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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
      • Launch plans
        • Defining launch plans
        • Viewing launch plans
        • Notifications
        • Schedules
        • Activating and deactivating
        • Running launch plans
        • Reference launch plans
        • Concurrency control
      • Caching
      • Named outputs
      • ImageSpec
    • Development cycle
      • 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
      • Task resource validation
      • Running in a local cluster
      • Jupyter notebooks
      • Decks
      • Migrating from Airflow to Flyte
      • Remote management
        • Remote examples
      • Testing
        • Mocking tasks
    • Data input/output
      • FlyteFile and FlyteDirectory
      • Downloading with FlyteFile and FlyteDirectory
      • Task input and output
      • Accessing attributes
      • Dataclass
      • Enum type
      • Pickle type
      • Pydantic BaseModel
      • PyTorch type
      • StructuredDataset
      • TensorFlow types
    • Programming
      • Chaining entities
      • Conditionals
      • Decorating tasks
      • Decorating workflows
      • Intratask checkpoints
      • Waiting for external inputs
      • Nested parallelism
      • Failure node
  • Tutorials
    • Bioinformatics
      • Nucleotide Sequence Querying with BLASTX
        • BLASTX example
    • Feature engineering
      • EDA, Feature Engineering, and Modeling with Papermill
        • EDA and feature engineering in Jupyter notebook and modeling in a Flyte task
        • EDA and feature engineering in one Jupyter notebook and modeling in the other
        • Flyte pipeline in one Jupyter notebook
        • Supermarket regression 1 notebook
        • Supermarket regression 2 notebook
        • Supermarket regression notebook
      • Feast integration
        • Feature engineering tasks
        • Flyte pipeline with Feast
        • How to trigger the Feast workflow using FlyteRemote
    • Flytelab
      • Weather forecasting
    • Model training
      • Diabetes classification
        • Train and Validate a diabetes classification XGBoost model
      • Forecasting Rossman store sales with Horovod and Spark
        • Data-parallel distributed training using Horovod on Spark
      • House price regression
        • Predicting house price in a region using XGBoost
        • Predicting house price in multiple regions using XGBoost and dynamic workflows
      • MNIST classification with PyTorch and W & B
        • Single N=node, multi-GPU training
        • Single node, single GPU training
      • NLP processing
        • Word E=embeddings and topic modelling with Gensim
  • Reference
    • LLM-optimized documentation
    • Pyflyte CLI
    • Flytectl CLI
      • flytectl
      • flytectl version
      • flytectl append
        • flytectl append identityassignments
      • flytectl apply
        • flytectl apply app
        • flytectl apply clusterconfig
        • flytectl apply clusterconfigid
        • flytectl apply clusterpoolconfig
      • flytectl config
        • flytectl config discover
        • flytectl config docs
        • flytectl config init
        • flytectl config validate
      • flytectl create
        • flytectl create app
        • flytectl create clusterpool
        • flytectl create clusterpoolassignment
        • flytectl create execution
        • flytectl create policy
        • flytectl create project
        • flytectl create role
      • flytectl delete
        • flytectl delete app
        • flytectl delete cluster
        • flytectl delete cluster-pool-attributes
        • flytectl delete cluster-resource-attribute
        • flytectl delete clusterconfig
        • flytectl delete clusterpool
        • flytectl delete clusterpoolassignment
        • flytectl delete execution
        • flytectl delete execution-cluster-label
        • flytectl delete execution-queue-attribute
        • flytectl delete identityassignments
        • flytectl delete plugin-override
        • flytectl delete policy
        • flytectl delete role
        • flytectl delete task-resource-attribute
        • flytectl delete workflow-execution-config
      • flytectl demo
        • flytectl demo exec
        • flytectl demo reload
        • flytectl demo start
        • flytectl demo status
        • flytectl demo teardown
      • flytectl get
        • flytectl get app
        • flytectl get cluster
        • flytectl get cluster-pool-attributes
        • flytectl get cluster-resource-attribute
        • flytectl get clusterconfig
        • flytectl get clusterconfigs
        • flytectl get clusterpool
        • flytectl get clusterpoolconfig
        • flytectl get clusterswithconfig
        • flytectl get echo
        • flytectl get execution
        • flytectl get execution-cluster-label
        • flytectl get execution-queue-attribute
        • flytectl get executionoperation
        • flytectl get identityassignment
        • flytectl get launchplan
        • flytectl get plugin-override
        • flytectl get policy
        • flytectl get project
        • flytectl get role
        • flytectl get task
        • flytectl get task-resource-attribute
        • flytectl get workflow
        • flytectl get workflow-execution-config
      • flytectl register
        • flytectl register examples
        • flytectl register files
      • flytectl update
        • flytectl update cluster-pool-attributes
        • flytectl update cluster-resource-attribute
        • flytectl update execution
        • flytectl update execution-cluster-label
        • flytectl update execution-queue-attribute
        • flytectl update launchplan
        • flytectl update launchplan-meta
        • flytectl update plugin-override
        • flytectl update project
        • flytectl update task-meta
        • flytectl update task-resource-attribute
        • flytectl update workflow-execution-config
        • flytectl update workflow-meta
    • Flyteidl
    • FlyteKit Plugins
      • Apache Airflow
        • flytekitplugins.airflow.connector
