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

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

- [Get started](https://www.union.ai/docs/latest/flyte/user-guide/get-started/page.md)
  - Pure Python, no DSL
  - Durability
  - Reproducibility
  - Recoverability
  - Built for scale
  - What this means in practice
  - Start here
  - [Quickstart](quickstart/page.md)
  - [Core concepts](core-concepts/page.md)
  - [Run modes](run-modes/page.md)
- [Get started > Quickstart](https://www.union.ai/docs/latest/flyte/user-guide/get-started/quickstart/page.md)
  - What you'll need
  - Install the SDK
  - Configure
  - Write your first workflow
  - Run it
  - See the results
  - Next steps
- [Get started > Core concepts](https://www.union.ai/docs/latest/flyte/user-guide/get-started/core-concepts/page.md)
  - How Flyte works
  > Section bundle (all pages): https://www.union.ai/docs/latest/flyte/user-guide/get-started/core-concepts/section.md
- [Get started > Core concepts > TaskEnvironment](https://www.union.ai/docs/latest/flyte/user-guide/get-started/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
- [Get started > Core concepts > Tasks](https://www.union.ai/docs/latest/flyte/user-guide/get-started/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
- [Get started > Core concepts > Runs and actions](https://www.union.ai/docs/latest/flyte/user-guide/get-started/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
- [Get started > Core concepts > Where your data lives](https://www.union.ai/docs/latest/flyte/user-guide/get-started/core-concepts/where-data-lives/page.md)
  - The two stores
  - What goes in the database
  - What goes in the bucket
  - What "literal" and "raw data" mean
  - What "metadata" means
  - 1. "Metadata" as in the control plane database (Flyte's usage)
  - 2. "Metadata bucket" (a deployment/ops term you may see)
  - Per-run customization: `raw_data_path`
  - What happens if the bucket is purged
  - The short version
- [Get started > Core concepts > Apps](https://www.union.ai/docs/latest/flyte/user-guide/get-started/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
- [Get started > Core concepts > Projects and domains](https://www.union.ai/docs/latest/flyte/user-guide/get-started/core-concepts/projects-and-domains/page.md)
  - How projects and domains are used
  - Managing projects via CLI
  - Create a project
  - List projects
  - Update a project
  - Archive a project
  - Unarchive a project
  - Listing projects programmatically
  - Managing projects via the UI
  - Domains
  - Targeting a domain
- [Get started > Core concepts > Key capabilities](https://www.union.ai/docs/latest/flyte/user-guide/get-started/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
- [Get started > Core concepts > Basic project: RAG](https://www.union.ai/docs/latest/flyte/user-guide/get-started/core-concepts/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
- [Get started > Run modes](https://www.union.ai/docs/latest/flyte/user-guide/get-started/run-modes/page.md)
  - [Local](running-locally/page.md)
  - [Devbox](running-devbox/page.md)
  - [Remote](running-remote/page.md)
- [Get started > Run modes > Run locally in Python](https://www.union.ai/docs/latest/flyte/user-guide/get-started/run-modes/running-locally/page.md)
  - Getting started
  - Running tasks locally
  - Two ways to run a task
  - As a script: `python hello.py`
  - Via the CLI: `flyte run`
  - Terminal UI
  - Exploring past runs
  - What works locally
  - Local to devbox/remote
  - Next steps
- [Get started > Run modes > Run locally on the devbox](https://www.union.ai/docs/latest/flyte/user-guide/get-started/run-modes/running-devbox/page.md)
  - What you'll need
  - Install the SDK
  - Start the devbox
  - CPU
  - GPU
  - Configure
  - Run a workflow on the devbox
  - View results in the UI
  - Stop the devbox
  - Inline configuration
  - Programmatic
  - CLI
  - Delete the devbox
  - Using a CUDA-enabled GPU host
  - Next steps
- [Get started > Run modes > Run on a remote cluster](https://www.union.ai/docs/latest/flyte/user-guide/get-started/run-modes/running-remote/page.md)
  - Prerequisites
  - Install the flyte package
  - Configuration file
  - Set up local Docker
  - Using the configuration
  - Explicit configuration
  - Programmatic
  - CLI
  - Programmatic
  - CLI
  - Check current configuration
  - Inline configuration
  - Programmatic
  - CLI
  - Next steps
- [Tasks](https://www.union.ai/docs/latest/flyte/user-guide/tasks/page.md)
  - [Configure tasks](task-configuration/page.md)
  - [Build tasks](task-programming/page.md)
  - [Run and deploy tasks](task-deployment/page.md)
  - Related
  - [Apps](../apps/page.md)
  - [Agents](../agents/page.md)
- [Tasks > Configure tasks](https://www.union.ai/docs/latest/flyte/user-guide/tasks/task-configuration/page.md)
  - Task configuration levels
  - Example
  - Task configuration parameters
  > Section bundle (all pages): https://www.union.ai/docs/latest/flyte/user-guide/tasks/task-configuration/section.md
- [Tasks > Configure tasks > Container images](https://www.union.ai/docs/latest/flyte/user-guide/tasks/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
  - Customizing an image with `with_*` methods
  - Installing dependencies from a `uv` or Poetry project
  - Installing dependencies from a pixi project
  - Copying local files into the image
  - More ways to define a base image
  - Starting from an existing image
  - Building from a Dockerfile
  - Referencing an image defined in configuration
  - Using different images for different tasks
  - Image building
  - Configuring the `builder`
  - Local image building
  - Remote `ImageBuilder`
  - Install private PyPI packages
- [Tasks > Configure tasks > Resources](https://www.union.ai/docs/latest/flyte/user-guide/tasks/task-configuration/resources/page.md)
  - Resources data class
  - Ephemeral storage
  - Examples
  - Usage in TaskEnvironment
  - Usage in a task-specific override
  - Accelerators
  - NVIDIA GPUs
  - Google TPUs
  - AMD GPUs
  - AWS Trainium and Inferentia (Neuron)
  - Intel Habana Gaudi
- [Tasks > Configure tasks > Secrets](https://www.union.ai/docs/latest/flyte/user-guide/tasks/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
  - Overriding secrets at invocation time
- [Tasks > Configure tasks > Caching](https://www.union.ai/docs/latest/flyte/user-guide/tasks/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
  - Content-based caching for DataFrames, files, and directories
  - DataFrames
  - Files
  - Directories
  - 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
- [Tasks > Configure tasks > Reusable containers](https://www.union.ai/docs/latest/flyte/user-guide/tasks/task-configuration/reusable-containers/page.md)
- [Tasks > Configure tasks > Pod templates](https://www.union.ai/docs/latest/flyte/user-guide/tasks/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
- [Tasks > Configure tasks > Multiple environments](https://www.union.ai/docs/latest/flyte/user-guide/tasks/task-configuration/multiple-environments/page.md)
  - Constraints on multiple environments
  - Task `depends_on` constraints
  - Dependency inclusion constraints
  - Example
- [Tasks > Configure tasks > Retries and timeouts](https://www.union.ai/docs/latest/flyte/user-guide/tasks/task-configuration/retries-and-timeouts/page.md)
  - The action lifecycle
  - Retries
  - Retry count
  - Retries with exponential backoff
  - Skip retries for failures that can't be fixed
  - System retries
  - Timeouts
  - `max_runtime`: bound a single attempt's execution
  - `max_queued_time`: fail fast when capacity isn't available
  - `deadline`: bound the total wall-clock
  - Combining the bounds
  - Combining retries and timeouts
- [Tasks > Configure tasks > Triggers](https://www.union.ai/docs/latest/flyte/user-guide/tasks/task-configuration/triggers/page.md)
  - Triggers are set in the task decorator
  - `flyte.Trigger`
  - The `automation` parameter with `flyte.FixedRate`
  - Examples
  - The `automation` parameter with `flyte.Cron`
  - Examples
  - The `inputs` parameter
  - Basic usage
  - Using `flyte.TriggerTime`
  - Required vs optional parameters
  - Complex input types
  - Predefined schedule triggers
  - Available predefined triggers
  - Trigger time in predefined triggers
  - Multiple triggers per task
  - Notifications
  - Execution phases
  - Template variables
  - Slack notifications
  - Email notifications
  - Microsoft Teams notifications
  - Custom webhook notifications
  - 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
- [Tasks > Configure tasks > Interruptible tasks](https://www.union.ai/docs/latest/flyte/user-guide/tasks/task-configuration/interruptible-tasks-and-queues/page.md)
  - Setting at different levels
  - Behavior on preemption
  - Spot to on-demand fallback
- [Tasks > Configure tasks > Task plugins](https://www.union.ai/docs/latest/flyte/user-guide/tasks/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
- [Tasks > Configure tasks > Additional task settings](https://www.union.ai/docs/latest/flyte/user-guide/tasks/task-configuration/additional-task-settings/page.md)
  - Naming and metadata
  - `name`
  - `short_name`
  - `description`
  - `docs`
  - `report`
  - Source-code link (automatic)
  - `links`
  - Default inputs
  - Environment variables
  - Inline I/O threshold
- [Tasks > Configure tasks > Logging](https://www.union.ai/docs/latest/flyte/user-guide/tasks/task-configuration/logging/page.md)
  - Set the logging level with environment variables
  - Set the framework verbosity from the CLI
  - Set the logging level with `flyte.init()`
  - Write to the user logger
  - JSON logging and third-party libraries
  - Set it at registration with `FLYTE_RESET_ROOT_LOGGER`
  - Related
- [Tasks > Configure tasks > Overrides](https://www.union.ai/docs/latest/flyte/user-guide/tasks/task-configuration/overrides/page.md)
  - What you can override
  - What you cannot override
  - Overriding when a task is reusable
  - Overriding secrets
- [Tasks > Build tasks](https://www.union.ai/docs/latest/flyte/user-guide/tasks/task-programming/page.md)
  - What you'll learn
  - When to use these patterns
  > Section bundle (all pages): https://www.union.ai/docs/latest/flyte/user-guide/tasks/task-programming/section.md
- [Tasks > Build tasks > Files and directories](https://www.union.ai/docs/latest/flyte/user-guide/tasks/task-programming/files-and-directories/page.md)
  - Example usage
  - Synchronous and asynchronous APIs
  - File methods
  - Dir methods
  - Synchronous example
  - JSONL files
- [Tasks > Build tasks > Data classes and structures](https://www.union.ai/docs/latest/flyte/user-guide/tasks/task-programming/dataclasses-and-structures/page.md)
  - Example: Combining dataclasses and Pydantic models
- [Tasks > Build tasks > DataFrames](https://www.union.ai/docs/latest/flyte/user-guide/tasks/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
  - Polars DataFrames
  - Setup
  - Eager DataFrames
  - Lazy DataFrames
  - Run the example
  - See also
- [Tasks > Build tasks > Custom types](https://www.union.ai/docs/latest/flyte/user-guide/tasks/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
  - See also
- [Tasks > Build tasks > Custom context](https://www.union.ai/docs/latest/flyte/user-guide/tasks/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
- [Tasks > Build tasks > Abort and cancel actions](https://www.union.ai/docs/latest/flyte/user-guide/tasks/task-programming/abort-tasks/page.md)
  - Action lifetime
  - Canceling actions programmatically
  - External abort
  - Aborting via the CLI
  - Handling external aborts
- [Tasks > Build tasks > Run a bioinformatics tool](https://www.union.ai/docs/latest/flyte/user-guide/tasks/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
- [Tasks > Build tasks > Links](https://www.union.ai/docs/latest/flyte/user-guide/tasks/task-programming/links/page.md)
  - Creating a link
  - Using execution metadata
  - Dynamic links with override
- [Tasks > Build tasks > Reports](https://www.union.ai/docs/latest/flyte/user-guide/tasks/task-programming/reports/page.md)
  - A simple example
  - A more complex example
  - Streaming example
  - Rendering a custom type
- [Tasks > Build tasks > Notebooks](https://www.union.ai/docs/latest/flyte/user-guide/tasks/task-programming/notebooks/page.md)
  - Iterating on and running a workflow
  - Accessing runs and downloading logs
- [Tasks > Build tasks > Remote tasks](https://www.union.ai/docs/latest/flyte/user-guide/tasks/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
- [Tasks > Build tasks > Error handling](https://www.union.ai/docs/latest/flyte/user-guide/tasks/task-programming/error-handling/page.md)
  - How Flyte represents failures
  - Catching and recovering from errors
  - Limiting inline I/O
  - Natively-supported exceptions
  - Related pages
- [Tasks > Build tasks > Traces](https://www.union.ai/docs/latest/flyte/user-guide/tasks/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
- [Tasks > Build tasks > Intra-task checkpoints](https://www.union.ai/docs/latest/flyte/user-guide/tasks/task-programming/intra-task-checkpoints/page.md)
  - The checkpoint object
  - Basic usage
  - Async
  - Sync
  - Checkpointing ML training frameworks
  - PyTorch
  - PyTorch Lightning
  - Hugging Face Trainer
  - scikit-learn
  - Unsloth
  - How checkpoints are stored
- [Tasks > Build tasks > Grouping actions](https://www.union.ai/docs/latest/flyte/user-guide/tasks/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
  - Conditional grouping
  - Key insights
- [Tasks > Build tasks > Fanout](https://www.union.ai/docs/latest/flyte/user-guide/tasks/task-programming/fanout/page.md)
  - Understanding fanout
  - Example
  - Parallel execution
  - Running the example
  - How Flyte handles concurrency and parallelism
  - Iterative fanout: recursive feature elimination
- [Tasks > Build tasks > Mapping over inputs](https://www.union.ai/docs/latest/flyte/user-guide/tasks/task-programming/map/page.md)
  - Minimal example
  - Mapping from an async task: `flyte.map.aio`
  - Signature and parameters
  - Limiting concurrency
  - Handling errors
  - Binding constant arguments with `functools.partial`
  - When to use `flyte.map`
- [Tasks > Build tasks > Consuming a message queue](https://www.union.ai/docs/latest/flyte/user-guide/tasks/task-programming/consuming-a-message-queue/page.md)
  - The consumer
  - Define the task environment
  - Process a single message
  - The consumer loop
  - Run it
  - The producer
  - Notes and gotchas
- [Tasks > Build tasks > Controlling parallel execution](https://www.union.ai/docs/latest/flyte/user-guide/tasks/task-programming/controlling-parallelism/page.md)
  - The problem: unbounded parallelism
  - Using asyncio.Semaphore
  - Using flyte.map with concurrency
  - Running the example
  - When to use each approach
- [Tasks > Build tasks > Streaming map-reduce](https://www.union.ai/docs/latest/flyte/user-guide/tasks/task-programming/streaming-map-reduce/page.md)
  - When to use it
  - Example
  - The driver task
  - Running the example
  - How it works
- [Tasks > Build tasks > Structured concurrency with anyio](https://www.union.ai/docs/latest/flyte/user-guide/tasks/task-programming/structured-concurrency-anyio/page.md)
  - The task-group pattern
  - When to use anyio
- [Tasks > Build tasks > Task dependencies and ordering](https://www.union.ai/docs/latest/flyte/user-guide/tasks/task-programming/task-dependencies/page.md)
  - The dependency graph is implicit
  - Ordering without a data dependency
  - Fan-out and fan-in
  - Dependency-driven scheduling
  - When to reach for `as_completed`
  - Summary
- [Tasks > Build tasks > External conditions](https://www.union.ai/docs/latest/flyte/user-guide/tasks/task-programming/conditions/page.md)
  - Supported types
  - Example: human approval
  - Example: string input at runtime
  - Parameters
