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  • User guide
    • Introduction
    • Getting started
      • Local setup
      • First project
      • Understanding the code
      • Running your workflow
    • Core concepts
      • Workflows
        • Standard workflows
        • Subworkflows and sub-launch plans
        • Dynamic workflows
        • Imperative workflows
        • Launching workflows
        • Viewing workflows
        • Viewing workflow executions
      • Tasks
        • Map tasks
        • Task types
        • Task parameters
        • Launching tasks
        • Viewing tasks
        • Task software environment
          • Local image building
          • ImageSpec with ECR
          • ImageSpec with GAR
          • ImageSpec with ACR
          • Environment variables
        • Viewing logs
        • Reference tasks
        • Task hardware environment
          • Customizing task resources
          • Accelerators
          • Retries and timeouts
          • Interruptible instances
          • Task-level monitoring
      • Launch plans
        • Defining launch plans
        • Viewing launch plans
        • Notifications
        • Schedules
        • Activating and deactivating
        • Running launch plans
        • Reference launch plans
        • Mapping over launch plans
        • Reactive workflows
        • Concurrency control
      • Actors
        • Actors and regular tasks
        • Actor examples
      • Artifacts
        • Declaring artifacts
        • Materializing artifacts
        • Consuming artifacts in workflows
        • Connecting workflows with artifact event triggers
        • Viewing artifacts
      • App Serving
        • Serving custom code
        • Serving a Model from a Workflow With FastAPI
        • API Key Authentication with FastAPI
        • Cache a Huggingface Model as an Artifact
        • Deploy Optimized LLM Endpoints with vLLM and SGLang
        • Deploy Custom Flyte Connectors
      • Caching
      • Workspaces
      • Named outputs
      • ImageSpec
    • Development cycle
      • Authentication
      • Project structure
      • Projects and domains
      • Building workflows
      • Setting up a production project
      • Local dependencies
      • ImageSpec
      • Running your code
      • Overriding parameters
      • Run details
      • Debugging with interactive tasks
      • Managing secrets
      • Managing API keys
      • Accessing AWS S3 buckets
      • Task resource validation
      • Running in a local cluster
      • CI/CD deployment
      • Jupyter notebooks
      • Decks
      • Remote management
        • Remote examples
      • Streaming execution events
    • Data input/output
      • FlyteFile and FlyteDirectory
      • Downloading with FlyteFile and FlyteDirectory
      • Task input and output
      • Accelerated datasets
      • Accessing attributes
      • Dataclass
      • Enum type
      • Pickle type
      • Pydantic BaseModel
      • PyTorch type
      • StructuredDataset
      • TensorFlow types
    • Administration
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      • Cost allocation
      • User management
      • Applications
    • Programming
      • Chaining entities
      • Conditionals
      • Decorating tasks
      • Decorating workflows
      • Intratask checkpoints
      • Waiting for external inputs
      • Nested parallelism
      • Failure node
    • FAQ
  • Tutorials
    • Bioinformatics
      • Genomic Alignment
    • Compound AI Systems
      • Video Dubbing
      • Natural Language SQL Query Agent using Smolagent
      • Optimizing the PDF-to-Podcast NVIDIA Blueprint for Production Use
      • Serving LlamaIndex RAG with FastAPI and LanceDB
      • Taking NVIDIA’s Enterprise RAG Blueprint to Production
    • Diffusion models
      • Video Generation with Mochi
    • Finance
      • Credit Default Prediction with XGBoost & NVIDIA RAPIDS
    • Language Models
      • Sentiment Classification with Language Models
      • HDBSCAN Soft Clustering With Headline Embeddings on GPUs
      • Benchmarking LLM training with the Liger Kernel
      • Fine-Tune BERT on Arabic Reviews with Multi-Node Training and Data Streaming
    • Parallel Processing and Job Scheduling
      • Reddit Slack Bot
      • Generating Wikipedia Embeddings
    • Retrieval Augmented Generation
      • Agentic Retrieval Augmented Generation