        • flytekitplugins.airflow.task
      • Async FSSpec
        • flytekitplugins.async_fsspec.s3fs.constants
        • flytekitplugins.async_fsspec.s3fs.s3fs
      • AWS Athena
        • flytekitplugins.athena.task
      • AWS Batch
        • flytekitplugins.awsbatch.task
      • AWS SageMaker
        • BigQuery
          • flytekitplugins.bigquery.connector
          • flytekitplugins.bigquery.task
        • Comet ML
          • flytekitplugins.comet_ml
        • Dask
          • flytekitplugins.dask.models
          • flytekitplugins.dask.task
        • DBT
          • flytekitplugins.dbt.error
          • flytekitplugins.dbt.schema
          • flytekitplugins.dbt.task
          • flytekitplugins.dbt.util
        • Deck
          • Dolt
            • DuckDB
              • flytekitplugins.duckdb.task
            • Envd
              • flytekitplugins.envd.image_builder
            • Flyte Interactive
              • flytekitplugins.flyteinteractive
              • flytekitplugins.flyteinteractive.constants
              • flytekitplugins.flyteinteractive.jupyter_lib.decorator
              • flytekitplugins.flyteinteractive.jupyter_lib.jupyter_constants
              • flytekitplugins.flyteinteractive.vscode_lib.config
              • flytekitplugins.flyteinteractive.vscode_lib.decorator
              • flytekitplugins.flyteinteractive.vscode_lib.vscode_constants
            • FSSpec
              • Google IAP
                • flytekitplugins.identity_aware_proxy.cli
              • Great Expectations
                • flytekitplugins.great_expectations.schema
                • flytekitplugins.great_expectations.task
              • Hive
                • flytekitplugins.hive.task
              • Hugging Face
                • flytekitplugins.huggingface.sd_transformers
              • Inference
                • flytekitplugins.inference.nim.serve
                • flytekitplugins.inference.ollama.serve
                • flytekitplugins.inference.sidecar_template
                • flytekitplugins.inference.vllm.serve
              • Kubeflow MPI
                • flytekitplugins.kfmpi.task
              • Kubeflow PyTorch
                • flytekitplugins.kfpytorch.error_handling
                • flytekitplugins.kfpytorch.pod_template
                • flytekitplugins.kfpytorch.task
              • Kubeflow TensorFlow
                • flytekitplugins.kftensorflow.task
              • Kubernetes Pod
                • flytekitplugins.pod.task
              • Memory Machine Cloud
                • flytekitplugins.mmcloud.connector
                • flytekitplugins.mmcloud.task
                • flytekitplugins.mmcloud.utils
              • Memray Profiling
                • flytekitplugins.memray
              • MLflow
                • flytekitplugins.mlflow.tracking
              • Modin
                • Neptune
                  • flytekitplugins.neptune
                • OmegaConf
                  • flytekitplugins.omegaconf
                • ONNX PyTorch
                  • ONNX ScikitLearn
                    • flytekitplugins.onnxscikitlearn.schema
                  • ONNX TensorFlow
                    • OpenAI
                      • flytekitplugins.openai.batch.connector
                      • flytekitplugins.openai.batch.task
                      • flytekitplugins.openai.batch.workflow
                      • flytekitplugins.openai.chatgpt.connector
                      • flytekitplugins.openai.chatgpt.task
                    • Optuna
                      • flytekitplugins.optuna
                    • Pandera
                      • flytekitplugins.pandera.config
                      • flytekitplugins.pandera.pandas_renderer
                      • flytekitplugins.pandera.pandas_transformer
                    • Papermill
                      • flytekitplugins.papermill.task
                    • Perian Job Platform
                      • Polars
                        • flytekitplugins.polars.sd_transformers
                      • Ray
                        • flytekitplugins.ray.models
                        • flytekitplugins.ray.task
                      • Slurm
                        • flytekitplugins.slurm.ssh_utils
                      • Snowflake
                        • flytekitplugins.snowflake.connector
                        • flytekitplugins.snowflake.task
                      • Spark
                        • flytekitplugins.spark.connector
                        • flytekitplugins.spark.generic_task
                        • flytekitplugins.spark.models
                        • flytekitplugins.spark.pyspark_transformers
                        • flytekitplugins.spark.schema
                        • flytekitplugins.spark.sd_transformers
                        • flytekitplugins.spark.task
                        • flytekitplugins.spark.utils
                      • SQLAlchemy
                        • flytekitplugins.sqlalchemy.task
                      • Vaex
                        • Weights & Biases
                          • flytekitplugins.wandb
                        • whylogs
                          • flytekitplugins.whylogs
                      • Flytekit SDK
                        • 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.deadline_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
                    • Platform deployment
                      • Flyte deployment
                        • Planning your deployment
                        • Installing Flyte
                        • Multi-cluster
                      • Platform configuration
                        • Authentication
                        • Monitoring
                        • Logging links in the UI
                        • Access to GPUs
                        • Using Pod Templates
                        • Cloud events
                        • Customizing resources
                        • Platform events
                        • Workflow notifications
                        • Optimizing performance
                        • Resource Manager
                        • Secrets