  - Signaling a condition
  - From the CLI
  - From Python (remote)
  - Timeout with a fallback
  - Errors
- [Tasks > Build tasks > Test business logic directly](https://www.union.ai/docs/latest/flyte/user-guide/tasks/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
- [Tasks > Build tasks > Higher-order functions](https://www.union.ai/docs/latest/flyte/user-guide/tasks/task-programming/higher-order-functions/page.md)
  - Fallback runner
  - Retry with increasing memory (OOM retrier)
  - Circuit breaker
  - Auto batcher
  - Composing the patterns
- [Tasks > Build tasks > Regular async function (not a task)](https://www.union.ai/docs/latest/flyte/user-guide/tasks/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
- [Tasks > Run and deploy tasks](https://www.union.ai/docs/latest/flyte/user-guide/tasks/task-deployment/page.md)
  - Ephemeral deployment and immediate execution
  - Programmatic
  - CLI
  - Persistent deployment
  - Programmatic
  - CLI
  - Running already deployed tasks
  - Programmatic
  - CLI
  - Configuring runs with `flyte.with_runcontext()`
  > Section bundle (all pages): https://www.union.ai/docs/latest/flyte/user-guide/tasks/task-deployment/section.md
- [Tasks > Run and deploy tasks > How task run works](https://www.union.ai/docs/latest/flyte/user-guide/tasks/task-deployment/how-task-run-works/page.md)
  - Ephemeral deployment + run: The development shortcut
  - Programmatic
  - CLI
  - Running deployed tasks
  - Programmatic
  - CLI
  - Local execution
  - Programmatic
  - CLI
  - 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
- [Tasks > Run and deploy tasks > Interact with runs and actions](https://www.union.ai/docs/latest/flyte/user-guide/tasks/task-deployment/interacting-with-runs/page.md)
  - Understanding runs and actions
  - Key concepts
  - Working with runs
  - Retrieving a run
  - Programmatic
  - CLI
  - Filtering runs by label
  - CLI
  - Programmatic
  - UI
  - Watching run progress
  - Getting detailed run information
  - Working with actions
  - Retrieving an action
  - Programmatic
  - CLI
  - Nested actions
  - Getting detailed action information
  - Accessing logs
  - Retrieving inputs and outputs
  - Programmatic
  - CLI
  - 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
- [Tasks > Run and deploy tasks > View logs](https://www.union.ai/docs/latest/flyte/user-guide/tasks/task-deployment/view-logs/page.md)
  - Stream logs with the CLI
  - Raw vs. pretty output
  - View the logs for a specific attempt
  - Filter out system logs
  - Scope to a project and domain
  - Command options
  - View logs in the console
  - Related
- [Tasks > Run and deploy tasks > Work with local data](https://www.union.ai/docs/latest/flyte/user-guide/tasks/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
- [Tasks > Run and deploy tasks > Run command options](https://www.union.ai/docs/latest/flyte/user-guide/tasks/task-deployment/run-command-options/page.md)
  - `--project`, `--domain`
  - `--run-project`, `--run-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
  - `--label`
  - `--follow`
  - Behavior
  - `--image`
  - Image mapping formats
  - `--no-sync-local-sys-paths`
  - Task argument passing
  - Passing inputs by type
  - Boolean inputs
  - Datetime and duration inputs
  - Enum inputs
  - List, dict, dataclass, and other structured inputs
  - File, directory, and dataframe inputs
  - Optional inputs
  - Positional arguments
  - SDK options
- [Tasks > Run and deploy tasks > Build a custom CLI](https://www.union.ai/docs/latest/flyte/user-guide/tasks/task-deployment/custom-cli/page.md)
  - The pattern
  - Example: a typed CLI with `tyro`
  - Using a different parser
  - When to use which
- [Tasks > Run and deploy tasks > How task deployment works](https://www.union.ai/docs/latest/flyte/user-guide/tasks/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
  - 6. Source-code link discovery
  - How the link is built
  - Conditions
  - Understanding option relationships
- [Tasks > Run and deploy tasks > Deploy command options](https://www.union.ai/docs/latest/flyte/user-guide/tasks/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
- [Tasks > Run and deploy tasks > Code packaging for remote execution](https://www.union.ai/docs/latest/flyte/user-guide/tasks/task-deployment/packaging/page.md)
  - Quick comparison
  - Code bundling
  - How it works
  - Automatic code bundling
  - Manual code bundling
  - Including additional files with `include`
  - 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
- [Tasks > Run and deploy tasks > Deployment patterns](https://www.union.ai/docs/latest/flyte/user-guide/tasks/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
  - Dependency and version management
  - Recommended: use a lockfile
  - No lockfile? Install against Flyte's published constraints
  - Choosing an approach
  - Best practices
  - Project organization
  - Image management
  - Configuration management
  - Development workflow
  - Choosing the right pattern
- [Tasks > Run and deploy tasks > Run context](https://www.union.ai/docs/latest/flyte/user-guide/tasks/task-deployment/run-context/page.md)
  - Configuring a run with `flyte.with_runcontext()`
  - Execution target
  - Storage
  - Caching
  - Identity and resources
  - Logging
  - Code bundling
  - Context propagation
  - Reading context inside a task with `flyte.ctx()`
  - `TaskContext` fields
  - `ActionID` fields
  - Naming external resources
- [Tasks > Run and deploy tasks > Entrypoint tasks](https://www.union.ai/docs/latest/flyte/user-guide/tasks/task-deployment/entrypoints/page.md)
  - When to use entrypoints
  - Mark a task as an entrypoint
  - Discover entrypoint tasks
  - CLI
  - Programmatic
  - UI
- [Tasks > Run and deploy tasks > Run a Python script](https://www.union.ai/docs/latest/flyte/user-guide/tasks/task-deployment/run-python-script/page.md)
  - When to use it
  - Quickstart
  - What you can specify
  - Handling dependencies
  - 1. Standard library only
  - 2. Pip packages on top of the default image
  - 3. Bring your own image
  - Handling inputs and outputs
  - Passing inputs
  - Capturing outputs
  - Bundling: what gets uploaded
  - Python API
- [Tasks > Run and deploy tasks > Run with notifications](https://www.union.ai/docs/latest/flyte/user-guide/tasks/task-deployment/run-with-notifications/page.md)
  - Execution phases
  - Template variables
  - Slack notifications
  - Email notifications
- [Tasks > Run and deploy tasks > Rerun a run](https://www.union.ai/docs/latest/flyte/user-guide/tasks/task-deployment/rerun-runs/page.md)
  - Rerun from the UI
  - Rerun an entire run
  - Rerun a single action
  - Rerun from the CLI
  - `flyte rerun`: rerun with the original code and inputs
  - `flyte run --rerun-from`: rerun with new local code
  - Choosing between the two
  - Rerun programmatically
  - Related
- [Apps](https://www.union.ai/docs/latest/flyte/user-guide/apps/page.md)
  - [Configure apps](configure-apps/page.md)
  - [Build apps](build-apps/page.md)
  - [Native app integrations](native-app-integrations/page.md)
  - [Serve and deploy apps](serve-and-deploy-apps/page.md)
  - Related
  - [Tasks](../tasks/page.md)
  - [Agents](../agents/page.md)
- [Apps > Configure apps](https://www.union.ai/docs/latest/flyte/user-guide/apps/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/latest/flyte/user-guide/apps/configure-apps/section.md
- [Apps > Configure apps > App environment settings](https://www.union.ai/docs/latest/flyte/user-guide/apps/configure-apps/app-environment-settings/page.md)
  - Shared environment settings
  - App-specific environment settings
  - Environment variable substitution in `args`
  - App startup
  - Server decorator via `@app_env.server`
  - Container command via `command` vs `args`
  - Shared settings
- [Apps > Configure apps > Including additional files](https://www.union.ai/docs/latest/flyte/user-guide/apps/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
- [Apps > Configure apps > Passing parameters into app environments](https://www.union.ai/docs/latest/flyte/user-guide/apps/configure-apps/passing-parameters/page.md)
  - Parameter types overview
  - Basic parameter types
  - Accessing parameters in your app
  - `mount`
  - `env_var`
  - `get_parameter`
  - Full example
  - Delayed values
  - RunOutput
  - AppEndpoint
  - Overriding parameters at serve time
  - Example: FastAPI app with configurable model
  - Example: Using RunOutput for model serving
  - Best practices
  - Limitations
- [Apps > Configure apps > /// script](https://www.union.ai/docs/latest/flyte/user-guide/apps/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
- [Apps > Configure apps > Apps depending on other environments](https://www.union.ai/docs/latest/flyte/user-guide/apps/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
- [Apps > Build apps](https://www.union.ai/docs/latest/flyte/user-guide/apps/build-apps/page.md)
  - App types
  - Usage patterns
  - Next steps
  > Section bundle (all pages): https://www.union.ai/docs/latest/flyte/user-guide/apps/build-apps/section.md
- [Apps > Build apps > Single-script apps](https://www.union.ai/docs/latest/flyte/user-guide/apps/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
- [Apps > Build apps > Multi-script apps](https://www.union.ai/docs/latest/flyte/user-guide/apps/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
- [Apps > Build apps > Serving graphs](https://www.union.ai/docs/latest/flyte/user-guide/apps/build-apps/serving-graphs/page.md)
  - Core concepts: a minimal two-app chain
  - Deploying multiple apps together with `depends_on`
  - Getting an upstream app's endpoint
  - Sizing each node independently
  - Example: CPU / GPU inference split
  - Disjoint images per node
  - GPU app: model.forward only
  - CPU app: pre/postprocess + call GPU
  - Deploy
  - Example: A/B testing with Statsig
  - Statsig client singleton
  - Variant apps
  - Root app with Statsig in its lifespan
  - App environments
  - Routing endpoint
  - Deploy
  - When to split into a serving graph
  - Best practices
- [Apps > Build apps > Hybrid app-task graphs](https://www.union.ai/docs/latest/flyte/user-guide/apps/build-apps/hybrid-graphs/page.md)
  - Call app from task
  - Example: FastAPI app called from a task
  - Example: Call a model inference service from a task
  - Call task from app (webhooks / APIs)
  - Example: Basic webhook app
  - Advanced webhook patterns
  - Webhook security and best practices
  - Example: GitHub webhook
  - Gradio agent UI
  - Best practices
- [Apps > Build apps > WebSocket apps](https://www.union.ai/docs/latest/flyte/user-guide/apps/build-apps/websocket-apps/page.md)
  - Example: Basic WebSocket app
  - WebSocket patterns
  - Using WebSockets with Flyte tasks
  - WebSocket client example
  - Best practices
- [Apps > Build apps > Browser apps](https://www.union.ai/docs/latest/flyte/user-guide/apps/build-apps/browser-apps/page.md)
  - Accessing browser-based apps
  - Common browser-based app types
  - Streamlit apps
  - Gradio apps
  - Custom HTML/JS apps
  - Best practices
- [Apps > Build apps > Secret-based authentication](https://www.union.ai/docs/latest/flyte/user-guide/apps/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
- [Apps > Native app integrations](https://www.union.ai/docs/latest/flyte/user-guide/apps/native-app-integrations/page.md)
  - When to use a native integration
  - Available integrations
  - Next steps
  > Section bundle (all pages): https://www.union.ai/docs/latest/flyte/user-guide/apps/native-app-integrations/section.md
- [Apps > Native app integrations > Streamlit app](https://www.union.ai/docs/latest/flyte/user-guide/apps/native-app-integrations/streamlit-app/page.md)
  - Basic Streamlit app
  - Single-file Streamlit app
  - Multi-file Streamlit app
  - Example: Data visualization dashboard
  - Best practices
  - Troubleshooting
- [Apps > Native app integrations > FastAPI app](https://www.union.ai/docs/latest/flyte/user-guide/apps/native-app-integrations/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
- [Apps > Native app integrations > vLLM app](https://www.union.ai/docs/latest/flyte/user-guide/apps/native-app-integrations/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
  - API reference
- [Apps > Native app integrations > SGLang app](https://www.union.ai/docs/latest/flyte/user-guide/apps/native-app-integrations/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
  - API reference
- [Apps > Native app integrations > Ollama app](https://www.union.ai/docs/latest/flyte/user-guide/apps/native-app-integrations/ollama-app/page.md)
  - Installation
  - Basic Ollama app
  - Choosing a model
  - Using the OpenAI-compatible API
  - Chat UI with Streamlit
  - Authentication
  - Autoscaling
  - Best practices
  - Troubleshooting
- [Apps > Native app integrations > Flyte webhook](https://www.union.ai/docs/latest/flyte/user-guide/apps/native-app-integrations/flyte-webhook/page.md)
  - Available endpoints
  - Basic usage
  - Filtering endpoints
  - Endpoint groups
  - Individual endpoints
  - Allow-listing
  - Task allow-list
  - App allow-list
  - Trigger allow-list
  - Calling the webhook
  - Authentication
  - Self-reference protection
- [Apps > Serve and deploy apps](https://www.union.ai/docs/latest/flyte/user-guide/apps/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/latest/flyte/user-guide/apps/serve-and-deploy-apps/section.md
- [Apps > Serve and deploy apps > How app serving works](https://www.union.ai/docs/latest/flyte/user-guide/apps/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
- [Apps > Serve and deploy apps > How app custom domains work](https://www.union.ai/docs/latest/flyte/user-guide/apps/serve-and-deploy-apps/how-app-custom-domain-works/page.md)
- [Apps > Serve and deploy apps > How app deployment works](https://www.union.ai/docs/latest/flyte/user-guide/apps/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
- [Apps > Serve and deploy apps > Activating and deactivating apps](https://www.union.ai/docs/latest/flyte/user-guide/apps/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
- [Apps > Serve and deploy apps > Prefetching models](https://www.union.ai/docs/latest/flyte/user-guide/apps/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
- [Agents](https://www.union.ai/docs/latest/flyte/user-guide/agents/page.md)
  - [Build an agent](build-agent/page.md)
  - [Build an MCP](build-mcp/page.md)
  - [Sandboxing](sandboxing/page.md)
  - Related
  - [Agent frameworks](../../integrations/agents/page.md)
  - [Tasks](../tasks/page.md)
- [Agents > Build an agent](https://www.union.ai/docs/latest/flyte/user-guide/agents/build-agent/page.md)
  - How Flyte maps to the agentic world
  - Ways to build an agent
  - Deploying an agent
  - Related
  > Section bundle (all pages): https://www.union.ai/docs/latest/flyte/user-guide/agents/build-agent/section.md
- [Agents > Build an agent > Pure Python agents](https://www.union.ai/docs/latest/flyte/user-guide/agents/build-agent/python-agents/page.md)
  - ReAct pattern: Reason, Act, Observe (no framework needed)
  - Plan-and-Execute with parallel fan-out
  - More agentic patterns
  - How Flyte's primitives map to the agent stack
  - Next steps
- [Agents > Build an agent > Flyte-native agents](https://www.union.ai/docs/latest/flyte/user-guide/agents/build-agent/flyte-agents/page.md)
  - How it works
  - Sync vs async
  - A minimal agent
  - Tools
  - Customizing a tool with `tool(...)`
  - MCP integration
  - Skills
  - Observability
  - Extending the agent class
  - `run` is sync-by-default
  - Strategy 1: wrap the built-in loop
  - Strategy 2: implement `run` from scratch
  - Choosing between subclassing and composition
  - Next steps
- [Agents > Build an agent > Bring your own framework](https://www.union.ai/docs/latest/flyte/user-guide/agents/build-agent/bring-your-own-framework/page.md)
  - How much control does the framework give you?