      • Creating a RAG App with LanceDB and Google Gemini
      • Building a Contextual RAG Workflow with Together AI
    • Serving
      • Deploy Custom Webhooks to Launch Workflows
      • Deploy Marimo Notebooks as WASM Applications
      • Finetuning a Reasoning LLM with Unsloth and Serving with vLLM
      • Serve your LLM with MAX Serve
      • Add Tracing and Guardrails to an Airbnb RAG App with Weave
      • Trace and Evaluate Models and RAG Apps with Arize
      • Deploying a Fine-Tuned Llama Model to an iOS App with MLC-LLM
      • Serve vLLM on Union Actors for Named Entity Recognition
      • Serve NVIDIA NIM Models with Union Actors
    • Time Series
      • Forecasting with GluonTS & PyTorch on GPUs
      • Time Series Model Comparison
  • Reference
    • LLM-optimized documentation
    • Union CLI
    • Uctl CLI
      • uctl
      • uctl version
      • uctl append
      • uctl apply
        • uctl apply app
        • uctl apply clusterconfig
        • uctl apply clusterconfigid
        • uctl apply clusterpoolconfig
      • uctl config
        • uctl config discover
        • uctl config docs
        • uctl config init
        • uctl config validate
      • uctl create
        • uctl create app
        • uctl create clusterpool
        • uctl create clusterpoolassignment
        • uctl create execution
        • uctl create policy
        • uctl create project
        • uctl create role
      • uctl delete
        • uctl delete app
        • uctl delete cluster
        • uctl delete cluster-pool-attributes
        • uctl delete cluster-resource-attribute
        • uctl delete clusterconfig
        • uctl delete clusterpool
        • uctl delete clusterpoolassignment
        • uctl delete execution
        • uctl delete execution-cluster-label
        • uctl delete execution-queue-attribute
        • uctl delete identityassignments
        • uctl delete plugin-override
        • uctl delete policy
        • uctl delete role
        • uctl delete task-resource-attribute
        • uctl delete workflow-execution-config
      • uctl demo
        • uctl demo exec
        • uctl demo reload
        • uctl demo start
        • uctl demo status
        • uctl demo teardown
      • uctl get
        • uctl get app
        • uctl get cluster
        • uctl get cluster-pool-attributes
        • uctl get cluster-resource-attribute
        • uctl get clusterconfig
        • uctl get clusterconfigs
        • uctl get clusterpool
        • uctl get clusterpoolconfig
        • uctl get clusterswithconfig
        • uctl get echo
        • uctl get execution
        • uctl get execution-cluster-label
        • uctl get execution-queue-attribute
        • uctl get executionoperation
        • uctl get identityassignment
        • uctl get launchplan
        • uctl get plugin-override
        • uctl get policy
        • uctl get project
        • uctl get role
        • uctl get task
        • uctl get task-resource-attribute
        • uctl get workflow
        • uctl get workflow-execution-config
      • uctl register
        • uctl register examples
        • uctl register files
      • uctl update
        • uctl update cluster-pool-attributes
        • uctl update cluster-resource-attribute
        • uctl update execution
        • uctl update execution-cluster-label
        • uctl update execution-queue-attribute
        • uctl update launchplan
        • uctl update launchplan-meta
        • uctl update plugin-override
        • uctl update project
        • uctl update task-meta
        • uctl update task-resource-attribute
        • uctl update workflow-execution-config
        • uctl update workflow-meta
    • Flytekit SDK
      • Classes & Protocols
      • Packages
        • flytekit
        • flytekit.bin.entrypoint
        • flytekit.clients.auth_helper
        • flytekit.clients.auth.auth_client
        • flytekit.clients.auth.authenticator
        • flytekit.clients.auth.default_html
        • flytekit.clients.auth.exceptions
        • flytekit.clients.auth.keyring
        • flytekit.clients.auth.token_client
        • flytekit.clients.friendly
        • flytekit.clients.grpc_utils.auth_interceptor
        • flytekit.clients.grpc_utils.default_metadata_interceptor
        • flytekit.clients.grpc_utils.wrap_exception_interceptor
        • flytekit.clients.helpers
        • flytekit.clients.raw