                        • Security overview
                        • API playground
                      • Connector setup
                        • Airflow connector
                        • BigQuery connector
                        • ChatGPT connector
                        • Databricks connector
                        • K8s Data Service connector
                        • MMCloud connector
                        • OpenAI Batch connector
                        • Sagemaker inference connector
                        • Sensor connector
                        • SLURM connector
                        • Snowflake connector
                        • DGXC Lepton connector
                      • Plugins setup
                        • Kubernetes plugins
                        • AWS Athena plugin
                        • AWS Batch plugin
                        • AWS Sagemaker plugin
                        • BigQuery plugin
                        • Databricks plugin
                        • Snowflake plugin
                      • Configuration reference
                        • Datacatalog configuration
                        • FlyteAdmin configuration
                        • FlytePropeller configuration
                        • FlyteScheduler configuration
                    • Integrations
                      • Connectors
                        • Airflow connector
                          • Airflow connector example usage
                        • BigQuery connector
                          • BigQuery connector example usage
                        • ChatGPT connector
                          • ChatGPT connector
                        • Databricks connector
                          • Running Spark on Databricks
                        • Memory Machine Cloud connector
                          • Memory Machine Cloud connector example usage
                        • OpenAI Batch connector
                          • Batching Requests for Asynchronous Processing
                        • Perian connector
                          • Perian connector example usage
                        • SageMaker connector
                          • Deploy and serve an XGBoost model on AWS SageMaker using FastAPI
                        • Sensor connectror
                          • File Sensor
                        • Slurm connector
                          • Slurm connector example usage
                        • Snowflake connector
                          • Querying data in Snowflake
                      • Flytekit plugins
                        • Comet ML
                          • Comet Example
                        • DBT
                          • DBT Example
                        • Dolt
                          • Dolt Branches
                          • Quickstart
                        • Great Expectations
                          • Task Example
                          • Type Example
                        • Memray Profiling
                          • Memray Profiling Example
                        • MLflow
                          • MLflow Example
                        • Modin
                          • KNN Classifier
                        • Neptune plugin
                          • Neptune example
                        • NIM
                          • Serve Generative AI Models with NIM
                        • Ollama
                          • Serve LLMs with Ollama
                        • ONNX
                          • PyTorch Example
                          • ScikitLearn Example
                          • TensorFlow Example
                        • Pandera
                          • Basic Schema Example
                          • Validating and Testing Machine Learning Pipelines
                        • Papermill
                          • Jupyter Notebook Tasks
                          • Simple Papermill Notebook
                        • Slurm connector
                          • DuckDB Example
                        • SQL
                          • SQLAlchemy
                          • Sqlite3
                        • Weights and Biases
                          • Weights and Biases Example
                        • WhyLogs
                          • Whylogs Example
                      • Native backend plugins
                        • Dask
                          • Running a Dask Task
                        • MPI
                          • Running Distributed Training Using Horovod and MPI
                        • PyTorch Distributed
                          • Run PyTorch Distributed
                          • Use PyTorch Lightning to Train an MNIST Autoencoder
                        • Ray
                          • Running Ray Tasks
                        • Spark
                          • Converting a Spark DataFrame to a Pandas DataFrame
                          • Running a Spark Task
                        • TensorFlow Distributed
                          • Run Distributed TensorFlow Training
                      • External service backend plugins
                        • AWS Athena
                          • Athena Query
                        • AWS Batch
                          • AWS Batch
                        • FlyteInteractive
                          • FlyteInteractive Jupyter Decorator
                          • FlyteInteractive Vscode Decorator
                        • Hive
                          • Hive Tasks
                      • Flyte operators
                        • Airflow Provider
                          • FlyteOperator Example
                      • Deprecated integrations
                        • BigQuery plugin
                          • BigQuery plugin example
                        • Databricks plugin
                          • Databricks plugin example
                        • Kubernetes Pods
                          • Pod Example
                        • Snowflake plugin
                          • Snowflake plugin example
                    • Architecture
                      • Registration