  - The core pattern
  - Make tools durable
  - Trace the framework's internals
  - Fan out across containers
  - Checklist
  - Next steps
- [Agents > Build an agent > Agent memory](https://www.union.ai/docs/latest/flyte/user-guide/agents/build-agent/agent-memory/page.md)
  - What a `MemoryStore` holds
  - Sync vs async
  - Keyed stores: the easy path
  - Working with a MemoryStore independently
  - Optimistic concurrency
  - Optional capabilities
  - Passing memory to the agent
  - Lower-level usage
  - Next steps
- [Agents > Build an agent > Agent chat UI](https://www.union.ai/docs/latest/flyte/user-guide/agents/build-agent/agent-chat-ui/page.md)
  - Option 1: the built-in chat UI
  - Option 2: a custom FastAPI chat app
  - Next steps
- [Agents > Build an agent > Deploy an agent as a service](https://www.union.ai/docs/latest/flyte/user-guide/agents/build-agent/deploy-agent-as-service/page.md)
  - As a task
  - As a scheduled task (via `Trigger`)
  - Behind a webhook (`AppEnvironment`)
  - Chat and other app patterns
- [Agents > Build an MCP](https://www.union.ai/docs/latest/flyte/user-guide/agents/build-mcp/page.md)
  - HTTP layout
  - Quickstart
- [Agents > Build an MCP > User-defined MCP server](https://www.union.ai/docs/latest/flyte/user-guide/agents/build-mcp/mcp_server/page.md)
  - When to use it
  - How it works
  - Basic example
  - HTTP layout
  - Choosing a transport
  - Connecting a client
  - Claude Code
  - OpenCode
  - Configuration tips
  - Best practices
- [Agents > Build an MCP > Flyte MCP server](https://www.union.ai/docs/latest/flyte/user-guide/agents/build-mcp/flyte_mcp_server/page.md)
  - When to use it
  - How to run it
  - Running locally with `uvx`
  - Deploying remotely
  - Basic example
  - Scoping the server
  - 1. Tool groups
  - 2. Individual tools
  - 3. Allowlists
  - Enabling the search tools
  - Putting it together: a filtered server
  - Connecting a client
  - Claude Code: local (stdio)
  - Claude Code: remote (HTTP)
  - OpenCode: local
  - OpenCode: remote
  - Best practices
  - MCP tools reference
- [Agents > Sandboxing](https://www.union.ai/docs/latest/flyte/user-guide/agents/sandboxing/page.md)
  - Why sandboxing matters for AI
  - Types of sandboxes
  - What Flyte offers
  - Workflow sandbox (Monty)
  - Code sandbox (container)
  - When to use which
  - Learn more
  > Section bundle (all pages): https://www.union.ai/docs/latest/flyte/user-guide/agents/sandboxing/section.md
- [Agents > Sandboxing > Workflow sandboxing in Flyte](https://www.union.ai/docs/latest/flyte/user-guide/agents/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 agents with programmatic tool calling
  - Syntax restrictions
  - Allowed
  - Not allowed
  - Type restrictions
  - Security model
- [Agents > Sandboxing > Programmatic tool calling for agents](https://www.union.ai/docs/latest/flyte/user-guide/agents/sandboxing/code-mode/page.md)
  - Programmatic tool calling vs sequential tool calling
  - Why programmatic tool calling is powerful
  - Token efficiency
  - Performance
  - Natural programming patterns
  - Progressive tool discovery
  - Data privacy
  - Example: sequential vs programmatic tool calling
  - Sequential tool calling approach
  - Programmatic tool calling approach
  - Example: defining tools
  - Example: programmatic tool-calling agent
  - Example: chat app
  - Example: durable agent
  - References
- [Agents > Sandboxing > Code sandboxing](https://www.union.ai/docs/latest/flyte/user-guide/agents/sandboxing/code-sandboxing/page.md)
  - Execution modes
  - Auto-IO mode
  - Verbatim mode
  - Command mode
  - Executing a sandbox
  - Error handling
  - Supported types
  - How types are handled
  - Configuring the container image
  - Python packages
  - System packages
  - Additional Dockerfile commands
  - Pre-built images
  - Image configuration
  - Runtime configuration
  - Resources
  - Retries
  - Timeout
  - Environment variables
  - Secrets
  - Caching
  - Deploying a sandbox as a task
  - End-to-end example
  - API reference
  - `flyte.sandbox.create()`
  - Sandbox methods
- [Project patterns](https://www.union.ai/docs/latest/flyte/user-guide/project-patterns/page.md)
  - [Bring your own image (BYOI)](bring-your-own-image/page.md)
  - [Monorepo with uv](monorepo-with-uv/page.md)
  - [CI/CD deployments](cicd/page.md)
- [Project patterns > Bring your own image](https://www.union.ai/docs/latest/flyte/user-guide/project-patterns/bring-your-own-image/page.md)
  - The multi-team problem
  - Pattern 1: Pure BYOI
  - Dockerfiles
  - Build and push
  - Python code
  - Run and deploy
  - Pattern 2: Remote builder
  - The base images
  - Adapting with `flyte.Image`
  - Task definitions
  - Entry point
  - Run and deploy
  - Decision matrix
- [Project patterns > Structuring Flyte projects with uv](https://www.union.ai/docs/latest/flyte/user-guide/project-patterns/monorepo-with-uv/page.md)
  - The two layers
  - How the image gets built
  - `with_code_bundle()`: one image for dev and prod
  - `root_dir`
  - Monorepo patterns
  - Pattern A: Shared lockfile (recommended)
  - Pattern B: Independent packages
  - Pattern C: uv workspace (`[tool.uv.workspace]`)
  - The full build path (production)
- [Project patterns > CI/CD deployments](https://www.union.ai/docs/latest/flyte/user-guide/project-patterns/cicd/page.md)
  - What CI needs to do
  - Authentication: client credentials
  - Register a client-credentials application
  - Store the secret as a CI secret
  - Point the CLI at the credential
  - Scope and rotation
  - Project configuration
  - `config.yaml`
  - The GitHub Actions workflow
  - Key flag choices
  - Splitting build from deploy
- [Scale your runs](https://www.union.ai/docs/latest/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/latest/flyte/user-guide/run-scaling/section.md
- [Scale your runs > Data flow](https://www.union.ai/docs/latest/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
  - Raw 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/latest/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/latest/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. Use 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
- [Scale your runs > Maximize GPU utilization for batch inference](https://www.union.ai/docs/latest/flyte/user-guide/run-scaling/batch-inference/page.md)
  - Why GPU utilization drops
  - Serving vs in-process batch inference
  - Solution: `DynamicBatcher`
  - Basic usage
  - Cost estimation
  - `TokenBatcher` for LLM inference
  - Combining with app environments
  - Example: batch LLM inference with vLLM behind a FastAPI app
  - Monitoring utilization
- [Advanced project: LLM reporting agent](https://www.union.ai/docs/latest/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/latest/flyte/user-guide/advanced-project/section.md
- [Advanced project: LLM reporting agent > Resilient generation](https://www.union.ai/docs/latest/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/latest/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/latest/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/latest/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
- [Migration](https://www.union.ai/docs/latest/flyte/user-guide/migration/page.md)
  - [From Flyte 1 to 2](flyte-2/page.md)
  - [From Airflow to Flyte](from-airflow/page.md)
- [Migration > From Flyte 1 to 2](https://www.union.ai/docs/latest/flyte/user-guide/migration/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/latest/flyte/user-guide/migration/flyte-2/section.md
- [Migration > From Flyte 1 to 2 > Migration overview](https://www.union.ai/docs/latest/flyte/user-guide/migration/flyte-2/overview/page.md)
  - Pure Python execution
  - Flyte 1
  - Flyte 2
  - Asynchronous model
  - True parallelism for all workloads
  - Calling sync tasks from async tasks
  - The `flyte.map` function: Familiar patterns
  - Sync Map
  - Async Map
  - Terminology and concept mapping
  - Package imports
  - Flyte 1
  - Flyte 2
  - The two mechanical changes behind (almost) every migration
  - 1. Move task configuration into a `TaskEnvironment`
  - 2. Replace `@task` / `@workflow` / `@dynamic` with `@env.task`
  - In this section
  - Quick reference
- [Migration > From Flyte 1 to 2 > Tasks and workflows](https://www.union.ai/docs/latest/flyte/user-guide/migration/flyte-2/tasks-and-workflows/page.md)
  - Hello world: tasks and workflows
  - Flyte 1
  - Flyte 2
  - Chaining and ordering
  - Flyte 1
  - Flyte 2
  - Subworkflows
  - Flyte 1
  - Flyte 2
  - TaskEnvironment configuration
  - Parameter mapping: `@task` → `TaskEnvironment` + `@env.task`
  - Next
- [Migration > From Flyte 1 to 2 > Task configuration](https://www.union.ai/docs/latest/flyte/user-guide/migration/flyte-2/configuration/page.md)
  - Image, resources, and caching
  - Flyte 1
  - Flyte 2
  - Container images
  - Resources
  - Caching
  - Secrets
  - Flyte 1
  - Flyte 2
  - Scheduling
  - Flyte 1
  - Flyte 2
  - Next
- [Migration > From Flyte 1 to 2 > CLI and configuration](https://www.union.ai/docs/latest/flyte/user-guide/migration/flyte-2/cli-and-configuration/page.md)
  - CLI command mapping
  - Running tasks
  - Flyte 1
  - Flyte 2
  - Deploying
  - Flyte 1
  - Flyte 2
  - Key flag differences
  - Configuration files
  - Flyte 1
  - Flyte 2
  - Configuring in code
  - Next
- [Migration > From Flyte 1 to 2 > Control flow](https://www.union.ai/docs/latest/flyte/user-guide/migration/flyte-2/control-flow/page.md)
  - Conditional execution
  - Flyte 1
  - Flyte 2
  - Dynamic workflows
  - Flyte 1
  - Flyte 2
  - Error handling
  - Flyte 1
  - Flyte 2
  - Next
- [Migration > From Flyte 1 to 2 > Parallelism and fan-out](https://www.union.ai/docs/latest/flyte/user-guide/migration/flyte-2/parallelism/page.md)
  - Fan-out: `map_task`
  - Flyte 1
  - Flyte 2 (flyte.map)
  - Flyte 2 (asyncio.gather)
  - Choosing `flyte.map` vs `asyncio.gather`
  - Concurrency control and error handling
  - Data backfills
  - Flyte 1
  - Flyte 2
  - Next
- [Migration > From Flyte 1 to 2 > Data types and I/O](https://www.union.ai/docs/latest/flyte/user-guide/migration/flyte-2/data-io/page.md)
  - Files and directories
  - Flyte 1
  - Flyte 2
  - DataFrames
  - Flyte 1
  - Flyte 2
  - Dataclasses and structured types
  - Flyte 1
  - Flyte 2
  - Data ETL
  - Flyte 1
  - Flyte 2
  - Next
- [Migration > From Flyte 1 to 2 > ML workloads](https://www.union.ai/docs/latest/flyte/user-guide/migration/flyte-2/ml-workloads/page.md)
  - Small model training (scikit-learn / XGBoost)
  - Flyte 1
  - Flyte 2
  - Hyperparameter optimization
  - Flyte 1
  - Flyte 2
  - Large model training (deep learning)
  - Flyte 1
  - Flyte 2
  - Batch inference
  - Flyte 1
  - Flyte 2
  - A complete example: end-to-end ML pipeline
  - Flyte 1
  - Flyte 2
  - Next
- [Migration > From Flyte 1 to 2 > New in Flyte 2: patterns that weren't possible in Flyte 1](https://www.union.ai/docs/latest/flyte/user-guide/migration/flyte-2/new-in-flyte-2/page.md)
  - Real-time inference and model serving
  - LLM serving
  - App serving (dashboards and APIs)
  - Dynamic batching for GPU inference
  - Sandboxed code execution
  - Next
- [Migration > From Flyte 1 to 2 > Hybrid v1 and v2 pipelines](https://www.union.ai/docs/latest/flyte/user-guide/migration/flyte-2/hybrid-pipelines/page.md)
  - Running a Flyte 2 task from a Flyte 1 workflow
  - 1. Create the API key and store it
  - 2. Write the bridging task
  - Running a Flyte 1 workflow from a Flyte 2 task
  - Considerations
  - See also
- [Migration > From Flyte 1 to 2 > Gotchas and caveats](https://www.union.ai/docs/latest/flyte/user-guide/migration/flyte-2/gotchas-and-caveats/page.md)
  - Common gotchas
  - Non-deterministic behavior
  - Dealing with non-determinism
  - Type safety
  - No global state
  - Driver pod requirements
  - OOM risk from materialized I/O
- [Migration > From Airflow to Flyte](https://www.union.ai/docs/latest/flyte/user-guide/migration/from-airflow/page.md)
  - [Part 1: Vanilla Operators](part-1-vanilla-operators/page.md)
- [Migration > From Airflow to Flyte > Part 1: vanilla operators](https://www.union.ai/docs/latest/flyte/user-guide/migration/from-airflow/part-1-vanilla-operators/page.md)
  - 1. Where dependencies are specified
  - 2. The driver task (in place of DAGs)
  - 3. Triggers (in place of schedules)
  - 4. PythonOperator to `@env.task`
  - File and Dir: for data that doesn't fit in a return value
  - 5. TaskFlow to `@env.task`
  - TaskFlow decorator variants
  - 6. BashOperator to ContainerTask
  - When to use `ContainerTask`
  - How the arguments map
  - 7. KubernetesPodOperator to TaskEnvironment + PodTemplate
  - Where every KPO knob lands
  - What a fully-specified task looks like
  - 8. Orchestration: parallelism, conditionals, error handling
  - Parallelism
  - Dynamic mapping
  - Conditionals
  - Error handling
  - What's next
  - Caching
  - Reusable containers
  - Reports
  - Apps

---

## Tutorials

- [Biotech & healthcare](https://www.union.ai/docs/latest/flyte/tutorials/biotech-healthcare/page.md)
  - [Genomic alignment](genomic-alignment/page.md)
  - [Cross-species gene comparison](genomic-gene-comparison/page.md)
  - [Genomic variant effect prediction](genomic-variant-effect/page.md)
  - [Brain tumor MRI classification](tumor-detection/page.md)
  - [Drug molecule screening agent](drug-molecule-screening/page.md)
- [Biotech & healthcare > Genomic alignment](https://www.union.ai/docs/latest/flyte/tutorials/biotech-healthcare/genomic-alignment/page.md)
  - Define the container image
  - Define the task environments
  - Define the data classes
  - Fetch assets
  - Quality filtering with fastp
  - Build the Bowtie 2 index
  - Align reads
  - Orchestrate the workflow
  - Run the workflow
- [Biotech & healthcare > Brain tumor MRI classification](https://www.union.ai/docs/latest/flyte/tutorials/biotech-healthcare/tumor-detection/page.md)
  - Define the container image
  - Define the task environments
  - Configure training
  - Load the dataset
  - Train the model
  - Resumable checkpointing
  - Generate the report
  - Orchestrate the pipeline
  - Run the pipeline
- [Biotech & healthcare > Cross-species gene comparison](https://www.union.ai/docs/latest/flyte/tutorials/biotech-healthcare/genomic-gene-comparison/page.md)
  - Define the task environments
  - Orchestrate the pipeline
  - Run the workflow
- [Biotech & healthcare > Genomic variant effect prediction](https://www.union.ai/docs/latest/flyte/tutorials/biotech-healthcare/genomic-variant-effect/page.md)
  - Define the task environments
  - Orchestrate the pipeline
  - Run the workflow
- [Biotech & healthcare > Drug molecule screening agent](https://www.union.ai/docs/latest/flyte/tutorials/biotech-healthcare/drug-molecule-screening/page.md)
  - Define the task environment
  - Define the screening agent
  - Run the agentic pipeline
  - Two-round rescreen demo (complex execution graph)
- [Geospatial](https://www.union.ai/docs/latest/flyte/tutorials/geospatial/page.md)
  - [GPU-accelerated climate modeling](climate-modeling/page.md)
- [Geospatial > GPU-accelerated climate modeling](https://www.union.ai/docs/latest/flyte/tutorials/geospatial/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
- [Financial services & fintech](https://www.union.ai/docs/latest/flyte/tutorials/financial-services/page.md)
  - [Financial research agent](financial-research-agent/page.md)
  - [Fraud detection with Feast](fraud-detection-feast/page.md)
  - [Multi-agent trading simulation](trading-agents/page.md)
- [Financial services & fintech > Multi-agent trading simulation](https://www.union.ai/docs/latest/flyte/tutorials/financial-services/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)_
- [Financial services & fintech > Fraud detection with Feast](https://www.union.ai/docs/latest/flyte/tutorials/financial-services/fraud-detection-feast/page.md)
  - Define the task environment
  - Orchestrate the pipeline
  - Run the workflow