        • flytekit.clis.helpers
        • flytekit.clis.sdk_in_container.backfill
        • flytekit.clis.sdk_in_container.build
        • flytekit.clis.sdk_in_container.constants
        • flytekit.clis.sdk_in_container.executions
        • flytekit.clis.sdk_in_container.helpers
        • flytekit.clis.sdk_in_container.metrics
        • flytekit.clis.sdk_in_container.package
        • flytekit.clis.sdk_in_container.pyflyte
        • flytekit.clis.sdk_in_container.run
        • flytekit.clis.sdk_in_container.serialize
        • flytekit.clis.sdk_in_container.serve
        • flytekit.clis.sdk_in_container.utils
        • flytekit.clis.version
        • flytekit.configuration
        • flytekit.configuration.default_images
        • flytekit.configuration.feature_flags
        • flytekit.configuration.file
        • flytekit.configuration.internal
        • flytekit.configuration.plugin
        • flytekit.constants
        • flytekit.core.annotation
        • flytekit.core.array_node
        • flytekit.core.array_node_map_task
        • flytekit.core.artifact
        • flytekit.core.artifact_utils
        • flytekit.core.base_sql_task
        • flytekit.core.base_task
        • flytekit.core.cache
        • flytekit.core.checkpointer
        • flytekit.core.class_based_resolver
        • flytekit.core.condition
        • flytekit.core.constants
        • flytekit.core.container_task
        • flytekit.core.context_manager
        • flytekit.core.data_persistence
        • flytekit.core.docstring
        • flytekit.core.environment
        • flytekit.core.gate
        • flytekit.core.hash
        • flytekit.core.interface
        • flytekit.core.launch_plan
        • flytekit.core.legacy_map_task
        • flytekit.core.local_cache
        • flytekit.core.local_fsspec
        • flytekit.core.mock_stats
        • flytekit.core.node
        • flytekit.core.node_creation
        • flytekit.core.notification
        • flytekit.core.options
        • flytekit.core.pod_template
        • flytekit.core.promise
        • flytekit.core.python_auto_container
        • flytekit.core.python_customized_container_task
        • flytekit.core.python_function_task
        • flytekit.core.reference
        • flytekit.core.reference_entity
        • flytekit.core.resources
        • flytekit.core.schedule
        • flytekit.core.shim_task
        • flytekit.core.task
        • flytekit.core.testing
        • flytekit.core.tracked_abc
        • flytekit.core.tracker
        • flytekit.core.type_engine
        • flytekit.core.type_helpers
        • flytekit.core.type_match_checking
        • flytekit.core.utils
        • flytekit.core.worker_queue
        • flytekit.core.workflow
        • flytekit.deck.deck
        • flytekit.deck.renderer
        • flytekit.exceptions.base
        • flytekit.exceptions.eager
        • flytekit.exceptions.scopes
        • flytekit.exceptions.system
        • flytekit.exceptions.user
        • flytekit.exceptions.utils
        • flytekit.experimental.eager_function
        • flytekit.extend.backend.base_connector
        • flytekit.extend.backend.connector_service
        • flytekit.extend.backend.utils
        • flytekit.extras.accelerators
        • flytekit.extras.cloud_pickle_resolver
        • flytekit.extras.pydantic_transformer.transformer
        • flytekit.extras.sklearn.native
        • flytekit.extras.sqlite3.task
        • flytekit.extras.tasks.shell
        • flytekit.extras.webhook
        • flytekit.extras.webhook.connector
        • flytekit.extras.webhook.constants
        • flytekit.extras.webhook.task
        • flytekit.image_spec.default_builder
        • flytekit.image_spec.image_spec
        • flytekit.image_spec.noop_builder
        • flytekit.interaction.click_types
        • flytekit.interaction.parse_stdin
        • flytekit.interaction.rich_utils
        • flytekit.interaction.string_literals
        • flytekit.interactive
        • flytekit.interactive.constants
        • flytekit.interactive.utils
        • flytekit.interactive.vscode_lib.config
        • flytekit.interactive.vscode_lib.decorator
        • flytekit.interactive.vscode_lib.vscode_constants
        • flytekit.interfaces.cli_identifiers
        • flytekit.interfaces.random
        • flytekit.interfaces.stats.client
        • flytekit.interfaces.stats.taggable
        • flytekit.lazy_import.lazy_module