                      • Executions
                      • Workflow state transitions
                      • Workflow timeline
                      • Data handling
                      • Data catalog
                      • Versions
                      • Workflow lifecycle
                      • Component Architecture
                        • FlytePropeller architecture
                        • Flyte Native Scheduler Architecture
                      • Control Plane
                        • Projects
                        • Domains
                        • Flyte Admin
                        • FlyteConsole
                        • Dynamic Job Spec
                      • Extending Flyte
                        • Custom types
                        • Prebuilt container task plugins
                        • User container task plugins
                        • Backend plugins
                        • Container interface
                    • Community
                      • Joining the community
                      • Contributing code
                      • Contributing docs and examples
                        • Quick start
                        • Variants
                        • Versions
                        • Authoring
                        • Shortcodes
                        • Redirects
                        • API docs
                        • Publishing
                      • Roadmap
                      • Troubeshooting
                    Documentation navigation for Flyte including user guides, tutorials, API references, and integration examples
                    • 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
                        • Launch plans
                          • Defining launch plans
                          • Viewing launch plans
                          • Notifications
                          • Schedules
                          • Activating and deactivating
                          • Running launch plans
                          • Reference launch plans
                          • Concurrency control
                        • Caching
                        • Named outputs
                        • ImageSpec
                      • Development cycle
                        • 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
                        • Task resource validation
                        • Running in a local cluster
                        • Jupyter notebooks
                        • Decks
                        • Migrating from Airflow to Flyte
                        • Remote management
                          • Remote examples
                        • Testing
                          • Mocking tasks
                      • Data input/output
                        • FlyteFile and FlyteDirectory
                        • Downloading with FlyteFile and FlyteDirectory
                        • Task input and output
                        • Accessing attributes
                        • Dataclass
                        • Enum type
                        • Pickle type
                        • Pydantic BaseModel
                        • PyTorch type
                        • StructuredDataset
                        • TensorFlow types
                      • Programming
                        • Chaining entities
                        • Conditionals
                        • Decorating tasks
                        • Decorating workflows
                        • Intratask checkpoints
                        • Waiting for external inputs
                        • Nested parallelism
                        • Failure node
                    • Tutorials
                      • Bioinformatics
                        • Nucleotide Sequence Querying with BLASTX
                          • BLASTX example
                      • Feature engineering
                        • EDA, Feature Engineering, and Modeling with Papermill
                          • EDA and feature engineering in Jupyter notebook and modeling in a Flyte task
                          • EDA and feature engineering in one Jupyter notebook and modeling in the other
                          • Flyte pipeline in one Jupyter notebook
                          • Supermarket regression 1 notebook
                          • Supermarket regression 2 notebook
                          • Supermarket regression notebook
                        • Feast integration
                          • Feature engineering tasks
                          • Flyte pipeline with Feast
                          • How to trigger the Feast workflow using FlyteRemote
                      • Flytelab
                        • Weather forecasting
                      • Model training
                        • Diabetes classification
                          • Train and Validate a diabetes classification XGBoost model
                        • Forecasting Rossman store sales with Horovod and Spark
                          • Data-parallel distributed training using Horovod on Spark
                        • House price regression
                          • Predicting house price in a region using XGBoost
                          • Predicting house price in multiple regions using XGBoost and dynamic workflows
                        • MNIST classification with PyTorch and W & B
                          • Single N=node, multi-GPU training
                          • Single node, single GPU training
                        • NLP processing
                          • Word E=embeddings and topic modelling with Gensim
                    • Reference
                      • LLM-optimized documentation
                      • Pyflyte CLI
                      • Flytectl CLI
                        • flytectl
                        • flytectl version
                        • flytectl append
                          • flytectl append identityassignments
                        • flytectl apply
                          • flytectl apply app
                          • flytectl apply clusterconfig