- [Financial services & fintech > Financial research agent](https://www.union.ai/docs/latest/flyte/tutorials/financial-services/financial-research-agent/page.md)
  - Setting up the environment
  - Data types
  - You.com Research and Search APIs
  - Synthesize briefings with Claude
  - Research one company
  - Orchestration
  - Run the agent
  - Create secrets
  - Run locally or remotely
- [Frontier AI](https://www.union.ai/docs/latest/flyte/tutorials/frontier-ai/page.md)
  - [Distributed LLM pretraining](distributed-pretraining/page.md)
- [Frontier AI > Distributed LLM pretraining](https://www.union.ai/docs/latest/flyte/tutorials/frontier-ai/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
- [Computer vision](https://www.union.ai/docs/latest/flyte/tutorials/computer-vision/page.md)
  - [Fine-tuning a VLM](qwen-vl-finetuning/page.md)
  - [RT-DETR object detection](detr-object-detection/page.md)
  - [Multimodal retrieval evaluation](multimodal-retrieval-evaluation/page.md)
- [Computer vision > Fine-tuning a VLM](https://www.union.ai/docs/latest/flyte/tutorials/computer-vision/qwen-vl-finetuning/page.md)
  - Overview
  - Implementation
  - Setting up the environment
  - Preparing the dataset
  - The adapter
  - Multi-node training with DeepSpeed
  - Fault tolerance and recovery
  - Live observability
  - Evaluation
  - Putting it all together
  - Running the tutorial
  - Going further
- [Computer vision > Multimodal retrieval evaluation](https://www.union.ai/docs/latest/flyte/tutorials/computer-vision/multimodal-retrieval-evaluation/page.md)
  - Define the container image
  - Define the task environments
  - Configuration and data types
  - Loading, indexing, and search
  - Run one experiment
  - Compare experiments
  - Run the evaluation
- [Computer vision > RT-DETR object detection](https://www.union.ai/docs/latest/flyte/tutorials/computer-vision/detr-object-detection/page.md)
  - Define the task environments
  - Orchestrate the pipeline
  - Run the workflow
- [Agents](https://www.union.ai/docs/latest/flyte/tutorials/agents/page.md)
  - [Autoresearch agent](autoresearch/page.md)
  - [Parallelized autoresearch agent](parallelized-autoresearch-agent/page.md)
  - [Code mode analytics agent](code-mode-agent/page.md)
  - [AutoSec researcher agent](autosec-research-agent/page.md)
  - [Coding agent](code-agent/page.md)
  - [Competitive intelligence agent](competitive-intelligence-agent/page.md)
  - [Compliance monitoring agent](compliance-monitoring-agent/page.md)
  - [Deep research](deep-research/page.md)
  - [LangGraph research agent](langgraph-agent-research/page.md)
  - [Field data enrichment agent](field-data-enrichment-agent/page.md)
  - [MLE Bot: autonomous ML engineer](mle-bot/page.md)
  - [Support resolution agent](support-resolution-agent/page.md)
- [Agents > Autoresearch agent](https://www.union.ai/docs/latest/flyte/tutorials/agents/autoresearch/page.md)
  - Define the container image
  - Define the task environment
  - What changed
  - All changed files
  - Model the result
  - What changed
  - All changed files
  - The autoresearch task
  - What changed
  - All changed files
  - What changed
  - All changed files
  - Run the agent
  - Create secrets
  - Prepare the research repository
  - Run remotely
- [Agents > Parallelized autoresearch agent](https://www.union.ai/docs/latest/flyte/tutorials/agents/parallelized-autoresearch-agent/page.md)
  - Define the task environments
  - Right-size experiments with `call_handler`
  - The fan-out agent task
  - Run the agent
  - Create secrets
  - Run remotely
- [Agents > AutoSec researcher agent](https://www.union.ai/docs/latest/flyte/tutorials/agents/autosec-research-agent/page.md)
  - Define the task environment
  - Run the security pipeline
  - Run the agent
  - Create secrets
  - Run remotely
- [Agents > Coding agent](https://www.union.ai/docs/latest/flyte/tutorials/agents/code-agent/page.md)
  - What this example demonstrates
  - Setting up the agent environment
  - Retrieve docs
  - Code generation
  - Running the code agent
- [Agents > Competitive intelligence agent](https://www.union.ai/docs/latest/flyte/tutorials/agents/competitive-intelligence-agent/page.md)
  - Setting up the environment
  - Data types
  - Search with the You.com Search API
  - Extract deltas with Claude
  - Watch one competitor
  - Orchestration
  - Run the agent
  - Create secrets
  - Run locally or remotely
- [Agents > Deep research](https://www.union.ai/docs/latest/flyte/tutorials/agents/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
- [Agents > LangGraph research agent](https://www.union.ai/docs/latest/flyte/tutorials/agents/langgraph-agent-research/page.md)
  - Define the task environment
  - Orchestrate the pipeline
  - Run the agent
- [Agents > MLE bot: an autonomous ML engineer](https://www.union.ai/docs/latest/flyte/tutorials/agents/mle-bot/page.md)
  - TL;DR
  - The problem with LLMs and ML pipelines
  - How it works
  - What to expect
  - Declaring task environments
  - Building durable tool functions
  - Guiding the LLM with domain knowledge
  - Dataset context
  - General ML best practices
  - The agent loop: profile, design, execute, iterate
  - Dataset context
  - General ML best practices — apply these based on the dataset context above
  - Available tools
  - Monty sandbox restrictions
  - Critical patterns for using tool results
  - When fixing a previous error
  - Pipeline design — you decide the structure
  - Response format
  - Reasoning
  - Code
  - Running LLM-generated code in Flyte's sandbox
  - Dataset context
  - General ML best practices — apply these based on the dataset context above
  - Available tools
  - Monty sandbox restrictions
  - Critical patterns for using tool results
  - When fixing a previous error
  - Pipeline design — you decide the structure
  - Response format
  - Reasoning
  - Code
  - Streaming results to a live report
  - Dataset context
  - General ML best practices — apply these based on the dataset context above
  - Available tools
  - Monty sandbox restrictions
  - Critical patterns for using tool results
  - When fixing a previous error
  - Pipeline design — you decide the structure
  - Response format
  - Reasoning
  - Code
  - Running it
  - Why Flyte?
- [Agents > Compliance monitoring agent](https://www.union.ai/docs/latest/flyte/tutorials/agents/compliance-monitoring-agent/page.md)
  - Setting up the environment
  - Data types
  - Research with the You.com Research API
  - Triage findings with Claude
  - Monitor one watch item
  - Orchestration
  - Run the agent
  - Create secrets
  - Run locally or remotely
- [Agents > Field data enrichment agent](https://www.union.ai/docs/latest/flyte/tutorials/agents/field-data-enrichment-agent/page.md)
  - Setting up the environment
  - Data types
  - Search with the You.com Search API
  - Enrich one event
  - Orchestration
  - Run the agent
  - Create secrets
  - Run locally or remotely
- [Agents > Support resolution agent](https://www.union.ai/docs/latest/flyte/tutorials/agents/support-resolution-agent/page.md)
  - Setting up the environment
  - Data types
  - Ground answers with the You.com Research API
  - Ground one ticket
  - Draft a customer-ready reply
  - Resolve one ticket
  - Orchestration
  - Run the agent
  - Create secrets
  - Run locally or remotely
- [Agents > Code mode analytics agent](https://www.union.ai/docs/latest/flyte/tutorials/agents/code-mode-agent/page.md)
  - Why code mode
  - What runs where
  - The heavy tool: a durable query
  - Tools are a safety boundary
  - The durable environment
  - The native agent
  - The report collector
  - Live prices over MCP
  - The analysis task
  - Serving it: the native chat app
  - Deploy and run
  - Going further
- [Context engineering](https://www.union.ai/docs/latest/flyte/tutorials/context-engineering/page.md)
  - [Automatic prompt engineering](auto_prompt_engineering/page.md)
  - [Text-to-SQL](text_to_sql/page.md)
- [Context engineering > Text-to-SQL prompt optimization](https://www.union.ai/docs/latest/flyte/tutorials/context-engineering/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
- [Context engineering > Automatic prompt engineering](https://www.union.ai/docs/latest/flyte/tutorials/context-engineering/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
- [Model training](https://www.union.ai/docs/latest/flyte/tutorials/model-training/page.md)
  - [Hyperparameter optimization](hpo/page.md)
  - [LLM fine-tuning with LoRA and QLoRA](llm-fine-tuning-lora-qlora/page.md)
  - [BERT emotion classification](bert-fine-tuning-emotion/page.md)
- [Model training > LLM fine-tuning with LoRA and QLoRA](https://www.union.ai/docs/latest/flyte/tutorials/model-training/llm-fine-tuning-lora-qlora/page.md)
  - Define the task environments
  - Orchestrate the pipeline
  - Run the workflow
- [Model training > BERT emotion classification](https://www.union.ai/docs/latest/flyte/tutorials/model-training/bert-fine-tuning-emotion/page.md)
  - Define the task environments
  - Orchestrate the pipeline
  - Run the workflow
- [Model training > Hyperparameter optimization](https://www.union.ai/docs/latest/flyte/tutorials/model-training/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

- [Agent frameworks](https://www.union.ai/docs/latest/flyte/integrations/agents/page.md)
  - Supported frameworks
  - Two decorators
  - Quick start
  - What Flyte adds
  - Capability matrix
  - Choosing a framework
  - Next steps
- [Agent frameworks > How it works](https://www.union.ai/docs/latest/flyte/integrations/agents/how-it-works/page.md)
  - The division of labor
  - Tools are Flyte tasks
  - Passing tools
  - Renaming a tool
  - Durable model turns
  - What replay means in practice
  - Where durability does not reach
  - Cross-run memory
  - Observability
  - Human in the loop
  - Multi-agent orchestration
  - Sync and async
  - Running locally
  - The shared contract
  - Next steps
- [Agent frameworks > OpenAI Agents SDK](https://www.union.ai/docs/latest/flyte/integrations/agents/openai/page.md)
  - Installation
  - Quick start
  - How it maps to Flyte
  - Bring your own agent
  - Custom run configuration
  - Memory
  - Building blocks
  - `run_agent` parameters
  - Notes
  - Examples
- [Agent frameworks > Claude Agent SDK](https://www.union.ai/docs/latest/flyte/integrations/agents/claude-agent-sdk/page.md)
  - Installation
  - Quick start
  - How it maps to Flyte
  - Durability
  - Observability
  - Bring your own options
  - Human in the loop
  - Memory
  - `run_agent` parameters
  - Examples
- [Agent frameworks > Google ADK](https://www.union.ai/docs/latest/flyte/integrations/agents/google-adk/page.md)
  - Installation
  - Quick start
  - How it maps to Flyte
  - Bring your own agent
  - Memory
  - Bounding a run
  - `run_agent` parameters
  - Examples
- [Agent frameworks > Mistral Agents](https://www.union.ai/docs/latest/flyte/integrations/agents/mistral/page.md)
  - Installation
  - Quick start
  - How it maps to Flyte
  - Driving a pre-created agent
  - Memory
  - Bounding a run
  - `run_agent` parameters
  - Examples
- [Agent frameworks > LangChain](https://www.union.ai/docs/latest/flyte/integrations/agents/langchain/page.md)
  - Installation
  - Quick start
  - How it maps to Flyte
  - Pass a model instance, not a string
  - Bring your own agent
  - Memory
  - `run_agent` parameters
  - Examples
- [Agent frameworks > LangGraph](https://www.union.ai/docs/latest/flyte/integrations/agents/langgraph/page.md)
  - Installation
  - Quick start
  - The node factories
  - How it maps to Flyte
  - Skipping the graph
  - Custom state
  - Memory
  - `run_agent` parameters
  - Examples
- [Agent frameworks > Deep Agents](https://www.union.ai/docs/latest/flyte/integrations/agents/deepagents/page.md)
  - Installation
  - Quick start
  - How it maps to Flyte
  - Bring your own agent
  - Memory
  - Composing with Flyte
  - `run_agent` parameters
  - Examples
- [Agent frameworks > CrewAI](https://www.union.ai/docs/latest/flyte/integrations/agents/crewai/page.md)
  - Installation
  - Quick start
  - How it maps to Flyte
  - Bring your own agent
  - Instructions and the built agent
  - Memory
  - `run_agent` parameters
  - Examples
- [Agent frameworks > Pydantic AI](https://www.union.ai/docs/latest/flyte/integrations/agents/pydantic-ai/page.md)
  - Installation
  - Quick start
  - How it maps to Flyte
  - Bring your own agent
  - Memory
  - `run_agent` parameters
  - Examples
- [Agent frameworks > Hermes](https://www.union.ai/docs/latest/flyte/integrations/agents/hermes/page.md)
  - Installation
  - Quick start
  - Credentials
  - How it maps to Flyte
  - Bring your own agent
  - Memory
  - `run_agent` parameters
  - Examples
- [BigQuery](https://www.union.ai/docs/latest/flyte/integrations/bigquery/page.md)
  - Installation
  - Quick start
  - Configuration
  - `BigQueryConfig` parameters
  - `BigQueryTask` parameters
  - Authentication
  - Query templating
  - Supported input types
  - Parameterized query example
  - Retrieving query results
  - API reference
- [Code generation](https://www.union.ai/docs/latest/flyte/integrations/codegen/page.md)
  - Installation
  - Quick start
  - Two execution backends
  - LiteLLM (default)
  - Agent (Claude)
  - Providing data
  - Sample data
  - Schema and constraints
  - Inputs and outputs
  - Running generated code
  - One-shot execution with `result.run()`
  - Reusable task with `result.as_task()`
  - Error diagnosis
  - Durable execution
  - Replay logs
  - Caching
  - Non-determinism in agent mode
  - Observability
  - LiteLLM backend
  - Agent backend
  - Examples
  - Processing CSVs with different schemas
  - DataFrame analysis with constraints
  - Agent mode
  - Configuration
  - LiteLLM parameters
  - Image configuration
  - Skipping tests
  - Base packages
  - Best practices
  - API reference
  - `AutoCoderAgent` constructor
  - `generate()` parameters
  - `CodeGenEvalResult` fields
  - `CodeGenEvalResult` methods
- [Dask](https://www.union.ai/docs/latest/flyte/integrations/dask/page.md)
  - When to use this plugin
  - Installation
  - Configuration
  - `Dask` parameters
  - `Scheduler` parameters
  - `WorkerGroup` parameters
  - Accessing the Dask client
  - Example
  - API reference
- [Databricks](https://www.union.ai/docs/latest/flyte/integrations/databricks/page.md)
  - Installation
  - Quick start
  - Configuration
  - Spark fields (inherited)
  - Databricks-specific fields
  - `databricks_conf` structure
  - Authentication
  - Accessing the Spark session
  - API reference
- [Hydra](https://www.union.ai/docs/latest/flyte/integrations/hydra/page.md)
  - Installation
  - Requirements on tasks
  - A walkthrough config
  - Execution mode
  - Hydra launcher (`@hydra.main` scripts)
  - Python SDK
  - Single run
  - Grid sweep
  - Custom sweepers
  - Forwarding `flyte.with_runcontext` options
  - Flyte CLI (`flyte hydra run`)
  - Single run
  - Grid sweep
  - App-level vs Hydra-namespace overrides
  - `--follow` and `--no-wait`
  - Shell completion
  - Override grammar
  - Sweeps
  - Grid sweeps (BasicSweeper)
  - Bayesian / TPE sweeps (Optuna)
  - Sweep output directories
  - Task environment overrides
  - Prebuilt images
  - Applying overrides to child tasks
  - Renaming the task-env key
  - What `task_env` should not model
  - Structured configs (without YAML)
- [JSONL](https://www.union.ai/docs/latest/flyte/integrations/jsonl/page.md)
  - When to use this plugin
  - Installation
  - Working with `JsonlFile`
  - Working with `JsonlDir`
  - Configuration and options
  - Compression
  - Error handling on read
  - Arrow batches
  - Common use cases
  - API reference
- [MLflow](https://www.union.ai/docs/latest/flyte/integrations/mlflow/page.md)
  - Installation
  - Quick start
  - Autologging
  - Generic autologging
  - Framework-specific autologging
  - Run modes
  - Sharing a run across tasks
  - Creating independent runs
  - Nested runs
  - Workflow-level configuration
  - Per-task overrides
  - Configuration priority
  - Distributed training
  - MLflow UI links
  - Setup
