods
  - auto()
  - get_fsspec_kwargs()
- [Flyte SDK > Packages > flyte.syncify](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.syncify/page.md)
  - Creating a Syncify Instance
  - How does it work?
  - Directory
  - Classes
- [Flyte SDK > Packages > flyte.syncify > Syncify](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.syncify/syncify/page.md)
- [Flyte SDK > Packages > flyte.types](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.types/page.md)
  - Directory
  - Classes
  - Protocols
  - Errors
  - Methods
  - Methods
- [Flyte SDK > Packages > flyte.types > FlytePickle](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.types/flytepickle/page.md)
  - Methods
  - from_pickle()
  - python_type()
  - to_pickle()
- [Flyte SDK > Packages > flyte.types > Renderable](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.types/renderable/page.md)
  - Methods
  - to_html()
- [Flyte SDK > Packages > flyte.types > TypeEngine](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.types/typeengine/page.md)
  - Methods
  - dict_to_literal_map()
  - get_available_transformers()
  - get_transformer()
  - guess_python_type()
  - guess_python_types()
  - lazy_import_transformers()
  - literal_map_to_kwargs()
  - named_tuple_to_variable_map()
  - register()
  - register_additional_type()
  - register_restricted_type()
  - to_html()
  - to_literal()
  - to_literal_checks()
  - to_literal_type()
  - to_python_value()
  - unwrap_offloaded_literal()
- [Flyte SDK > Packages > flyte.types > TypeTransformer](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.types/typetransformer/page.md)
  - Properties
  - Methods
  - assert_type()
  - from_binary_idl()
  - get_literal_type()
  - guess_python_type()
  - isinstance_generic()
  - schema_match()
  - to_html()
  - to_literal()
  - to_python_value()
- [Flyte SDK > Packages > flyte.types > TypeTransformerFailedError](https://www.union.ai/docs/v2/flyte/api-reference/flyte-sdk/packages/flyte.types/typetransformerfailederror/page.md)
- [Integrations](https://www.union.ai/docs/v2/flyte/api-reference/integrations/page.md)
- [Integrations > Dask](https://www.union.ai/docs/v2/flyte/api-reference/integrations/dask/page.md)
- [Integrations > Dask > Classes](https://www.union.ai/docs/v2/flyte/api-reference/integrations/dask/classes/page.md)
- [Integrations > Dask > Packages](https://www.union.ai/docs/v2/flyte/api-reference/integrations/dask/packages/page.md)
- [Integrations > Dask > Packages > flyteplugins.dask](https://www.union.ai/docs/v2/flyte/api-reference/integrations/dask/packages/flyteplugins.dask/page.md)
  - Directory
  - Classes
- [Integrations > Dask > Packages > flyteplugins.dask > Dask](https://www.union.ai/docs/v2/flyte/api-reference/integrations/dask/packages/flyteplugins.dask/dask/page.md)
- [Integrations > Dask > Packages > flyteplugins.dask > Scheduler](https://www.union.ai/docs/v2/flyte/api-reference/integrations/dask/packages/flyteplugins.dask/scheduler/page.md)
- [Integrations > Dask > Packages > flyteplugins.dask > WorkerGroup](https://www.union.ai/docs/v2/flyte/api-reference/integrations/dask/packages/flyteplugins.dask/workergroup/page.md)
- [Integrations > OpenAI](https://www.union.ai/docs/v2/flyte/api-reference/integrations/openai/page.md)
- [Integrations > Polars](https://www.union.ai/docs/v2/flyte/api-reference/integrations/polars/page.md)
- [Integrations > Polars > Classes](https://www.union.ai/docs/v2/flyte/api-reference/integrations/polars/classes/page.md)
- [Integrations > Polars > Packages](https://www.union.ai/docs/v2/flyte/api-reference/integrations/polars/packages/page.md)
- [Integrations > Polars > Packages > flyteplugins.polars.df_transformer](https://www.union.ai/docs/v2/flyte/api-reference/integrations/polars/packages/flyteplugins.polars.df_transformer/page.md)
  - Directory
  - Classes
  - Methods
  - Variables
  - Methods
- [Integrations > Polars > Packages > flyteplugins.polars.df_transformer > ParquetToPolarsDecodingHandler](https://www.union.ai/docs/v2/flyte/api-reference/integrations/polars/packages/flyteplugins.polars.df_transformer/parquettopolarsdecodinghandler/page.md)
  - Properties
  - Methods
  - decode()
- [Integrations > Polars > Packages > flyteplugins.polars.df_transformer > ParquetToPolarsLazyFrameDecodingHandler](https://www.union.ai/docs/v2/flyte/api-reference/integrations/polars/packages/flyteplugins.polars.df_transformer/parquettopolarslazyframedecodinghandler/page.md)
  - Properties
  - Methods
  - decode()
- [Integrations > Polars > Packages > flyteplugins.polars.df_transformer > PolarsLazyFrameToParquetEncodingHandler](https://www.union.ai/docs/v2/flyte/api-reference/integrations/polars/packages/flyteplugins.polars.df_transformer/polarslazyframetoparquetencodinghandler/page.md)
  - Properties
  - Methods