                          • flytectl apply clusterconfigid
                          • flytectl apply clusterpoolconfig
                        • flytectl config
                          • flytectl config discover
                          • flytectl config docs
                          • flytectl config init
                          • flytectl config validate
                        • flytectl create
                          • flytectl create app
                          • flytectl create clusterpool
                          • flytectl create clusterpoolassignment
                          • flytectl create execution
                          • flytectl create policy
                          • flytectl create project
                          • flytectl create role
                        • flytectl delete
                          • flytectl delete app
                          • flytectl delete cluster
                          • flytectl delete cluster-pool-attributes
                          • flytectl delete cluster-resource-attribute
                          • flytectl delete clusterconfig
                          • flytectl delete clusterpool
                          • flytectl delete clusterpoolassignment
                          • flytectl delete execution
                          • flytectl delete execution-cluster-label
                          • flytectl delete execution-queue-attribute
                          • flytectl delete identityassignments
                          • flytectl delete plugin-override
                          • flytectl delete policy
                          • flytectl delete role
                          • flytectl delete task-resource-attribute
                          • flytectl delete workflow-execution-config
                        • flytectl demo
                          • flytectl demo exec
                          • flytectl demo reload
                          • flytectl demo start
                          • flytectl demo status
                          • flytectl demo teardown
                        • flytectl get
                          • flytectl get app
                          • flytectl get cluster
                          • flytectl get cluster-pool-attributes
                          • flytectl get cluster-resource-attribute
                          • flytectl get clusterconfig
                          • flytectl get clusterconfigs
                          • flytectl get clusterpool
                          • flytectl get clusterpoolconfig
                          • flytectl get clusterswithconfig
                          • flytectl get echo
                          • flytectl get execution
                          • flytectl get execution-cluster-label
                          • flytectl get execution-queue-attribute
                          • flytectl get executionoperation
                          • flytectl get identityassignment
                          • flytectl get launchplan
                          • flytectl get plugin-override
                          • flytectl get policy
                          • flytectl get project
                          • flytectl get role
                          • flytectl get task
                          • flytectl get task-resource-attribute
                          • flytectl get workflow
                          • flytectl get workflow-execution-config
                        • flytectl register
                          • flytectl register examples
                          • flytectl register files
                        • flytectl update
                          • flytectl update cluster-pool-attributes
                          • flytectl update cluster-resource-attribute
                          • flytectl update execution
                          • flytectl update execution-cluster-label
                          • flytectl update execution-queue-attribute
                          • flytectl update launchplan
                          • flytectl update launchplan-meta
                          • flytectl update plugin-override
                          • flytectl update project
                          • flytectl update task-meta
                          • flytectl update task-resource-attribute
                          • flytectl update workflow-execution-config
                          • flytectl update workflow-meta
                      • Flyteidl
                      • FlyteKit Plugins
                        • Apache Airflow
                          • flytekitplugins.airflow.connector
                          • flytekitplugins.airflow.task
                        • Async FSSpec
                          • flytekitplugins.async_fsspec.s3fs.constants
                          • flytekitplugins.async_fsspec.s3fs.s3fs
                        • AWS Athena
                          • flytekitplugins.athena.task
                        • AWS Batch
                          • flytekitplugins.awsbatch.task
                        • AWS SageMaker
                          • BigQuery
                            • flytekitplugins.bigquery.connector
                            • flytekitplugins.bigquery.task
                          • Comet ML
                            • flytekitplugins.comet_ml
                          • Dask
                            • flytekitplugins.dask.models
                            • flytekitplugins.dask.task
                          • DBT
                            • flytekitplugins.dbt.error
                            • flytekitplugins.dbt.schema
                            • flytekitplugins.dbt.task
                            • flytekitplugins.dbt.util
                          • Deck
                            • Dolt
                              • DuckDB
                                • flytekitplugins.duckdb.task
                              • Envd
                                • flytekitplugins.envd.image_builder
                              • Flyte Interactive
                                • flytekitplugins.flyteinteractive