  - Custom URL templates
  - Explicit links
  - Link behavior by run mode
  - Automatic Flyte tags
  - API reference
  - `mlflow_run` and `mlflow_config`
  - `get_mlflow_run`
  - `get_mlflow_context`
  - `Mlflow`
- [OmegaConf](https://www.union.ai/docs/latest/flyte/integrations/omegaconf/page.md)
  - Installation
  - Quick start
  - When to use this plugin
  - Building a DictConfig
  - From a plain dict
  - From a YAML file
  - From a dataclass (structured config)
  - From a base config plus overrides
  - Variable interpolation
  - Nested and deeply structured configs
  - DictConfigs that contain lists
  - ListConfig as input and output
  - Lists of primitives
  - Building a schedule from another task
  - Nested lists (list of lists)
  - Lists of DictConfigs
  - Lists of dataclass instances
  - Structured configs
  - Basic structured config
  - Schema reconstruction in the receiving task
  - Required (`MISSING`) fields
  - Advanced field types
  - Merging overrides on top of a structured base
  - Embedding rich Python values inside a plain DictConfig
  - Reserved-looking keys
  - YAML reports
  - Wire format
  - End-to-end example
- [OpenTelemetry](https://www.union.ai/docs/latest/flyte/integrations/opentelemetry/page.md)
  - What Flyte provides
  - Installation
  - Configure the tracer
  - Start a trace and pass it into the run
  - Re-parent spans inside a task
  - Propagate into nested tasks
  - Reusable decorator
  - Choosing an exporter
- [Pandera](https://www.union.ai/docs/latest/flyte/integrations/pandera/page.md)
  - When to use this plugin
  - Installation
  - pandas
  - Polars
  - PySpark SQL
  - Defining schemas
  - Using schemas in tasks
  - Error handling with `ValidationConfig`
  - Image configuration
  - Pandas
  - Polars
  - PySpark SQL
  - Polars lazy frames
  - Examples
  - pandas
  - Polars
  - PySpark SQL
- [Papermill](https://www.union.ai/docs/latest/flyte/integrations/papermill/page.md)
  - When to use this plugin
  - Installation
  - Quick start
  - Notebook setup
  - `parameters` cell
  - `outputs` cell
  - Inputs and outputs
  - Supported input types
  - Complex types: File, Dir, DataFrame
  - Outputs: single, multiple, none
  - Calling Flyte tasks from notebooks
  - Workflow patterns
  - Chaining notebooks
  - Mixing notebooks with regular tasks
  - Inline definition
  - Calling from sync vs. async tasks
  - Running a NotebookTask directly as the entrypoint
  - Reports and notebook artifacts
  - HTML report (default)
  - Notebook artifacts
  - Clean reports
  - Failure reports
  - Spark notebooks
  - Local testing
  - Execution options
  - `NotebookTask` reference
  - Helper functions
- [Polars](https://www.union.ai/docs/latest/flyte/integrations/polars/page.md)
  - When to use this plugin
  - Installation
  - Using Polars DataFrames
  - Using LazyFrames
  - Interoperating with `flyte.io.DataFrame`
  - Common use cases
  - API reference
- [PyTorch](https://www.union.ai/docs/latest/flyte/integrations/pytorch/page.md)
  - When to use this plugin
  - Installation
  - Configuration
  - `Elastic` parameters
  - `RunPolicy` parameters
  - NCCL tuning parameters
  - Writing a distributed training task
  - Example
  - API reference
- [Ray](https://www.union.ai/docs/latest/flyte/integrations/ray/page.md)
  - When to use this plugin
  - Installation
  - Configuration
  - `RayJobConfig` parameters
  - `WorkerNodeConfig` parameters
  - `HeadNodeConfig` parameters
  - Connecting to an existing cluster
  - Examples
  - API reference
- [Snowflake](https://www.union.ai/docs/latest/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/latest/flyte/integrations/spark/page.md)
  - When to use this plugin
  - Installation
  - Configuration
  - `Spark` parameters
  - Accessing the Spark session
  - Overriding configuration at runtime
  - Example
  - API reference
- [Weights & Biases](https://www.union.ai/docs/latest/flyte/integrations/wandb/page.md)
  - Installation
  - Quick start
  - What's next
- [Weights & Biases > Experiments](https://www.union.ai/docs/latest/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/latest/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/latest/flyte/integrations/wandb/sweeps/page.md)
  - Creating a sweep
  - Running parallel agents
  - Writing objective functions
- [Weights & Biases > Downloading logs](https://www.union.ai/docs/latest/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/latest/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/latest/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/latest/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`)
- [Flyte CLI](https://www.union.ai/docs/latest/flyte/api-reference/flyte-cli/page.md)
  - flyte
  - flyte abort
  - flyte build
  - flyte create
  - flyte delete
  - flyte deploy
  - flyte edit
  - flyte gen
  - flyte get
  - flyte prefetch
  - flyte rerun
  - flyte run
  - flyte serve
  - flyte signal
  - flyte start
  - flyte stop
  - flyte update
  - flyte whoami
- [Flyte SDK](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/page.md)
  - Directory
  - Classes
  - Protocols
  - Functions
  - Packages
- [Flyte SDK > flyte](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte/page.md)
  - Directory
  - Classes
  - Protocols
  - Methods
  - Variables
  - Methods
- [Flyte SDK > flyte > AppHandle](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte/apphandle/page.md)
  - Properties
  - Methods
  - activate()
  - deactivate()
  - ephemeral_ctx()
  - ephemeral_ctx_sync()
  - is_active()
  - is_deactivated()
- [Flyte SDK > flyte > AsyncFunctionTaskTemplate](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte/asyncfunctiontasktemplate/page.md)
  - Parameters
  - Properties
  - Methods
  - aio()
  - config()
  - container_args()
  - custom_config()
  - data_loading_config()
  - execute()
  - forward()
  - override()
  - post()
  - pre()
  - sql()
- [Flyte SDK > flyte > Backoff](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte/backoff/page.md)
  - Parameters
  - Methods
  - compute_delay()
- [Flyte SDK > flyte > BaseCheckpoint](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte/basecheckpoint/page.md)
  - Properties
  - Methods
  - load()
  - load_sync()
  - prev_exists()
  - save()
  - save_sync()
- [Flyte SDK > flyte > Cache](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte/cache/page.md)
  - Parameters
  - Methods
  - get_ignored_inputs()
  - get_version()
  - is_enabled()
- [Flyte SDK > flyte > CachePolicy](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte/cachepolicy/page.md)
  - Methods
  - get_version()
- [Flyte SDK > flyte > Checkpoint](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte/checkpoint/page.md)
  - Parameters
  - Properties
  - Methods
  - load()
  - load_sync()
  - prev_exists()
  - save()
  - save_sync()
- [Flyte SDK > flyte > ConditionWebhook](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte/conditionwebhook/page.md)
  - Parameters
- [Flyte SDK > flyte > Cron](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte/cron/page.md)
  - Parameters
  - Properties
- [Flyte SDK > flyte > Device](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte/device/page.md)
  - Parameters
- [Flyte SDK > flyte > Environment](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte/environment/page.md)
  - Parameters
  - Methods
  - add_dependency()
  - clone_with()
- [Flyte SDK > flyte > FixedRate](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte/fixedrate/page.md)
  - Parameters
- [Flyte SDK > flyte > Image](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte/image/page.md)
  - Parameters
  - Properties
  - Methods
  - clone()
  - from_base()
  - from_debian_base()
  - from_dockerfile()
  - from_ref_name()
  - from_uv_script()
  - validate()
  - with_apt_packages()
  - with_code_bundle()
  - with_commands()
  - with_dockerignore()
  - with_env_vars()
  - with_local_rs_controller()
  - with_local_v2()
  - with_local_v2_plugins()
  - with_pip_packages()
  - with_pixi_project()
  - with_poetry_project()
  - with_requirements()
  - with_source_file()
  - with_source_folder()
  - with_uv_project()
  - with_workdir()
- [Flyte SDK > flyte > ImageBuild](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte/imagebuild/page.md)
  - Parameters
- [Flyte SDK > flyte > Link](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte/link/page.md)
  - Methods
  - get_link()
- [Flyte SDK > flyte > PodTemplate](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte/podtemplate/page.md)
  - Parameters
  - Methods
  - allow_fuse()
  - allow_nested_sandboxing()
  - from_spec()
  - to_k8s_pod()
- [Flyte SDK > flyte > Resources](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte/resources/page.md)
  - Parameters
  - Methods
  - get_device()
  - get_shared_memory()
- [Flyte SDK > flyte > RetryStrategy](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte/retrystrategy/page.md)
  - Parameters
- [Flyte SDK > flyte > ReusePolicy](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte/reusepolicy/page.md)
  - Parameters
  - Properties
  - Methods
  - get_scaledown_ttl()
- [Flyte SDK > flyte > Secret](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte/secret/page.md)
  - Parameters
  - Methods
  - stable_hash()
- [Flyte SDK > flyte > TaskEnvironment](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte/taskenvironment/page.md)
  - Parameters
  - Properties
  - Methods
  - add_dependency()
  - clone_with()
  - from_task()
  - task()
- [Flyte SDK > flyte > TaskTemplate](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte/tasktemplate/page.md)
  - Parameters
  - Properties
  - Methods
  - aio()
  - config()
  - container_args()
  - custom_config()
  - data_loading_config()
  - execute()
  - forward()
  - override()
  - post()
  - pre()
  - sql()
- [Flyte SDK > flyte > Timeout](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte/timeout/page.md)
  - Parameters
- [Flyte SDK > flyte > Trigger](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte/trigger/page.md)
  - Parameters
  - Methods
  - daily()
  - hourly()
  - minutely()
  - monthly()
  - weekly()
- [Flyte SDK > flyte.ai.agents](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.ai.agents/page.md)
  - Directory
  - Classes
  - Protocols
  - Errors
  - Methods
  - Variables
  - Methods
- [Flyte SDK > flyte.ai.agents > AccessDenied](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.ai.agents/accessdenied/page.md)
- [Flyte SDK > flyte.ai.agents > Agent](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.ai.agents/agent/page.md)
  - Parameters
  - Properties
  - Methods
  - add_tool()
  - approval_callback()
  - call_llm()
  - run()
  - tool_descriptions()
- [Flyte SDK > flyte.ai.agents > AgentEvent](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.ai.agents/agentevent/page.md)
  - Parameters
- [Flyte SDK > flyte.ai.agents > AgentProtocol](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.ai.agents/agentprotocol/page.md)
  - Methods
  - run()
  - tool_descriptions()
- [Flyte SDK > flyte.ai.agents > AgentResult](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.ai.agents/agentresult/page.md)
  - Parameters
- [Flyte SDK > flyte.ai.agents > AgentTool](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.ai.agents/agenttool/page.md)
  - Parameters
  - Methods
  - aio()
  - to_openai_format()
- [Flyte SDK > flyte.ai.agents > ConcurrencyError](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.ai.agents/concurrencyerror/page.md)
  - Parameters
- [Flyte SDK > flyte.ai.agents > LLMMessage](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.ai.agents/llmmessage/page.md)
  - Parameters
- [Flyte SDK > flyte.ai.agents > MCPServerSpec](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.ai.agents/mcpserverspec/page.md)
  - Parameters
- [Flyte SDK > flyte.ai.agents > MemoryMeta](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.ai.agents/memorymeta/page.md)
  - Parameters
- [Flyte SDK > flyte.ai.agents > MemoryStore](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.ai.agents/memorystore/page.md)
  - Parameters
  - Methods
  - append()
  - audit_tail()
  - audit_tail_sync()
  - create()
  - current_sha()
  - exists()
  - extend()
  - flush_messages()
  - flush_messages_sync()
  - get_meta()
  - get_or_create()
  - list_paths()
  - read_json()
  - read_text()
  - remote_path_for_key()
  - save()
  - write_json()
  - write_text()
- [Flyte SDK > flyte.ai.agents > MemoryStoreError](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.ai.agents/memorystoreerror/page.md)
- [Flyte SDK > flyte.ai.agents > ToolFn](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.ai.agents/toolfn/page.md)
  - Parameters
- [Flyte SDK > flyte.ai.agents.agent](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.ai.agents.agent/page.md)
  - Directory
  - Classes
  - Variables
- [Flyte SDK > flyte.ai.agents.agent > Agent](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.ai.agents.agent/agent/page.md)
  - Parameters
  - Properties
  - Methods
  - add_tool()
  - approval_callback()
  - call_llm()
  - run()
  - tool_descriptions()
- [Flyte SDK > flyte.ai.agents.agent > AgentEvent](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.ai.agents.agent/agentevent/page.md)
  - Parameters
- [Flyte SDK > flyte.ai.agents.memory](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.ai.agents.memory/page.md)
  - Directory
  - Classes
  - Errors
  - Variables
- [Flyte SDK > flyte.ai.agents.memory > AccessDenied](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.ai.agents.memory/accessdenied/page.md)
- [Flyte SDK > flyte.ai.agents.memory > ConcurrencyError](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.ai.agents.memory/concurrencyerror/page.md)
  - Parameters
- [Flyte SDK > flyte.ai.agents.memory > MemoryMeta](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.ai.agents.memory/memorymeta/page.md)
  - Parameters
- [Flyte SDK > flyte.ai.agents.memory > MemoryStore](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.ai.agents.memory/memorystore/page.md)
  - Parameters
  - Methods
  - append()
  - audit_tail()
  - audit_tail_sync()
  - create()
  - current_sha()
  - exists()
  - extend()
  - flush_messages()
  - flush_messages_sync()
  - get_meta()
  - get_or_create()
  - list_paths()
  - read_json()
  - read_text()
  - remote_path_for_key()
  - save()
  - write_json()
  - write_text()
- [Flyte SDK > flyte.ai.agents.memory > MemoryStoreError](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.ai.agents.memory/memorystoreerror/page.md)
- [Flyte SDK > flyte.ai.agents.protocol](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.ai.agents.protocol/page.md)
  - Directory
  - Classes
  - Protocols
  - Variables
- [Flyte SDK > flyte.ai.agents.protocol > AgentProtocol](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.ai.agents.protocol/agentprotocol/page.md)
  - Methods
  - run()
  - tool_descriptions()
- [Flyte SDK > flyte.ai.agents.protocol > AgentResult](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.ai.agents.protocol/agentresult/page.md)
  - Parameters
- [Flyte SDK > flyte.ai.chat](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.ai.chat/page.md)
  - Directory
  - Classes
  - Methods
  - Variables
  - Methods
- [Flyte SDK > flyte.ai.chat > AgentChatAppEnvironment](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.ai.chat/agentchatappenvironment/page.md)
  - Parameters
  - Properties
  - Methods
  - add_dependency()
  - build_fastapi_app()
  - clone_with()
  - container_args()
  - container_cmd()
  - container_command()
  - get_port()
  - on_shutdown()
  - on_startup()
  - server()
- [Flyte SDK > flyte.ai.chat > CustomTheme](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.ai.chat/customtheme/page.md)
  - Parameters
  - Methods
  - to_css()
- [Flyte SDK > flyte.ai.chat.app](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.ai.chat.app/page.md)
  - Directory
  - Classes
  - Variables
- [Flyte SDK > flyte.ai.chat.app > AgentChatAppEnvironment](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.ai.chat.app/agentchatappenvironment/page.md)