  - encode()
- [Integrations > Polars > Packages > flyteplugins.polars.df_transformer > PolarsToParquetEncodingHandler](https://www.union.ai/docs/v2/flyte/api-reference/integrations/polars/packages/flyteplugins.polars.df_transformer/polarstoparquetencodinghandler/page.md)
  - Properties
  - Methods
  - encode()
- [Integrations > PyTorch](https://www.union.ai/docs/v2/flyte/api-reference/integrations/pytorch/page.md)
- [Integrations > PyTorch > Classes](https://www.union.ai/docs/v2/flyte/api-reference/integrations/pytorch/classes/page.md)
- [Integrations > PyTorch > Packages](https://www.union.ai/docs/v2/flyte/api-reference/integrations/pytorch/packages/page.md)
- [Integrations > PyTorch > Packages > flyteplugins.pytorch](https://www.union.ai/docs/v2/flyte/api-reference/integrations/pytorch/packages/flyteplugins.pytorch/page.md)
  - Directory
  - Classes
- [Integrations > PyTorch > Packages > flyteplugins.pytorch > Elastic](https://www.union.ai/docs/v2/flyte/api-reference/integrations/pytorch/packages/flyteplugins.pytorch/elastic/page.md)
- [Integrations > Ray](https://www.union.ai/docs/v2/flyte/api-reference/integrations/ray/page.md)
- [Integrations > Ray > Classes](https://www.union.ai/docs/v2/flyte/api-reference/integrations/ray/classes/page.md)
- [Integrations > Ray > Packages](https://www.union.ai/docs/v2/flyte/api-reference/integrations/ray/packages/page.md)
- [Integrations > Ray > Packages > flyteplugins.ray](https://www.union.ai/docs/v2/flyte/api-reference/integrations/ray/packages/flyteplugins.ray/page.md)
  - Directory
  - Classes
- [Integrations > Ray > Packages > flyteplugins.ray > HeadNodeConfig](https://www.union.ai/docs/v2/flyte/api-reference/integrations/ray/packages/flyteplugins.ray/headnodeconfig/page.md)
- [Integrations > Ray > Packages > flyteplugins.ray > RayJobConfig](https://www.union.ai/docs/v2/flyte/api-reference/integrations/ray/packages/flyteplugins.ray/rayjobconfig/page.md)
- [Integrations > Ray > Packages > flyteplugins.ray > WorkerNodeConfig](https://www.union.ai/docs/v2/flyte/api-reference/integrations/ray/packages/flyteplugins.ray/workernodeconfig/page.md)
- [Integrations > SGLang](https://www.union.ai/docs/v2/flyte/api-reference/integrations/sglang/page.md)
- [Integrations > SGLang > Classes](https://www.union.ai/docs/v2/flyte/api-reference/integrations/sglang/classes/page.md)
- [Integrations > SGLang > Packages](https://www.union.ai/docs/v2/flyte/api-reference/integrations/sglang/packages/page.md)
- [Integrations > SGLang > Packages > flyteplugins.sglang](https://www.union.ai/docs/v2/flyte/api-reference/integrations/sglang/packages/flyteplugins.sglang/page.md)
  - Directory
  - Classes
  - Variables
- [Integrations > SGLang > Packages > flyteplugins.sglang > SGLangAppEnvironment](https://www.union.ai/docs/v2/flyte/api-reference/integrations/sglang/packages/flyteplugins.sglang/sglangappenvironment/page.md)
  - Properties
  - Methods
  - add_dependency()
  - clone_with()
  - container_args()
  - container_cmd()
  - get_port()
  - on_shutdown()
  - on_startup()
  - server()
- [Integrations > Snowflake](https://www.union.ai/docs/v2/flyte/api-reference/integrations/snowflake/page.md)
- [Integrations > Snowflake > Classes](https://www.union.ai/docs/v2/flyte/api-reference/integrations/snowflake/classes/page.md)
- [Integrations > Snowflake > Packages](https://www.union.ai/docs/v2/flyte/api-reference/integrations/snowflake/packages/page.md)
- [Integrations > Snowflake > Packages > flyteplugins.snowflake](https://www.union.ai/docs/v2/flyte/api-reference/integrations/snowflake/packages/flyteplugins.snowflake/page.md)
  - Directory
  - Classes
- [Integrations > Snowflake > Packages > flyteplugins.snowflake > Snowflake](https://www.union.ai/docs/v2/flyte/api-reference/integrations/snowflake/packages/flyteplugins.snowflake/snowflake/page.md)
  - Properties
  - Methods
  - aio()
  - config()
  - container_args()
  - custom_config()
  - data_loading_config()
  - execute()
  - forward()
  - override()
  - post()
  - pre()
  - sql()
- [Integrations > Snowflake > Packages > flyteplugins.snowflake > SnowflakeConfig](https://www.union.ai/docs/v2/flyte/api-reference/integrations/snowflake/packages/flyteplugins.snowflake/snowflakeconfig/page.md)
- [Integrations > Snowflake > Packages > flyteplugins.snowflake > SnowflakeConnector](https://www.union.ai/docs/v2/flyte/api-reference/integrations/snowflake/packages/flyteplugins.snowflake/snowflakeconnector/page.md)
  - Methods
  - create()
  - delete()
  - get()
  - get_logs()
  - get_metrics()
- [Integrations > Spark](https://www.union.ai/docs/v2/flyte/api-reference/integrations/spark/page.md)
- [Integrations > Spark > Classes](https://www.union.ai/docs/v2/flyte/api-reference/integrations/spark/classes/page.md)