        • flytekit.loggers
        • flytekit.models.admin.common
        • flytekit.models.admin.task_execution
        • flytekit.models.admin.workflow
        • flytekit.models.annotation
        • flytekit.models.array_job
        • flytekit.models.common
        • flytekit.models.concurrency
        • flytekit.models.core.catalog
        • flytekit.models.core.compiler
        • flytekit.models.core.condition
        • flytekit.models.core.errors
        • flytekit.models.core.execution
        • flytekit.models.core.identifier
        • flytekit.models.core.types
        • flytekit.models.core.workflow
        • flytekit.models.documentation
        • flytekit.models.domain
        • flytekit.models.dynamic_job
        • flytekit.models.event
        • flytekit.models.execution
        • flytekit.models.filters
        • flytekit.models.interface
        • flytekit.models.launch_plan
        • flytekit.models.literals
        • flytekit.models.matchable_resource
        • flytekit.models.named_entity
        • flytekit.models.node_execution
        • flytekit.models.presto
        • flytekit.models.project
        • flytekit.models.qubole
        • flytekit.models.schedule
        • flytekit.models.security
        • flytekit.models.task
        • flytekit.models.types
        • flytekit.models.workflow_closure
        • flytekit.remote.backfill
        • flytekit.remote.data
        • flytekit.remote.entities
        • flytekit.remote.executions
        • flytekit.remote.interface
        • flytekit.remote.lazy_entity
        • flytekit.remote.metrics
        • flytekit.remote.remote
        • flytekit.remote.remote_callable
        • flytekit.remote.remote_fs
        • flytekit.sensor.base_sensor
        • flytekit.sensor.file_sensor
        • flytekit.sensor.sensor_engine
        • flytekit.tools.fast_registration
        • flytekit.tools.ignore
        • flytekit.tools.interactive
        • flytekit.tools.module_loader
        • flytekit.tools.repo
        • flytekit.tools.script_mode
        • flytekit.tools.serialize_helpers
        • flytekit.tools.subprocess
        • flytekit.tools.translator
        • flytekit.types.directory
        • flytekit.types.directory.types
        • flytekit.types.error.error
        • flytekit.types.file
        • flytekit.types.file.file
        • flytekit.types.file.image
        • flytekit.types.iterator.iterator
        • flytekit.types.iterator.json_iterator
        • flytekit.types.numpy.ndarray
        • flytekit.types.pickle.pickle
        • flytekit.types.schema.types
        • flytekit.types.schema.types_pandas
        • flytekit.types.structured
        • flytekit.types.structured.basic_dfs
        • flytekit.types.structured.bigquery
        • flytekit.types.structured.snowflake
        • flytekit.types.structured.structured_dataset
        • flytekit.utils.asyn
        • flytekit.utils.dict_formatter
        • flytekit.utils.pbhash
        • flytekit.utils.rate_limiter
    • Union SDK
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  • Platform deployment
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      • Configuration
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        • Memory Machine Cloud connector example usage
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        • Perian connector example usage
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        • Deploy and serve an XGBoost model on AWS SageMaker using FastAPI
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  • Architecture
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      • uctl create
        • uctl create app
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        • uctl create project
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      • uctl delete
        • uctl delete app
        • uctl delete cluster
        • uctl delete cluster-pool-attributes
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        • uctl delete clusterconfig
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        • uctl delete clusterpoolassignment
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        • uctl get echo
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      • uctl register
        • uctl register examples
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      • uctl update