  - Parameters
  - Properties
  - Methods
  - add_dependency()
  - build_fastapi_app()
  - clone_with()
  - container_args()
  - container_cmd()
  - container_command()
  - get_port()
  - on_shutdown()
  - on_startup()
  - server()
- [Flyte SDK > flyte.ai.chat.app > CustomTheme](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.ai.chat.app/customtheme/page.md)
  - Parameters
  - Methods
  - to_css()
- [Flyte SDK > flyte.ai.mcp](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.ai.mcp/page.md)
  - Directory
  - Classes
- [Flyte SDK > flyte.ai.mcp > FlyteMCPAppEnvironment](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.ai.mcp/flytemcpappenvironment/page.md)
  - Parameters
  - Properties
  - Methods
  - add_dependency()
  - clone_with()
  - container_args()
  - container_cmd()
  - container_command()
  - get_port()
  - on_shutdown()
  - on_startup()
  - run_stdio()
  - run_stdio_async()
  - server()
- [Flyte SDK > flyte.ai.mcp > MCPAppEnvironment](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.ai.mcp/mcpappenvironment/page.md)
  - Parameters
  - Properties
  - Methods
  - add_dependency()
  - clone_with()
  - container_args()
  - container_cmd()
  - container_command()
  - get_port()
  - on_shutdown()
  - on_startup()
  - run_stdio()
  - run_stdio_async()
  - server()
- [Flyte SDK > flyte.app](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.app/page.md)
  - Directory
  - Classes
  - Methods
  - Methods
- [Flyte SDK > flyte.app > AppEndpoint](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.app/appendpoint/page.md)
  - Parameters
  - Methods
  - check_type()
  - get()
  - materialize()
- [Flyte SDK > flyte.app > AppEnvironment](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.app/appenvironment/page.md)
  - Parameters
  - Properties
  - Methods
  - add_dependency()
  - clone_with()
  - container_args()
  - container_cmd()
  - get_port()
  - on_shutdown()
  - on_startup()
  - server()
- [Flyte SDK > flyte.app > ConnectorEnvironment](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.app/connectorenvironment/page.md)
  - Parameters
  - Properties
  - Methods
  - add_dependency()
  - clone_with()
  - container_args()
  - container_cmd()
  - get_port()
  - on_shutdown()
  - on_startup()
  - server()
- [Flyte SDK > flyte.app > DeployedAppEnvironment](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.app/deployedappenvironment/page.md)
  - Parameters
  - Methods
  - env_repr()
  - get_name()
  - summary_repr()
  - table_repr()
- [Flyte SDK > flyte.app > Domain](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.app/domain/page.md)
  - Parameters
- [Flyte SDK > flyte.app > Link](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.app/link/page.md)
  - Parameters
- [Flyte SDK > flyte.app > Parameter](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.app/parameter/page.md)
  - Parameters
- [Flyte SDK > flyte.app > Port](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.app/port/page.md)
  - Parameters
- [Flyte SDK > flyte.app > RunOutput](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.app/runoutput/page.md)
  - Parameters
  - Methods
  - check_type()
  - get()
  - materialize()
- [Flyte SDK > flyte.app > Scaling](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.app/scaling/page.md)
  - Parameters
  - Methods
  - get_replicas()
- [Flyte SDK > flyte.app > Timeouts](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.app/timeouts/page.md)
  - Parameters
- [Flyte SDK > flyte.app.extras](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.app.extras/page.md)
  - Directory
  - Classes
- [Flyte SDK > flyte.app.extras > FastAPIAppEnvironment](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.app.extras/fastapiappenvironment/page.md)
  - Parameters
  - Properties
  - Methods
  - add_dependency()
  - clone_with()
  - container_args()
  - container_cmd()
  - container_command()
  - get_port()
  - on_shutdown()
  - on_startup()
  - server()
- [Flyte SDK > flyte.app.extras > FastAPIPassthroughAuthMiddleware](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.app.extras/fastapipassthroughauthmiddleware/page.md)
  - Parameters
  - Methods
  - dispatch()
  - extract_authorization_header()
  - extract_cookie_header()
  - extract_custom_header()
- [Flyte SDK > flyte.app.extras > FlyteWebhookAppEnvironment](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.app.extras/flytewebhookappenvironment/page.md)
  - Parameters
  - Properties
  - Methods
  - add_dependency()
  - clone_with()
  - container_args()
  - container_cmd()
  - container_command()
  - get_port()
  - on_shutdown()
  - on_startup()
  - server()
- [Flyte SDK > flyte.clustered](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.clustered/page.md)
  - Directory
  - Classes
- [Flyte SDK > flyte.clustered > ClusteredTaskEnvironment](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.clustered/clusteredtaskenvironment/page.md)
  - Parameters
  - Properties
  - Methods
  - add_dependency()
  - clone_with()
  - from_task()
  - task()
  - to_custom_dict()
- [Flyte SDK > flyte.clustered > ClusteredTaskTemplate](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.clustered/clusteredtasktemplate/page.md)
  - Parameters
  - Properties
  - Methods
  - aio()
  - config()
  - container_args()
  - custom_config()
  - data_loading_config()
  - execute()
  - forward()
  - override()
  - post()
  - pre()
  - sql()
- [Flyte SDK > flyte.clustered > ClusterFailurePolicy](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.clustered/clusterfailurepolicy/page.md)
  - Parameters
- [Flyte SDK > flyte.clustered > TorchRun](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.clustered/torchrun/page.md)
  - Parameters
- [Flyte SDK > flyte.config](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.config/page.md)
  - Directory
  - Classes
  - Methods
  - Methods
- [Flyte SDK > flyte.config > Config](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.config/config/page.md)
  - Parameters
  - Methods
  - auto()
  - with_params()
- [Flyte SDK > flyte.connectors](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.connectors/page.md)
  - Directory
  - Classes
- [Flyte SDK > flyte.connectors > AsyncConnector](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.connectors/asyncconnector/page.md)
  - Methods
  - create()
  - delete()
  - get()
  - get_logs()
  - get_metrics()
- [Flyte SDK > flyte.connectors > AsyncConnectorExecutorMixin](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.connectors/asyncconnectorexecutormixin/page.md)
  - Methods
  - execute()
- [Flyte SDK > flyte.connectors > ConnectorRegistry](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.connectors/connectorregistry/page.md)
  - Methods
  - get_connector()
  - register()
- [Flyte SDK > flyte.connectors > ConnectorService](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.connectors/connectorservice/page.md)
  - Methods
  - run()
- [Flyte SDK > flyte.connectors > Resource](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.connectors/resource/page.md)
  - Parameters
- [Flyte SDK > flyte.connectors > ResourceMeta](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.connectors/resourcemeta/page.md)
  - Parameters
  - Methods
  - decode()
  - encode()
- [Flyte SDK > flyte.connectors.utils](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.connectors.utils/page.md)
  - Directory
  - Methods
  - Methods
- [Flyte SDK > flyte.durable](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.durable/page.md)
  - Directory
  - Methods
  - Methods
- [Flyte SDK > flyte.errors](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.errors/page.md)
  - Directory
  - Errors
  - Methods
  - Methods
- [Flyte SDK > flyte.errors > ActionAbortedError](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.errors/actionabortederror/page.md)
  - Parameters
- [Flyte SDK > flyte.errors > ActionNotFoundError](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.errors/actionnotfounderror/page.md)
- [Flyte SDK > flyte.errors > BaseRuntimeError](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.errors/baseruntimeerror/page.md)
  - Parameters
- [Flyte SDK > flyte.errors > CodeBundleError](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.errors/codebundleerror/page.md)
  - Parameters
- [Flyte SDK > flyte.errors > ConditionAlreadyExistsError](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.errors/conditionalreadyexistserror/page.md)
  - Parameters
- [Flyte SDK > flyte.errors > ConditionFailedError](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.errors/conditionfailederror/page.md)
  - Parameters
- [Flyte SDK > flyte.errors > ConditionNotFoundError](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.errors/conditionnotfounderror/page.md)
  - Parameters
- [Flyte SDK > flyte.errors > ConditionTimedoutError](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.errors/conditiontimedouterror/page.md)
  - Parameters
- [Flyte SDK > flyte.errors > CustomError](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.errors/customerror/page.md)
  - Parameters
  - Methods
  - from_exception()
- [Flyte SDK > flyte.errors > DeploymentError](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.errors/deploymenterror/page.md)
  - Parameters
- [Flyte SDK > flyte.errors > ImageBuildError](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.errors/imagebuilderror/page.md)
  - Parameters
- [Flyte SDK > flyte.errors > ImagePullBackOffError](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.errors/imagepullbackofferror/page.md)
  - Parameters
- [Flyte SDK > flyte.errors > InitializationError](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.errors/initializationerror/page.md)
  - Parameters
- [Flyte SDK > flyte.errors > InlineIOMaxBytesBreached](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.errors/inlineiomaxbytesbreached/page.md)
  - Parameters
- [Flyte SDK > flyte.errors > InvalidImageNameError](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.errors/invalidimagenameerror/page.md)
  - Parameters
- [Flyte SDK > flyte.errors > InvalidPackageError](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.errors/invalidpackageerror/page.md)
  - Parameters
- [Flyte SDK > flyte.errors > LogsNotYetAvailableError](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.errors/logsnotyetavailableerror/page.md)
  - Parameters
- [Flyte SDK > flyte.errors > ModuleLoadError](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.errors/moduleloaderror/page.md)
  - Parameters
- [Flyte SDK > flyte.errors > NonRecoverableError](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.errors/nonrecoverableerror/page.md)
  - Parameters
- [Flyte SDK > flyte.errors > NotInTaskContextError](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.errors/notintaskcontexterror/page.md)
  - Parameters
- [Flyte SDK > flyte.errors > OnlyAsyncIOSupportedError](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.errors/onlyasynciosupportederror/page.md)
  - Parameters
- [Flyte SDK > flyte.errors > OOMError](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.errors/oomerror/page.md)
  - Parameters
- [Flyte SDK > flyte.errors > ParameterMaterializationError](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.errors/parametermaterializationerror/page.md)
  - Parameters
- [Flyte SDK > flyte.errors > PrimaryContainerNotFoundError](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.errors/primarycontainernotfounderror/page.md)
  - Parameters
- [Flyte SDK > flyte.errors > RemoteTaskNotFoundError](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.errors/remotetasknotfounderror/page.md)
  - Parameters
- [Flyte SDK > flyte.errors > RemoteTaskUsageError](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.errors/remotetaskusageerror/page.md)
  - Parameters
- [Flyte SDK > flyte.errors > RestrictedTypeError](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.errors/restrictedtypeerror/page.md)
  - Parameters
- [Flyte SDK > flyte.errors > RetriesExhaustedError](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.errors/retriesexhaustederror/page.md)
  - Parameters
- [Flyte SDK > flyte.errors > RuntimeDataValidationError](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.errors/runtimedatavalidationerror/page.md)
  - Parameters
- [Flyte SDK > flyte.errors > RuntimeSystemError](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.errors/runtimesystemerror/page.md)
  - Parameters
- [Flyte SDK > flyte.errors > RuntimeUnknownError](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.errors/runtimeunknownerror/page.md)
  - Parameters
- [Flyte SDK > flyte.errors > RuntimeUserError](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.errors/runtimeusererror/page.md)
  - Parameters
- [Flyte SDK > flyte.errors > SlowDownError](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.errors/slowdownerror/page.md)
  - Parameters
- [Flyte SDK > flyte.errors > TaskInterruptedError](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.errors/taskinterruptederror/page.md)
  - Parameters
- [Flyte SDK > flyte.errors > TaskTimeoutError](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.errors/tasktimeouterror/page.md)
  - Parameters
- [Flyte SDK > flyte.errors > TraceDoesNotAllowNestedTasksError](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.errors/tracedoesnotallownestedtaskserror/page.md)
  - Parameters
- [Flyte SDK > flyte.errors > UnionRpcError](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.errors/unionrpcerror/page.md)
  - Parameters
- [Flyte SDK > flyte.extend](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.extend/page.md)
  - Directory
  - Classes
  - Protocols
  - Methods
  - Variables
  - Methods
- [Flyte SDK > flyte.extend > AsyncFunctionTaskTemplate](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.extend/asyncfunctiontasktemplate/page.md)
  - Parameters
  - Properties
  - Methods
  - aio()
  - config()
  - container_args()
  - custom_config()
  - data_loading_config()
  - execute()
  - forward()
  - override()
  - post()
  - pre()
  - sql()
- [Flyte SDK > flyte.extend > ImageBuildEngine](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.extend/imagebuildengine/page.md)
- [Flyte SDK > flyte.extend > ImageBuilder](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.extend/imagebuilder/page.md)
  - Methods
  - build_image()
  - get_checkers()
- [Flyte SDK > flyte.extend > ImageChecker](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.extend/imagechecker/page.md)
  - Methods
  - image_exists()
- [Flyte SDK > flyte.extend > TaskTemplate](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.extend/tasktemplate/page.md)
  - Parameters
  - Properties
  - Methods
  - aio()
  - config()
  - container_args()
  - custom_config()
  - data_loading_config()
  - execute()
  - forward()
  - override()
  - post()
  - pre()
  - sql()
- [Flyte SDK > flyte.extras](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.extras/page.md)
  - Directory
  - Classes
  - Protocols
- [Flyte SDK > flyte.extras > BatchStats](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.extras/batchstats/page.md)
  - Parameters
  - Properties
- [Flyte SDK > flyte.extras > ContainerTask](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.extras/containertask/page.md)
  - Parameters
  - Properties
  - Methods
  - aio()
  - config()
  - container_args()
  - custom_config()
  - data_loading_config()
  - execute()
  - forward()
  - override()
  - post()
  - pre()
  - sql()
- [Flyte SDK > flyte.extras > CostEstimator](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.extras/costestimator/page.md)
  - Methods
  - estimate_cost()
- [Flyte SDK > flyte.extras > DynamicBatcher](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.extras/dynamicbatcher/page.md)
  - Parameters
  - Properties
  - Methods
  - start()
  - stop()
  - submit()
  - submit_batch()