                                • flytekitplugins.flyteinteractive.constants
                                • flytekitplugins.flyteinteractive.jupyter_lib.decorator
                                • flytekitplugins.flyteinteractive.jupyter_lib.jupyter_constants
                                • flytekitplugins.flyteinteractive.vscode_lib.config
                                • flytekitplugins.flyteinteractive.vscode_lib.decorator
                                • flytekitplugins.flyteinteractive.vscode_lib.vscode_constants
                              • FSSpec
                                • Google IAP
                                  • flytekitplugins.identity_aware_proxy.cli
                                • Great Expectations
                                  • flytekitplugins.great_expectations.schema
                                  • flytekitplugins.great_expectations.task
                                • Hive
                                  • flytekitplugins.hive.task
                                • Hugging Face
                                  • flytekitplugins.huggingface.sd_transformers
                                • Inference
                                  • flytekitplugins.inference.nim.serve
                                  • flytekitplugins.inference.ollama.serve
                                  • flytekitplugins.inference.sidecar_template
                                  • flytekitplugins.inference.vllm.serve
                                • Kubeflow MPI
                                  • flytekitplugins.kfmpi.task
                                • Kubeflow PyTorch
                                  • flytekitplugins.kfpytorch.error_handling
                                  • flytekitplugins.kfpytorch.pod_template
                                  • flytekitplugins.kfpytorch.task
                                • Kubeflow TensorFlow
                                  • flytekitplugins.kftensorflow.task
                                • Kubernetes Pod
                                  • flytekitplugins.pod.task
                                • Memory Machine Cloud
                                  • flytekitplugins.mmcloud.connector
                                  • flytekitplugins.mmcloud.task
                                  • flytekitplugins.mmcloud.utils
                                • Memray Profiling
                                  • flytekitplugins.memray
                                • MLflow
                                  • flytekitplugins.mlflow.tracking
                                • Modin
                                  • Neptune
                                    • flytekitplugins.neptune
                                  • OmegaConf
                                    • flytekitplugins.omegaconf
                                  • ONNX PyTorch
                                    • ONNX ScikitLearn
                                      • flytekitplugins.onnxscikitlearn.schema
                                    • ONNX TensorFlow
                                      • OpenAI
                                        • flytekitplugins.openai.batch.connector
                                        • flytekitplugins.openai.batch.task
                                        • flytekitplugins.openai.batch.workflow
                                        • flytekitplugins.openai.chatgpt.connector
                                        • flytekitplugins.openai.chatgpt.task
                                      • Optuna
                                        • flytekitplugins.optuna
                                      • Pandera
                                        • flytekitplugins.pandera.config
                                        • flytekitplugins.pandera.pandas_renderer
                                        • flytekitplugins.pandera.pandas_transformer
                                      • Papermill
                                        • flytekitplugins.papermill.task
                                      • Perian Job Platform
                                        • Polars
                                          • flytekitplugins.polars.sd_transformers
                                        • Ray
                                          • flytekitplugins.ray.models
                                          • flytekitplugins.ray.task
                                        • Slurm
                                          • flytekitplugins.slurm.ssh_utils
                                        • Snowflake
                                          • flytekitplugins.snowflake.connector
                                          • flytekitplugins.snowflake.task
                                        • Spark
                                          • flytekitplugins.spark.connector
                                          • flytekitplugins.spark.generic_task
                                          • flytekitplugins.spark.models
                                          • flytekitplugins.spark.pyspark_transformers
                                          • flytekitplugins.spark.schema
                                          • flytekitplugins.spark.sd_transformers
                                          • flytekitplugins.spark.task
                                          • flytekitplugins.spark.utils
                                        • SQLAlchemy
                                          • flytekitplugins.sqlalchemy.task
                                        • Vaex
                                          • Weights & Biases
                                            • flytekitplugins.wandb
                                          • whylogs
                                            • flytekitplugins.whylogs
                                        • Flytekit SDK
                                          • 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.deadline_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
                                      • Platform deployment
                                        • Flyte deployment
