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    taipy
    • Release Notes
      • Legacy
      • Migration
    • Contributing
      • Code of Conduct
      • Contributors
    • Tutorials
      • Fundamentals
        • Getting Started
        • Creating a Sales Dashboard
          • 1 - Visual Elements
          • 2 - Styling
          • 3 - Charts
          • 4 - Multipage
        • Scenario management overview
        • First Realistic application
          • 1 - Data visualization page
          • 2 - Algorithms used
          • 3 - Scenario configuration
          • 4 - Scenario page
          • 5 - Performance page
          • Creating an LLM ChatBot
          • Creating an RAG ChatBot
        • User Roles and Permissions
      • Visuals
        • Callbacks
        • Using Tables
        • Long Running Callbacks
        • Real-time data visualization
        • Stylekit
        • Multi-user
      • Scenario Management
        • Scenarios
        • Data Nodes
        • Skippable Tasks
        • Cycles and Scopes
        • Job Execution mode
        • Scenario Comparison
        • Scenario Subscription
        • Manage application versions
      • Integration
        • Integrating Databricks
        • Integrate Third-Party Components
        • Taipy Application on Colab with Ngrok
        • Jupyter Notebooks
        • Integration with Dataiku
        • Integration with IBM Watson Studio
      • Large Data
        • Using PySpark for Large Data
        • Large data models vs. Computer memory
        • Charts for Large Data
    • User Manual
      • User interface
        • Pages
          • Navigation
          • Dynamic page content
          • Dialogs
          • Panes
          • Advanced
        • Visual elements
        • Binding variables
        • Callbacks
        • Styling
          • The Stylekit
        • Notifications
        • Extension libraries
          • Static Elements
          • Dynamic Elements
            • Scalar properties
        • Data integration
          • Data node config
          • Data node usage
          • Visual elements
          • Data node history and validity
        • Task orchestration
          • Hello world!
          • Scenario config
          • Scenario creation
          • Scenario submission
          • Visual elements
        • What-if analysis
          • Multiple scenarios
          • Recurrent scenarios
          • Scenario comparison
        • Scenario and data management
          • Data node
          • Task
          • Scenario
            • Scenario config
          • Submission
          • Job
          • Sequence
          • Cycle
        • Track activities and Trigger actions
          • Event description
          • Registration
          • Examples
        • Exposing REST APIs
        • Configuration
          • Configuring the GUI application
          • Configuring the Core service
          • Configuring jobs execution
          • Configuration checker
          • Advanced configuration
        • Versioning system
          • Development mode
          • Experiment mode
          • Production mode
        • Authentication and roles
          • Authentication
          • Authorization
        • Scheduler
      • Running & deploying
        • Running
          • The run() function
          • Using an external web server
          • Protect private files
          • Running in a Notebook
        • Deployment
          • On a local machine
          • On Linux servers
            • Ubuntu
            • RHEL
          • Using Docker
            • For development
            • For production
          • On Azure
          • On Heroku
          • On Databricks
        • Command-line interface
          • Help
          • Create
          • Run
          • Manage versions
          • Version
        • Taipy Studio
          • Building configurations
            • Managing configuration files
            • Configuring elements
            • Graph views
            • Text edition
          • GUI Markdown support
        • Taipy Designer
          • Getting Started
            • Simple example
            • Quick tutorial
            • Training
            • Basics
            • Properties
              • Introduction
              • Common concepts
              • Basic inputs
              • Basic displays
              • Plots
              • Geo & Time
              • Annotation & Video
            • Layout
            • Multi-page
              • Notifications
            • Test & deploy
                • Numeric Input
                • Text Input
                • Checkbox
                • Switch
                • Horizontal slider
                • Vertical slider
                • Double slider
                • Trigger button
                • Load file button
                • Select
                • Multi-select
                • List
                • Editable table
                • Value Display
                • KPI value
                • Advanced KPI value
                • Status led
                • Progress bar
                • Full-circular gauge
                • Semi-circular gauge
                • Arch-circular gauge
                • 'any' widget
                • Table
                • Line chart
                • Bar chart
                • Pie chart
                • Plotly Python generic
                • Leaflet JSON maps
                • Address auto-completion
                • Simple calender
                • Date-range calendar
                • Year Calenddar
                • Simple clock
                • Info
                • Label
                • Form
                • Import Image
                • Connect Image
                • Markdown
                • Generic HTML
                • Camera
    • Visual Elements
        • text
        • button
        • input
        • number
        • slider
        • toggle
        • date
        • date_range
        • chart
        • table