- [Flyte SDK > flyte.extras > Prompt](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.extras/prompt/page.md)
  - Parameters
  - Methods
  - estimate_tokens()
- [Flyte SDK > flyte.extras > Sleep](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.extras/sleep/page.md)
  - Parameters
- [Flyte SDK > flyte.extras > SleepTask](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.extras/sleeptask/page.md)
  - Parameters
  - Properties
  - Methods
  - aio()
  - config()
  - container_args()
  - custom_config()
  - data_loading_config()
  - execute()
  - forward()
  - override()
  - post()
  - pre()
  - sql()
- [Flyte SDK > flyte.extras > TokenBatcher](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.extras/tokenbatcher/page.md)
  - Parameters
  - Properties
  - Methods
  - start()
  - stop()
  - submit()
  - submit_batch()
- [Flyte SDK > flyte.extras > TokenEstimator](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.extras/tokenestimator/page.md)
  - Methods
  - estimate_tokens()
- [Flyte SDK > flyte.extras.shell](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.extras.shell/page.md)
  - Directory
  - Classes
  - Methods
  - Methods
- [Flyte SDK > flyte.extras.shell > FlagSpec](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.extras.shell/flagspec/page.md)
  - Parameters
  - Methods
  - coerce()
- [Flyte SDK > flyte.extras.shell > Glob](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.extras.shell/glob/page.md)
  - Parameters
- [Flyte SDK > flyte.extras.shell > Stderr](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.extras.shell/stderr/page.md)
  - Parameters
- [Flyte SDK > flyte.extras.shell > Stdout](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.extras.shell/stdout/page.md)
  - Parameters
- [Flyte SDK > flyte.git](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.git/page.md)
  - Directory
  - Classes
  - Methods
  - Methods
- [Flyte SDK > flyte.git > GitStatus](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.git/gitstatus/page.md)
  - Parameters
  - Methods
  - build_url()
  - from_current_repo()
- [Flyte SDK > flyte.io](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.io/page.md)
  - IO data types
  - Directory
  - Classes
  - Variables
- [Flyte SDK > flyte.io > DataFrame](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.io/dataframe/page.md)
  - Parameters
  - Properties
  - Methods
  - all()
  - all_sync()
  - column_names()
  - columns()
  - deserialize_dataframe()
  - from_df()
  - from_existing_remote()
  - from_local()
  - from_local_sync()
  - iter()
  - model_post_init()
  - open()
  - schema_match()
  - serialize_dataframe()
  - set_literal()
  - wrap_df()
- [Flyte SDK > flyte.io > Dir](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.io/dir/page.md)
  - Parameters
  - Properties
  - Methods
  - download()
  - download_sync()
  - empty()
  - exists()
  - exists_sync()
  - from_existing_remote()
  - from_local()
  - from_local_sync()
  - get_file()
  - get_file_sync()
  - list_files()
  - list_files_sync()
  - model_post_init()
  - new_remote()
  - pre_init()
  - schema_match()
  - walk()
  - walk_sync()
- [Flyte SDK > flyte.io > EmptyDir](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.io/emptydir/page.md)
  - Parameters
  - Properties
  - Methods
  - download()
  - download_sync()
  - empty()
  - exists()
  - exists_sync()
  - from_existing_remote()
  - from_local()
  - from_local_sync()
  - get_file()
  - get_file_sync()
  - list_files()
  - list_files_sync()
  - model_post_init()
  - new_remote()
  - pre_init()
  - schema_match()
  - walk()
  - walk_sync()
- [Flyte SDK > flyte.io > File](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.io/file/page.md)
  - Parameters
  - Properties
  - Methods
  - download()
  - download_sync()
  - exists()
  - exists_sync()
  - from_existing_remote()
  - from_local()
  - from_local_sync()
  - model_post_init()
  - named_remote()
  - new_remote()
  - open()
  - open_sync()
  - pre_init()
  - schema_match()
- [Flyte SDK > flyte.io > HashFunction](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.io/hashfunction/page.md)
  - Parameters
  - Methods
  - from_fn()
  - reset()
  - result()
  - update()
- [Flyte SDK > flyte.io.extend](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.io.extend/page.md)
  - Directory
  - Classes
- [Flyte SDK > flyte.io.extend > DataFrameDecoder](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.io.extend/dataframedecoder/page.md)
  - Parameters
  - Properties
  - Methods
  - decode()
- [Flyte SDK > flyte.io.extend > DataFrameEncoder](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.io.extend/dataframeencoder/page.md)
  - Parameters
  - Properties
  - Methods
  - encode()
- [Flyte SDK > flyte.io.extend > DataFrameTransformerEngine](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.io.extend/dataframetransformerengine/page.md)
  - Parameters
  - 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 > flyte.models](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.models/page.md)
  - Directory
  - Classes
  - Methods
  - Variables
  - Methods
- [Flyte SDK > flyte.models > ActionID](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.models/actionid/page.md)
  - Parameters
  - Methods
  - create_random()
  - new_sub_action()
  - new_sub_action_from()
  - unique_id_str()
- [Flyte SDK > flyte.models > ActionPhase](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.models/actionphase/page.md)
  - Parameters
- [Flyte SDK > flyte.models > CheckpointPaths](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.models/checkpointpaths/page.md)
  - Parameters
- [Flyte SDK > flyte.models > CodeBundle](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.models/codebundle/page.md)
  - Parameters
  - Methods
  - with_downloaded_path()
- [Flyte SDK > flyte.models > GroupData](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.models/groupdata/page.md)
  - Parameters
- [Flyte SDK > flyte.models > NativeInterface](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.models/nativeinterface/page.md)
  - Parameters
  - Properties
  - Methods
  - convert_to_kwargs()
  - from_callable()
  - from_types()
  - get_input_types()
  - has_outputs()
  - num_required_inputs()
  - required_inputs()
- [Flyte SDK > flyte.models > PathRewrite](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.models/pathrewrite/page.md)
  - Parameters
  - Methods
  - from_str()
- [Flyte SDK > flyte.models > RawDataPath](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.models/rawdatapath/page.md)
  - Parameters
  - Methods
  - from_local_folder()
  - get_random_remote_path()
- [Flyte SDK > flyte.models > SerializationContext](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.models/serializationcontext/page.md)
  - Parameters
  - Methods
  - get_entrypoint_path()
- [Flyte SDK > flyte.models > TaskContext](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.models/taskcontext/page.md)
  - Parameters
  - Properties
  - Methods
  - is_in_cluster()
  - replace()
- [Flyte SDK > flyte.notify](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.notify/page.md)
  - Directory
  - Classes
- [Flyte SDK > flyte.notify > Email](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.notify/email/page.md)
  - Parameters
- [Flyte SDK > flyte.notify > NamedDelivery](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.notify/nameddelivery/page.md)
  - Parameters
- [Flyte SDK > flyte.notify > NamedRule](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.notify/namedrule/page.md)
  - Parameters
- [Flyte SDK > flyte.notify > Notification](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.notify/notification/page.md)
  - Parameters
- [Flyte SDK > flyte.notify > Slack](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.notify/slack/page.md)
  - Parameters
- [Flyte SDK > flyte.notify > Teams](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.notify/teams/page.md)
  - Parameters
- [Flyte SDK > flyte.notify > Webhook](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.notify/webhook/page.md)
  - Parameters
- [Flyte SDK > flyte.prefetch](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.prefetch/page.md)
  - Directory
  - Classes
  - Methods
  - Methods
- [Flyte SDK > flyte.prefetch > HuggingFaceModelInfo](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.prefetch/huggingfacemodelinfo/page.md)
  - Parameters
- [Flyte SDK > flyte.prefetch > ShardConfig](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.prefetch/shardconfig/page.md)
  - Parameters
- [Flyte SDK > flyte.prefetch > StoredModelInfo](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.prefetch/storedmodelinfo/page.md)
  - Parameters
- [Flyte SDK > flyte.prefetch > VLLMShardArgs](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.prefetch/vllmshardargs/page.md)
  - Parameters
  - Methods
  - get_vllm_args()
- [Flyte SDK > flyte.remote](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.remote/page.md)
  - Directory
  - Classes
  - Methods
  - Methods
- [Flyte SDK > flyte.remote > Action](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.remote/action/page.md)
  - Parameters
  - Properties
  - Methods
  - abort()
  - details()
  - done()
  - get()
  - get_logs()
  - listall()
  - show_logs()
  - sync()
  - to_dict()
  - to_json()
  - wait()
  - watch()
- [Flyte SDK > flyte.remote > ActionDetails](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.remote/actiondetails/page.md)
  - Parameters
  - Properties
  - Methods
  - done()
  - get()
  - get_details()
  - get_phase_transitions()
  - input_literals()
  - inputs()
  - logs_available()
  - output_literals()
  - outputs()
  - to_dict()
  - to_json()
  - typed_inputs()
  - typed_outputs()
  - watch()
  - watch_updates()
- [Flyte SDK > flyte.remote > ActionInputs](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.remote/actioninputs/page.md)
  - Parameters
  - Methods
  - clear()
  - copy()
  - fromkeys()
  - get()
  - items()
  - keys()
  - pop()
  - popitem()
  - setdefault()
  - to_dict()
  - to_json()
  - update()
  - values()
- [Flyte SDK > flyte.remote > ActionOutputs](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.remote/actionoutputs/page.md)
  - Parameters
  - Properties
  - Methods
  - to_dict()
  - to_json()
- [Flyte SDK > flyte.remote > App](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.remote/app/page.md)
  - Parameters
  - 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 > flyte.remote > Condition](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.remote/condition/page.md)
  - Parameters
  - Properties
  - Methods
  - get()
  - listall()
  - signal()
  - to_dict()
  - to_json()
- [Flyte SDK > flyte.remote > Project](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.remote/project/page.md)
  - Parameters
  - Methods
  - archive()
  - create()
  - get()
  - listall()
  - to_dict()
  - to_json()
  - unarchive()
  - update()
- [Flyte SDK > flyte.remote > Run](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.remote/run/page.md)
  - Parameters
  - Properties
  - Methods
  - abort()
  - details()
  - done()
  - get()
  - get_debug_url()
  - get_logs()
  - get_report()
  - input_literals()
  - inputs()
  - listall()
  - output_literals()
  - outputs()
  - show_logs()
  - sync()
  - to_dict()
  - to_json()
  - typed_inputs()
  - typed_outputs()
  - wait()
  - watch()
- [Flyte SDK > flyte.remote > RunDetails](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.remote/rundetails/page.md)
  - Parameters
  - Properties
  - Methods
  - done()
  - get()
  - get_details()
  - input_literals()
  - inputs()
  - output_literals()
  - outputs()
  - to_dict()
  - to_json()
  - typed_inputs()
  - typed_outputs()
- [Flyte SDK > flyte.remote > Secret](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.remote/secret/page.md)
  - Parameters
  - Properties
  - Methods
  - create()
  - delete()
  - get()
  - listall()
  - to_dict()
  - to_json()
- [Flyte SDK > flyte.remote > Settings](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.remote/settings/page.md)
  - Parameters
  - Methods
  - available_keys()
  - effective_values()
  - get_settings_for_edit()
  - local_overrides()
  - parse_yaml()
  - scope_description()
  - to_dict()
  - to_json()
  - to_yaml()
  - to_yaml_sections()
  - update_settings()
- [Flyte SDK > flyte.remote > Task](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.remote/task/page.md)
  - Parameters
  - Properties
  - Methods
  - get()
  - listall()
  - to_dict()
  - to_json()
- [Flyte SDK > flyte.remote > TaskDetails](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.remote/taskdetails/page.md)
  - Parameters
  - Properties
  - Methods
  - fetch()
  - get()
  - override()
  - to_dict()
  - to_json()
- [Flyte SDK > flyte.remote > TimeFilter](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.remote/timefilter/page.md)
  - Parameters
- [Flyte SDK > flyte.remote > Trigger](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.remote/trigger/page.md)
  - Parameters
  - Properties
  - Methods
  - create()
  - delete()
  - get()
  - get_details()
  - listall()
  - to_dict()
  - to_json()
  - update()
- [Flyte SDK > flyte.remote > User](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.remote/user/page.md)
  - Parameters
  - Methods
  - get()
  - name()
  - subject()
  - to_dict()
  - to_json()
- [Flyte SDK > flyte.report](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.report/page.md)
  - Directory
  - Classes
  - Methods
  - Methods
- [Flyte SDK > flyte.report > Report](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.report/report/page.md)
  - Parameters
  - Methods
  - get_final_report()
  - get_tab()
- [Flyte SDK > flyte.report > Timeline](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.report/timeline/page.md)
  - Parameters
  - Methods
  - heading()
  - row()
- [Flyte SDK > flyte.sandbox](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.sandbox/page.md)
  - Directory
  - Classes
  - Methods
  - Variables
  - Methods
- [Flyte SDK > flyte.sandbox > CodeTaskTemplate](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.sandbox/codetasktemplate/page.md)
  - Parameters
  - Properties
  - Methods
  - aio()
  - config()
  - container_args()
  - custom_config()
  - data_loading_config()
  - execute()
  - forward()
  - override()
  - post()
  - pre()
  - sql()
- [Flyte SDK > flyte.sandbox > ImageConfig](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.sandbox/imageconfig/page.md)
  - Parameters
- [Flyte SDK > flyte.sandbox > SandboxedConfig](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.sandbox/sandboxedconfig/page.md)
  - Parameters
- [Flyte SDK > flyte.sandbox > SandboxedTaskTemplate](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.sandbox/sandboxedtasktemplate/page.md)
  - Parameters
  - Properties
  - Methods
  - aio()
  - config()
  - container_args()
  - custom_config()
  - data_loading_config()
  - execute()
  - forward()
  - override()
  - post()
  - pre()
  - sql()
- [Flyte SDK > flyte.storage](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.storage/page.md)
  - Directory
  - Classes
  - Methods
  - Methods
- [Flyte SDK > flyte.storage > ABFS](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.storage/abfs/page.md)
  - Parameters
  - Methods
  - auto()
  - get_fsspec_kwargs()
- [Flyte SDK > flyte.storage > GCS](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.storage/gcs/page.md)
  - Parameters
  - Methods
  - auto()
  - get_fsspec_kwargs()
- [Flyte SDK > flyte.storage > S3](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.storage/s3/page.md)
  - Parameters
  - Methods
  - auto()
  - for_sandbox()
  - get_fsspec_kwargs()
- [Flyte SDK > flyte.storage > Storage](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.storage/storage/page.md)
  - Parameters
  - Methods
  - auto()
  - get_fsspec_kwargs()
- [Flyte SDK > flyte.syncify](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.syncify/page.md)
  - Creating a Syncify Instance
  - How does it work?