                                          • Planning your deployment
                                          • Installing Flyte
                                          • Multi-cluster
                                        • Platform configuration
                                          • Authentication
                                          • Monitoring
                                          • Logging links in the UI
                                          • Access to GPUs
                                          • Using Pod Templates
                                          • Cloud events
                                          • Customizing resources
                                          • Platform events
                                          • Workflow notifications
                                          • Optimizing performance
                                          • Resource Manager
                                          • Secrets
                                          • Security overview
                                          • API playground
                                        • Connector setup
                                          • Airflow connector
                                          • BigQuery connector
                                          • ChatGPT connector
                                          • Databricks connector
                                          • K8s Data Service connector
                                          • MMCloud connector
                                          • OpenAI Batch connector
                                          • Sagemaker inference connector
                                          • Sensor connector
                                          • SLURM connector
                                          • Snowflake connector
                                          • DGXC Lepton connector
                                        • Plugins setup
                                          • Kubernetes plugins
                                          • AWS Athena plugin
                                          • AWS Batch plugin
                                          • AWS Sagemaker plugin
                                          • BigQuery plugin
                                          • Databricks plugin
                                          • Snowflake plugin
                                        • Configuration reference
                                          • Datacatalog configuration
                                          • FlyteAdmin configuration
                                          • FlytePropeller configuration
                                          • FlyteScheduler configuration
                                      • Integrations
                                        • Connectors
                                          • Airflow connector
                                            • Airflow connector example usage
                                          • BigQuery connector
                                            • BigQuery connector example usage
                                          • ChatGPT connector
                                            • ChatGPT connector
                                          • Databricks connector
                                            • Running Spark on Databricks
                                          • Memory Machine Cloud connector
                                            • Memory Machine Cloud connector example usage
                                          • OpenAI Batch connector
                                            • Batching Requests for Asynchronous Processing
                                          • Perian connector
                                            • Perian connector example usage
                                          • SageMaker connector
                                            • Deploy and serve an XGBoost model on AWS SageMaker using FastAPI
                                          • Sensor connectror
                                            • File Sensor
                                          • Slurm connector
                                            • Slurm connector example usage
                                          • Snowflake connector
                                            • Querying data in Snowflake
                                        • Flytekit plugins
                                          • Comet ML
                                            • Comet Example
                                          • DBT
                                            • DBT Example
                                          • Dolt
                                            • Dolt Branches
                                            • Quickstart
                                          • Great Expectations
                                            • Task Example
                                            • Type Example
                                          • Memray Profiling
                                            • Memray Profiling Example
                                          • MLflow
                                            • MLflow Example
                                          • Modin
                                            • KNN Classifier
                                          • Neptune plugin
                                            • Neptune example
                                          • NIM
                                            • Serve Generative AI Models with NIM
                                          • Ollama
                                            • Serve LLMs with Ollama
                                          • ONNX
                                            • PyTorch Example
                                            • ScikitLearn Example
                                            • TensorFlow Example
                                          • Pandera