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        • uctl update launchplan
        • uctl update launchplan-meta
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        • uctl update project
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    • Flytekit SDK
      • Classes & Protocols
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        • flytekit
        • flytekit.bin.entrypoint
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        • flytekit.clients.auth.exceptions
        • flytekit.clients.auth.keyring
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        • flytekit.clients.friendly
        • flytekit.clients.grpc_utils.auth_interceptor
        • flytekit.clients.grpc_utils.default_metadata_interceptor
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        • flytekit.clients.helpers
        • flytekit.clients.raw
        • flytekit.clis.helpers
        • flytekit.clis.sdk_in_container.backfill
        • flytekit.clis.sdk_in_container.build
        • flytekit.clis.sdk_in_container.constants
        • flytekit.clis.sdk_in_container.executions
        • flytekit.clis.sdk_in_container.helpers
        • flytekit.clis.sdk_in_container.metrics
        • flytekit.clis.sdk_in_container.package
        • flytekit.clis.sdk_in_container.pyflyte
        • flytekit.clis.sdk_in_container.run
        • flytekit.clis.sdk_in_container.serialize
        • flytekit.clis.sdk_in_container.serve
        • flytekit.clis.sdk_in_container.utils
        • flytekit.clis.version
        • flytekit.configuration
        • flytekit.configuration.default_images
        • flytekit.configuration.feature_flags
        • flytekit.configuration.file
        • flytekit.configuration.internal
        • flytekit.configuration.plugin
        • flytekit.constants
        • flytekit.core.annotation
        • flytekit.core.array_node
        • flytekit.core.array_node_map_task
        • flytekit.core.artifact
        • flytekit.core.artifact_utils
        • flytekit.core.base_sql_task
        • flytekit.core.base_task
        • flytekit.core.cache
        • flytekit.core.checkpointer
        • flytekit.core.class_based_resolver
        • flytekit.core.condition
        • flytekit.core.constants
        • flytekit.core.container_task
        • flytekit.core.context_manager
        • flytekit.core.data_persistence
        • flytekit.core.docstring
        • flytekit.core.environment
        • flytekit.core.gate
        • flytekit.core.hash
        • flytekit.core.interface
        • flytekit.core.launch_plan
        • flytekit.core.legacy_map_task
        • flytekit.core.local_cache
        • flytekit.core.local_fsspec
        • flytekit.core.mock_stats
        • flytekit.core.node
        • flytekit.core.node_creation
        • flytekit.core.notification
        • flytekit.core.options
        • flytekit.core.pod_template
        • flytekit.core.promise
        • flytekit.core.python_auto_container
        • flytekit.core.python_customized_container_task
        • flytekit.core.python_function_task
        • flytekit.core.reference
        • flytekit.core.reference_entity
        • flytekit.core.resources
        • flytekit.core.schedule
        • flytekit.core.shim_task
        • flytekit.core.task
        • flytekit.core.testing
        • flytekit.core.tracked_abc
        • flytekit.core.tracker
        • flytekit.core.type_engine
        • flytekit.core.type_helpers
        • flytekit.core.type_match_checking
        • flytekit.core.utils
        • flytekit.core.worker_queue
        • flytekit.core.workflow
        • flytekit.deck.deck
        • flytekit.deck.renderer
        • flytekit.exceptions.base
        • flytekit.exceptions.eager
        • flytekit.exceptions.scopes
        • flytekit.exceptions.system
        • flytekit.exceptions.user
        • flytekit.exceptions.utils
        • flytekit.experimental.eager_function
        • flytekit.extend.backend.base_connector
        • flytekit.extend.backend.connector_service
        • flytekit.extend.backend.utils
        • flytekit.extras.accelerators
        • flytekit.extras.cloud_pickle_resolver
        • flytekit.extras.pydantic_transformer.transformer
        • flytekit.extras.sklearn.native
        • flytekit.extras.sqlite3.task
        • flytekit.extras.tasks.shell
        • flytekit.extras.webhook
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