  - Directory
  - Classes
- [Flyte SDK > flyte.syncify > Syncify](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.syncify/syncify/page.md)
  - Parameters
- [Flyte SDK > flyte.types](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.types/page.md)
  - Directory
  - Classes
  - Protocols
  - Errors
  - Methods
  - Methods
- [Flyte SDK > flyte.types > FlytePickle](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.types/flytepickle/page.md)
  - Methods
  - from_pickle()
  - python_type()
  - to_pickle()
- [Flyte SDK > flyte.types > Renderable](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.types/renderable/page.md)
  - Methods
  - to_html()
- [Flyte SDK > flyte.types > TypeEngine](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/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 > flyte.types > TypeTransformer](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.types/typetransformer/page.md)
  - Parameters
  - 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 > flyte.types > TypeTransformerFailedError](https://www.union.ai/docs/latest/flyte/api-reference/flyte-sdk/flyte.types/typetransformerfailederror/page.md)
- [Flyte agent plugins](https://www.union.ai/docs/latest/flyte/api-reference/agent-plugins/page.md)
  - Compatibility
  - Installation
  - Skills
  - SDK & workflow authoring
  - Migration (Flyte 1 → Flyte 2)
  - Deployment
  - MCP servers
- [Integrations](https://www.union.ai/docs/latest/flyte/api-reference/integrations/page.md)
- [Integrations > Anthropic](https://www.union.ai/docs/latest/flyte/api-reference/integrations/anthropic/page.md)
  - Directory
  - Classes
  - Methods
  - Methods
- [Integrations > Anthropic > Agent](https://www.union.ai/docs/latest/flyte/api-reference/integrations/anthropic/agent/page.md)
  - Parameters
  - Methods
  - get_anthropic_tools()
- [Integrations > BigQuery](https://www.union.ai/docs/latest/flyte/api-reference/integrations/bigquery/page.md)
  - Directory
  - Classes
- [Integrations > BigQuery > BigQueryConfig](https://www.union.ai/docs/latest/flyte/api-reference/integrations/bigquery/bigqueryconfig/page.md)
  - Parameters
- [Integrations > BigQuery > BigQueryConnector](https://www.union.ai/docs/latest/flyte/api-reference/integrations/bigquery/bigqueryconnector/page.md)
  - Methods
  - create()
  - delete()
  - get()
  - get_logs()
  - get_metrics()
- [Integrations > BigQuery > BigQueryTask](https://www.union.ai/docs/latest/flyte/api-reference/integrations/bigquery/bigquerytask/page.md)
  - Parameters
  - Properties
  - Methods
  - aio()
  - config()
  - container_args()
  - custom_config()
  - data_loading_config()
  - execute()
  - forward()
  - override()
  - post()
  - pre()
  - sql()
- [Integrations > Code generation](https://www.union.ai/docs/latest/flyte/api-reference/integrations/codegen/page.md)
  - Directory
  - Classes
- [Integrations > Code generation > AutoCoderAgent](https://www.union.ai/docs/latest/flyte/api-reference/integrations/codegen/autocoderagent/page.md)
  - Parameters
  - Methods
  - generate()
- [Integrations > Code generation > CodeGenEvalResult](https://www.union.ai/docs/latest/flyte/api-reference/integrations/codegen/codegenevalresult/page.md)
  - Parameters
  - Methods
  - as_task()
  - run()
- [Integrations > Code generation > CodePlan](https://www.union.ai/docs/latest/flyte/api-reference/integrations/codegen/codeplan/page.md)
  - Parameters
- [Integrations > Code generation > CodeSolution](https://www.union.ai/docs/latest/flyte/api-reference/integrations/codegen/codesolution/page.md)
  - Parameters
  - Methods
  - normalize_language()
- [Integrations > Code generation > ErrorDiagnosis](https://www.union.ai/docs/latest/flyte/api-reference/integrations/codegen/errordiagnosis/page.md)
  - Parameters
- [Integrations > Code generation > ImageConfig](https://www.union.ai/docs/latest/flyte/api-reference/integrations/codegen/imageconfig/page.md)
  - Parameters
- [Integrations > Dask](https://www.union.ai/docs/latest/flyte/api-reference/integrations/dask/page.md)
  - Directory
  - Classes
- [Integrations > Dask > Dask](https://www.union.ai/docs/latest/flyte/api-reference/integrations/dask/dask/page.md)
  - Parameters
- [Integrations > Dask > Scheduler](https://www.union.ai/docs/latest/flyte/api-reference/integrations/dask/scheduler/page.md)
  - Parameters
- [Integrations > Dask > WorkerGroup](https://www.union.ai/docs/latest/flyte/api-reference/integrations/dask/workergroup/page.md)
  - Parameters
- [Integrations > Databricks](https://www.union.ai/docs/latest/flyte/api-reference/integrations/databricks/page.md)
  - Directory
  - Classes
- [Integrations > Databricks > Databricks](https://www.union.ai/docs/latest/flyte/api-reference/integrations/databricks/databricks/page.md)
  - Parameters
- [Integrations > Databricks > DatabricksConnector](https://www.union.ai/docs/latest/flyte/api-reference/integrations/databricks/databricksconnector/page.md)
  - Methods
  - create()
  - delete()
  - get()
  - get_logs()
  - get_metrics()
- [Integrations > Gemini](https://www.union.ai/docs/latest/flyte/api-reference/integrations/gemini/page.md)
  - Directory
  - Classes
  - Methods
  - Methods
- [Integrations > Gemini > Agent](https://www.union.ai/docs/latest/flyte/api-reference/integrations/gemini/agent/page.md)
  - Parameters
  - Methods
  - get_gemini_tools()
- [Integrations > Hydra](https://www.union.ai/docs/latest/flyte/api-reference/integrations/hydra/page.md)
  - Directory
  - Methods
  - Methods
- [Integrations > JSONL](https://www.union.ai/docs/latest/flyte/api-reference/integrations/jsonl/page.md)
  - Directory
  - Classes
- [Integrations > JSONL > JsonlDir](https://www.union.ai/docs/latest/flyte/api-reference/integrations/jsonl/jsonldir/page.md)
  - Parameters
  - Properties
  - Methods
  - download()
  - download_sync()
  - empty()
  - exists()
  - exists_sync()
  - from_existing_remote()
  - from_local()
  - from_local_sync()
  - get_file()
  - get_file_sync()
  - iter_arrow_batches()
  - iter_arrow_batches_sync()
  - iter_batches()
  - iter_batches_sync()
  - iter_records()
  - iter_records_sync()
  - list_files()
  - list_files_sync()
  - model_post_init()
  - new_remote()
  - pre_init()
  - schema_match()
  - walk()
  - walk_sync()
  - writer()
  - writer_sync()
- [Integrations > JSONL > JsonlFile](https://www.union.ai/docs/latest/flyte/api-reference/integrations/jsonl/jsonlfile/page.md)
  - Parameters
  - Properties
  - Methods
  - download()
  - download_sync()
  - exists()
  - exists_sync()
  - from_existing_remote()
  - from_local()
  - from_local_sync()
  - iter_arrow_batches()
  - iter_arrow_batches_sync()
  - iter_records()
  - iter_records_sync()
  - model_post_init()
  - named_remote()
  - new_remote()
  - open()
  - open_sync()
  - pre_init()
  - schema_match()
  - writer()
  - writer_sync()
- [Integrations > MLflow](https://www.union.ai/docs/latest/flyte/api-reference/integrations/mlflow/page.md)
  - Key features:
  - Basic usage:
  - Directory
  - Classes
  - Methods
  - Methods
- [Integrations > MLflow > Mlflow](https://www.union.ai/docs/latest/flyte/api-reference/integrations/mlflow/mlflow/page.md)
  - Parameters
  - Methods
  - get_link()
- [Integrations > OmegaConf](https://www.union.ai/docs/latest/flyte/api-reference/integrations/omegaconf/page.md)
  - Directory
  - Methods
  - Methods
- [Integrations > OpenAI](https://www.union.ai/docs/latest/flyte/api-reference/integrations/openai/page.md)
  - Directory
  - Methods
  - Methods
- [Integrations > Papermill](https://www.union.ai/docs/latest/flyte/api-reference/integrations/papermill/page.md)
  - Directory
  - Classes
  - Methods
  - Methods
- [Integrations > Papermill > NotebookTask](https://www.union.ai/docs/latest/flyte/api-reference/integrations/papermill/notebooktask/page.md)
  - Parameters
  - Properties
  - Methods
  - aio()
  - config()
  - container_args()
  - custom_config()
  - data_loading_config()
  - execute()
  - forward()
  - override()
  - post()
  - pre()
  - sql()
- [Integrations > Polars](https://www.union.ai/docs/latest/flyte/api-reference/integrations/polars/page.md)
  - Directory
  - Classes
  - Methods
  - Variables
  - Methods
- [Integrations > Polars > ParquetToPolarsDecodingHandler](https://www.union.ai/docs/latest/flyte/api-reference/integrations/polars/parquettopolarsdecodinghandler/page.md)
  - Parameters
  - Properties
  - Methods
  - decode()
- [Integrations > Polars > ParquetToPolarsLazyFrameDecodingHandler](https://www.union.ai/docs/latest/flyte/api-reference/integrations/polars/parquettopolarslazyframedecodinghandler/page.md)
  - Parameters
  - Properties
  - Methods
  - decode()
- [Integrations > Polars > PolarsLazyFrameToParquetEncodingHandler](https://www.union.ai/docs/latest/flyte/api-reference/integrations/polars/polarslazyframetoparquetencodinghandler/page.md)
  - Parameters
  - Properties
  - Methods
  - encode()
- [Integrations > Polars > PolarsToParquetEncodingHandler](https://www.union.ai/docs/latest/flyte/api-reference/integrations/polars/polarstoparquetencodinghandler/page.md)
  - Parameters
  - Properties
  - Methods
  - encode()
- [Integrations > PyTorch](https://www.union.ai/docs/latest/flyte/api-reference/integrations/pytorch/page.md)
  - Directory
  - Classes
- [Integrations > PyTorch > Elastic](https://www.union.ai/docs/latest/flyte/api-reference/integrations/pytorch/elastic/page.md)
  - Parameters
- [Integrations > Ray](https://www.union.ai/docs/latest/flyte/api-reference/integrations/ray/page.md)
  - Directory
  - Classes
- [Integrations > Ray > HeadNodeConfig](https://www.union.ai/docs/latest/flyte/api-reference/integrations/ray/headnodeconfig/page.md)
  - Parameters
- [Integrations > Ray > RayJobConfig](https://www.union.ai/docs/latest/flyte/api-reference/integrations/ray/rayjobconfig/page.md)
  - Parameters
- [Integrations > Ray > WorkerNodeConfig](https://www.union.ai/docs/latest/flyte/api-reference/integrations/ray/workernodeconfig/page.md)
  - Parameters
- [Integrations > SGLang](https://www.union.ai/docs/latest/flyte/api-reference/integrations/sglang/page.md)
  - Directory
  - Classes
  - Variables
- [Integrations > SGLang > SGLangAppEnvironment](https://www.union.ai/docs/latest/flyte/api-reference/integrations/sglang/sglangappenvironment/page.md)
  - Parameters
  - Properties
  - Methods
  - add_dependency()
  - clone_with()
  - container_args()
  - container_cmd()
  - get_port()
  - on_shutdown()
  - on_startup()
  - server()
- [Integrations > Snowflake](https://www.union.ai/docs/latest/flyte/api-reference/integrations/snowflake/page.md)
  - Directory
  - Classes
- [Integrations > Snowflake > Snowflake](https://www.union.ai/docs/latest/flyte/api-reference/integrations/snowflake/snowflake/page.md)
  - Parameters
  - Properties
  - Methods
  - aio()
  - config()
  - container_args()
  - custom_config()
  - data_loading_config()
  - execute()
  - forward()
  - override()
  - post()
  - pre()
  - sql()
- [Integrations > Snowflake > SnowflakeConfig](https://www.union.ai/docs/latest/flyte/api-reference/integrations/snowflake/snowflakeconfig/page.md)
  - Parameters
- [Integrations > Snowflake > SnowflakeConnector](https://www.union.ai/docs/latest/flyte/api-reference/integrations/snowflake/snowflakeconnector/page.md)
  - Methods
  - create()
  - delete()
  - get()
  - get_logs()
  - get_metrics()
- [Integrations > Spark](https://www.union.ai/docs/latest/flyte/api-reference/integrations/spark/page.md)
  - Directory
  - Classes
- [Integrations > Spark > ParquetToSparkDecoder](https://www.union.ai/docs/latest/flyte/api-reference/integrations/spark/parquettosparkdecoder/page.md)
  - Parameters
  - Properties
  - Methods
  - decode()
- [Integrations > Spark > Spark](https://www.union.ai/docs/latest/flyte/api-reference/integrations/spark/spark/page.md)
  - Parameters
- [Integrations > Spark > SparkToParquetEncoder](https://www.union.ai/docs/latest/flyte/api-reference/integrations/spark/sparktoparquetencoder/page.md)
  - Parameters
  - Properties
  - Methods
  - encode()
- [Integrations > vLLM](https://www.union.ai/docs/latest/flyte/api-reference/integrations/vllm/page.md)
  - Directory
  - Classes
  - Variables
- [Integrations > vLLM > VLLMAppEnvironment](https://www.union.ai/docs/latest/flyte/api-reference/integrations/vllm/vllmappenvironment/page.md)
  - Parameters
  - 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/latest/flyte/api-reference/integrations/wandb/page.md)
  - Key features:
  - Basic usage:
  - Directory
  - Classes
  - Methods
  - Methods
- [Integrations > Weights & Biases > Wandb](https://www.union.ai/docs/latest/flyte/api-reference/integrations/wandb/wandb/page.md)
  - Parameters
  - Methods
  - get_link()
- [Integrations > Weights & Biases > WandbSweep](https://www.union.ai/docs/latest/flyte/api-reference/integrations/wandb/wandbsweep/page.md)
  - Parameters
  - Methods
  - get_link()

---

## Community

- [Joining the community](https://www.union.ai/docs/latest/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/latest/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/latest/flyte/community/contributing-docs/page.md)
  - Where to start
  - How the docs site works
  - Versions
  - Common build infrastructure
  - Variants
  - Both Flyte and Union docs are open source
  > Section bundle (all pages): https://www.union.ai/docs/latest/flyte/community/contributing-docs/section.md
- [Contributing docs and examples > Set up a local docs dev environment](https://www.union.ai/docs/latest/flyte/community/contributing-docs/quick-start/page.md)
  - Prerequisites
  - Clone the repository
  - Initialize the submodules
  - Configure the live preview
  - Start the live preview
  - Development settings
  - Build the production site
  - Next steps
- [Contributing docs and examples > Authoring](https://www.union.ai/docs/latest/flyte/community/contributing-docs/authoring/page.md)
  - Getting started
  - Live preview
  - Page visibility
  - Page order
  - Page settings
  - Conditional content
  - Linking to the API reference
  - Sigils for special cases
  - Warnings and notices
  - Special content generation
  - Python generated content
  - Run on Union instructions
  - Jupyter notebooks
  - Mapped keys (`{{</* key */>}}`)
  - Mermaid graphs
- [Contributing docs and examples > Submit a contribution](https://www.union.ai/docs/latest/flyte/community/contributing-docs/submitting-contributions/page.md)
  - Target the right branch
  - Fork and clone
  - Create a feature branch
  - Make and preview your changes
  - Commit with a sign-off
  - Open a pull request
  - Check the preview build
  - Review and merge
- [Contributing docs and examples > Writing guidelines](https://www.union.ai/docs/latest/flyte/community/contributing-docs/writing-guidelines/page.md)
  - Lead with the task
  - Write in a clear, active voice
  - Structure a page
  - Use sentence case for headings
  - Use notes and warnings deliberately
  - Keep terminology consistent
  - Make examples runnable and tested
  - Link to the API reference by writing the identifier
- [Contributing docs and examples > Variants](https://www.union.ai/docs/latest/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/latest/flyte/community/contributing-docs/versions/page.md)
  - What a version contains (and what it does not)
  - Versions are branches
  - How to create an archive version
  - How to create an archive version
  - Publishing an archive version
- [Contributing docs and examples > Shortcodes](https://www.union.ai/docs/latest/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 > API docs](https://www.union.ai/docs/latest/flyte/community/contributing-docs/api-docs/page.md)
  - API naming convention
  - Package resource resolution
  - Tips and tricks
  - Auto-linking
  - Short vs. fully-qualified names
  - How auto-linking works
  - Magic-marker syntax for inline code
- [Contributing docs and examples > LLM-optimized documentation](https://www.union.ai/docs/latest/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 > Redirects](https://www.union.ai/docs/latest/flyte/community/contributing-docs/redirects/page.md)
  - `docs.union.ai` redirects
  - `docs.flyte.org` redirects
- [Contributing docs and examples > Production builds and troubleshooting](https://www.union.ai/docs/latest/flyte/community/contributing-docs/publishing/page.md)
  - Build the production site
  - Test the production build
  - Troubleshooting
  - Missing content
  - Page visibility

---

## Platform deployment

- [Deployment overview](https://www.union.ai/docs/latest/flyte/oss-deployment/overview/page.md)
  - Architecture
  - Networking
  - External dependencies
  - Kubernetes cluster
  - Relational database
  - Object store
  - Optional dependencies
  - Ingress controller
  - DNS
  - SSL/TLS
  - Container images
- [Kind deployment](https://www.union.ai/docs/latest/flyte/oss-deployment/kind-deployment/page.md)
  - 1. Prerequisites
  - Local machine
  - DigitalOcean VM
  - 2. Create the kind cluster
  - 3. Deploy the dependencies
  - PostgreSQL
  - Object store
  - AWS S3
  - Cloudflare R2
  - 4. Write the values file
  - 5. Install Flyte
  - 6. Access Flyte
  - Local machine
  - DigitalOcean VM
  - Submitting runs from the SDK
  - 7. Add authentication with a local IdP (optional)
  - Install the ingress controller
  - Deploy Dex
  - Deploy oauth2-proxy
  - Create the ForwardAuth middleware
  - Create the Flyte ingress with the middleware
  - Local machine
  - DigitalOcean VM
  - Verify the browser flow
  - Letting the SDK/CLI authenticate (with auth enabled)
  - Troubleshooting
  - 8. Load a local image into kind (optional)
  - 9. Tear down
- [Kind deployment > Set up local OIDC provider](https://www.union.ai/docs/latest/flyte/oss-deployment/kind-deployment/local-oidc/page.md)
  - The issuer-URL problem
  - Dex configuration
  - Install Dex
  - Route the issuer path through Traefik
  - Next step
- [Kind deployment > Set up external OIDC provider](https://www.union.ai/docs/latest/flyte/oss-deployment/kind-deployment/external-oidc/page.md)
  - Install the ingress controller
  - Deploy oauth2-proxy
  - Create the ForwardAuth middleware
  - Create the Flyte ingress with the middleware
  - Split the API and discovery paths off the browser middleware
  - Advertise your IdP to the SDK/CLI
  - Letting the SDK/CLI authenticate
  - Troubleshooting
- [AWS deployment](https://www.union.ai/docs/latest/flyte/oss-deployment/aws-deployment/page.md)
  - 1. Add the Helm repository
  - 2. Write a values file
  - 3. Install
  - 4. Grant object-store access
  - 5. Expose Flyte with an ingress
  - 6. Verify the installation
  - 7. Tear down
  - Full Values File Example
  - Default task resources
  - Default scheduling for task pods
  - OpenTelemetry
  - Database password from a Secret
- [Authentication and SSO](https://www.union.ai/docs/latest/flyte/oss-deployment/authentication/page.md)
  - Advertise your identity provider
  - Enforce auth at the ingress
  - Single sign-on for the console at the ALB
  - Prerequisites
  - 1. Configure the OIDC app
  - 2. Create the client Secret
  - 3. Allow the LB controller to read the Secret
  - 4. Add the auth annotations
  - 5. Verify
  - Troubleshooting
  - Annotation reference
  - Run attribution (`executed_by`)
  - Behind a non-ALB proxy (oauth2-proxy / Traefik)
- [Enable app serving](https://www.union.ai/docs/latest/flyte/oss-deployment/app-serving/page.md)
  - How it works
  - Prerequisites
  - 1. Install Knative Serving and Kourier
  - 2. Configure the apps domain
  - 3. Expose Kourier
  - LoadBalancer (simplest)
  - AWS (ALB in front)
  - 4. Enable app serving in Flyte
  - 5. Verify
  - Troubleshooting