- [Integrations > Spark > Packages](https://www.union.ai/docs/v2/flyte/api-reference/integrations/spark/packages/page.md)
- [Integrations > Spark > Packages > flyteplugins.spark](https://www.union.ai/docs/v2/flyte/api-reference/integrations/spark/packages/flyteplugins.spark/page.md)
  - Directory
  - Classes
- [Integrations > Spark > Packages > flyteplugins.spark > ParquetToSparkDecoder](https://www.union.ai/docs/v2/flyte/api-reference/integrations/spark/packages/flyteplugins.spark/parquettosparkdecoder/page.md)
  - Properties
  - Methods
  - decode()
- [Integrations > Spark > Packages > flyteplugins.spark > Spark](https://www.union.ai/docs/v2/flyte/api-reference/integrations/spark/packages/flyteplugins.spark/spark/page.md)
- [Integrations > Spark > Packages > flyteplugins.spark > SparkToParquetEncoder](https://www.union.ai/docs/v2/flyte/api-reference/integrations/spark/packages/flyteplugins.spark/sparktoparquetencoder/page.md)
  - Properties
  - Methods
  - encode()
- [Integrations > Union](https://www.union.ai/docs/v2/flyte/api-reference/integrations/union/page.md)
- [Integrations > Union > Classes](https://www.union.ai/docs/v2/flyte/api-reference/integrations/union/classes/page.md)
- [Integrations > Union > Packages](https://www.union.ai/docs/v2/flyte/api-reference/integrations/union/packages/page.md)
- [Integrations > Union > Packages > flyteplugins.union.internal.validate.validate.validate_pb2](https://www.union.ai/docs/v2/flyte/api-reference/integrations/union/packages/flyteplugins.union.internal.validate.validate.validate_pb2/page.md)
  - Directory
  - Variables
- [Integrations > Union > Packages > flyteplugins.union.internal.validate.validate.validate_pb2_grpc](https://www.union.ai/docs/v2/flyte/api-reference/integrations/union/packages/flyteplugins.union.internal.validate.validate.validate_pb2_grpc/page.md)
  - Directory
  - Variables
- [Integrations > Union > Packages > flyteplugins.union.remote](https://www.union.ai/docs/v2/flyte/api-reference/integrations/union/packages/flyteplugins.union.remote/page.md)
  - Directory
  - Classes
- [Integrations > Union > Packages > flyteplugins.union.remote > ApiKey](https://www.union.ai/docs/v2/flyte/api-reference/integrations/union/packages/flyteplugins.union.remote/apikey/page.md)
  - Properties
  - Methods
  - create()
  - delete()
  - get()
  - listall()
  - to_dict()
  - to_json()
  - update()
- [Integrations > Union > Packages > flyteplugins.union.utils.auth](https://www.union.ai/docs/v2/flyte/api-reference/integrations/union/packages/flyteplugins.union.utils.auth/page.md)
  - Directory
  - Classes
  - Methods
  - Methods
- [Integrations > Union > Packages > flyteplugins.union.utils.auth > AppClientCredentials](https://www.union.ai/docs/v2/flyte/api-reference/integrations/union/packages/flyteplugins.union.utils.auth/appclientcredentials/page.md)
- [Integrations > vLLM](https://www.union.ai/docs/v2/flyte/api-reference/integrations/vllm/page.md)
- [Integrations > vLLM > Classes](https://www.union.ai/docs/v2/flyte/api-reference/integrations/vllm/classes/page.md)
- [Integrations > vLLM > Packages](https://www.union.ai/docs/v2/flyte/api-reference/integrations/vllm/packages/page.md)
- [Integrations > vLLM > Packages > flyteplugins.vllm](https://www.union.ai/docs/v2/flyte/api-reference/integrations/vllm/packages/flyteplugins.vllm/page.md)
  - Directory
  - Classes
  - Variables
- [Integrations > vLLM > Packages > flyteplugins.vllm > VLLMAppEnvironment](https://www.union.ai/docs/v2/flyte/api-reference/integrations/vllm/packages/flyteplugins.vllm/vllmappenvironment/page.md)
  - Properties
  - Methods
  - add_dependency()
  - clone_with()
  - container_args()
  - container_cmd()
  - get_port()
  - on_shutdown()
  - on_startup()
  - server()
- [Integrations > Weights & Biases](https://www.union.ai/docs/v2/flyte/api-reference/integrations/wandb/page.md)
- [Integrations > Weights & Biases > Classes](https://www.union.ai/docs/v2/flyte/api-reference/integrations/wandb/classes/page.md)
- [Integrations > Weights & Biases > Packages](https://www.union.ai/docs/v2/flyte/api-reference/integrations/wandb/packages/page.md)
- [Integrations > Weights & Biases > Packages > flyteplugins.wandb](https://www.union.ai/docs/v2/flyte/api-reference/integrations/wandb/packages/flyteplugins.wandb/page.md)
  - Key features:
  - Basic usage:
  - Directory
  - Classes
  - Methods
  - Methods
- [Integrations > Weights & Biases > Packages > flyteplugins.wandb > Wandb](https://www.union.ai/docs/v2/flyte/api-reference/integrations/wandb/packages/flyteplugins.wandb/wandb/page.md)
  - Methods
  - get_link()
- [Integrations > Weights & Biases > Packages > flyteplugins.wandb > WandbSweep](https://www.union.ai/docs/v2/flyte/api-reference/integrations/wandb/packages/flyteplugins.wandb/wandbsweep/page.md)
  - Methods
  - get_link()