                                            • Basic Schema Example
                                            • Validating and Testing Machine Learning Pipelines
                                          • Papermill
                                            • Jupyter Notebook Tasks
                                            • Simple Papermill Notebook
                                          • Slurm connector
                                            • DuckDB Example
                                          • SQL
                                            • SQLAlchemy
                                            • Sqlite3
                                          • Weights and Biases
                                            • Weights and Biases Example
                                          • WhyLogs
                                            • Whylogs Example
                                        • Native backend plugins
                                          • Dask
                                            • Running a Dask Task
                                          • MPI
                                            • Running Distributed Training Using Horovod and MPI
                                          • PyTorch Distributed
                                            • Run PyTorch Distributed
                                            • Use PyTorch Lightning to Train an MNIST Autoencoder
                                          • Ray
                                            • Running Ray Tasks
                                          • Spark
                                            • Converting a Spark DataFrame to a Pandas DataFrame
                                            • Running a Spark Task
                                          • TensorFlow Distributed
                                            • Run Distributed TensorFlow Training
                                        • External service backend plugins
                                          • AWS Athena
                                            • Athena Query
                                          • AWS Batch
                                            • AWS Batch
                                          • FlyteInteractive
                                            • FlyteInteractive Jupyter Decorator
                                            • FlyteInteractive Vscode Decorator
                                          • Hive
                                            • Hive Tasks
                                        • Flyte operators
                                          • Airflow Provider
                                            • FlyteOperator Example
                                        • Deprecated integrations
                                          • BigQuery plugin
                                            • BigQuery plugin example
                                          • Databricks plugin
                                            • Databricks plugin example
                                          • Kubernetes Pods
                                            • Pod Example
                                          • Snowflake plugin
                                            • Snowflake plugin example
                                      • Architecture
                                        • Registration
                                        • Executions
                                        • Workflow state transitions
                                        • Workflow timeline
                                        • Data handling
                                        • Data catalog
                                        • Versions
                                        • Workflow lifecycle
                                        • Component Architecture
                                          • FlytePropeller architecture
                                          • Flyte Native Scheduler Architecture
                                        • Control Plane
                                          • Projects
                                          • Domains
                                          • Flyte Admin
                                          • FlyteConsole
                                          • Dynamic Job Spec
                                        • Extending Flyte
                                          • Custom types
                                          • Prebuilt container task plugins
                                          • User container task plugins
                                          • Backend plugins
                                          • Container interface
                                      • Community
                                        • Joining the community
                                        • Contributing code
                                        • Contributing docs and examples
                                          • Quick start
                                          • Variants
                                          • Versions
                                          • Authoring
                                          • Shortcodes
                                          • Redirects
                                          • API docs
                                          • Publishing
                                        • Roadmap
                                        • Troubeshooting
                                      Flyte OSS
                                      Tutorials
                                      Flytelab

                                      Flytelab

                                      This section contains end-to-end ML projects using Flyte.

                                      ← How to trigger the Feast workflow using FlyteRemoteWeather forecasting →
                                      Docs: unionai/unionai-docs 1.16.26.2SDK: flyteorg/flytekit 1.16.26Backend: flyteorg/flyte v1.16.8
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