---

## Community

- [Joining the community](https://www.union.ai/docs/v2/flyte/community/joining-the-community/page.md)
  - Community sync
  - Contributor's sync
  - Newsletter
  - Slack guidelines
  - Abide by the [LF's Code of Conduct](https://lfprojects.org/policies/code-of-conduct/)
  - Avoid using DMs and @mentions
  - Make use of threads
  - Do not post the same question across multiple channels
  - Do not solicit members of our Slack
- [Contributing code](https://www.union.ai/docs/v2/flyte/community/contributing-code/page.md)
  - Flyte 2
  - Becoming a contributor
  - Before submitting your PR
  - 🐞 File an issue
  - Component Reference
  - `flyte`
  - `flyteidl`
  - `flytepropeller`
  - `flyteadmin`
  - `flytekit`
  - `flyteconsole`
  - `datacatalog`
  - `flyteplugins`
  - `flytestdlib`
  - `flytectl`
  - Development Environment Setup Guide
  - Requirements
  - Content
  - How to setup dev environment for flyteidl, flyteadmin, flyteplugins, flytepropeller, datacatalog and flytestdlib?
  - How to setup dev environment for flytekit?
  - How to setup dev environment for flyteconsole?
  - How to access Flyte UI, minio, postgres, k3s, and endpoints?
- [Contributing docs and examples](https://www.union.ai/docs/v2/flyte/community/contributing-docs/page.md)
  - The combined Flyte and Union docs site
  - Versions
  - Common build infrastructure
  - Variants
  - Both Flyte and Union docs are open source
- [Contributing docs and examples > Quick start](https://www.union.ai/docs/v2/flyte/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/v2/flyte/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/v2/flyte/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/v2/flyte/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/v2/flyte/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/v2/flyte/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/v2/flyte/community/contributing-docs/api-docs/page.md)
  - API naming convention
  - Package Resource Resolution
  - Tips and Tricks
  - Enabling auto-linking for plugins
  - 1. Server-side code block linking
  - 2. Client-side inline code linking
  - How auto-linking works
- [Contributing docs and examples > LLM-optimized documentation](https://www.union.ai/docs/v2/flyte/community/contributing-docs/llm-docs/page.md)
  - Output files
  - Discovery hierarchy
  - How `page.md` files are generated
  - Enabling section bundles
  - The `llms-full.txt` link conversion
  - Regenerating
- [Contributing docs and examples > Publishing](https://www.union.ai/docs/v2/flyte/community/contributing-docs/publishing/page.md)
  - Requirements
  - Managing the Tutorial Pages
  - Building and running locally
  - Developer Experience
  - Controlling Development Environment
  - Changing 'variants'
  - Troubleshootting
  - Identifying Problems: Missing Content
  - Identifying Problems: Page Visibility
  - Building Production
  - Testing Production Build

---

## Release notes

- [Release notes](https://www.union.ai/docs/v2/flyte/release-notes/page.md)

---

## Platform deployment

- [Platform deployment](https://www.union.ai/docs/v2/flyte/deployment/page.md)