        • selector
        • file_download
        • file_selector
        • image
        • metric
        • progress
        • indicator
        • menu
        • navbar
        • status
        • login
        • chat
        • tree
        • scenario_selector
        • scenario
        • scenario_dag
        • data_node_selector
        • data_node
        • job_selector
        • part
        • expandable
        • dialog
        • layout
        • pane
    • Reference
      • Python API
        • taipy
        • taipy.auth
          • AllOf
          • AnyOf
          • Authenticator
          • Authorize
          • Credentials
          • InvalidCredentials
          • IsAuthenticated
          • NoneOf
          • RoleTraits
          • RoleTraitsFilter
          • UnknownProtocolError
          • UserGroupsNotFound
          • .config
            • AuthenticationConfig
          • .exceptions
            • AuthenticatorError
        • taipy.common
          • .config
            • Config
            • Frequency
            • GlobalAppConfig
            • Scope
            • Section
            • UniqueSection
            • .checker
              • Issue
              • IssueCollector
            • .exceptions
              • ConfigurationUpdateBlocked
              • InconsistentEnvVariableError
              • InvalidConfigurationId
              • LoadingError
              • MissingEnvVariableError
        • taipy.core
          • Cycle
          • DataNode
          • Job
          • MongoDefaultDocument
          • Orchestrator
          • Scenario
          • Sequence
          • Status
          • Submission
          • SubmissionStatus
          • Submittable
          • Task
          • .config
            • CoreSection
            • DataNodeConfig
            • JobConfig
            • ScenarioConfig
            • TaskConfig
          • .data
            • CSVDataNode
            • ExcelDataNode
            • GenericDataNode
            • InMemoryDataNode
            • JSONDataNode
            • JoinOperator
            • MongoCollectionDataNode
            • Operator
            • ParquetDataNode
            • PickleDataNode
            • S3ObjectDataNode
            • SQLDataNode
            • SQLTableDataNode
            • .exceptions
              • AttributeKeyAlreadyExisted
              • ConfigCoreVersionMismatched
              • ConflictedConfigurationError
              • CycleAlreadyExists
              • DataNodeConfigIsNotGlobal
              • DataNodeIsBeingEdited
              • DataNodeWritingError
              • DeletingPrimaryScenario
              • DependencyNotInstalled
              • DifferentScenarioConfigs
              • DoesNotBelongToACycle
              • ExposedTypeLengthMismatch
              • FileCannotBeRead
              • FileEmpty
              • InsufficientScenarioToCompare
              • InvalidCustomDocument
              • InvalidDataNodeType
              • InvalidEventAttributeName
              • InvalidEventOperation
              • InvalidExposedType
              • InvalidScenario
              • InvalidSequence
              • InvalidSequenceId
              • InvalidSubscriber
              • JobNotDeletedException
              • MissingAppendQueryBuilder
              • MissingReadFunction
              • MissingRequiredProperty
              • MissingWriteFunction
              • ModeNotAvailable
              • ModelNotFound
              • MultipleDataNodeFromSameConfigWithSameOwner
              • MultipleSequenceFromSameConfigWithSameOwner
              • MultipleTaskFromSameConfigWithSameOwner
              • NoData
              • NonExistingComparator
              • NonExistingCycle
              • NonExistingDataNode
              • NonExistingDataNodeConfig
              • NonExistingExcelSheet
              • NonExistingJob
              • NonExistingScenario
              • NonExistingScenarioConfig
              • NonExistingSequence
              • NonExistingSequenceConfig
              • NonExistingTask
              • NonExistingTaskConfig
              • NonExistingVersion
              • OrchestratorNotBuilt
              • OrchestratorServiceIsAlreadyRunning
              • SQLQueryCannotBeExecuted
              • SequenceAlreadyExists
              • SequenceBelongsToNonExistingScenario
              • SequenceTaskConfigDoesNotExistInSameScenarioConfig
              • SequenceTaskDoesNotExistInScenario
              • SheetNameLengthMismatch
              • SubmissionNotDeletedException
              • UnauthorizedTagError
              • UnknownCompressionAlgorithm
              • UnknownDatabaseEngine
              • UnknownParquetEngine
              • VersionAlreadyExistsAsDevelopment
          • .notification
            • CoreEventConsumerBase
            • Event
            • EventEntityType
            • EventOperation
            • Notifier
          • .reason
            • DataNodeEditInProgress
            • DataNodeIsNotWritten
            • EntityDoesNotExist
            • EntityIsNotAScenario
            • EntityIsNotSubmittableEntity
            • InvalidUploadFile
            • JobIsNotFinished
            • NoFileToDownload
            • NotAFile
            • NotGlobalScope
            • Reason
            • ReasonCollection
            • ScenarioDoesNotBelongToACycle
            • ScenarioIsThePrimaryScenario
            • SubmissionIsNotFinished
            • SubmissionStatusIsUndefined
            • UploadFileCanNotBeRead
            • WrongConfigType
        • taipy.enterprise
          • ScheduledMethod
          • Scheduler
          • .core
            • .config
              • MigrationConfig
              • TelemetrySection
            • .exceptions
              • DataToBeImportAlredyExist
              • EntitiesToBeImportAlredyExist
              • ExportPathAlreadyExists
              • ImportArchiveDoesntContainAnyScenario
              • ImportScenarioDoesntHaveAVersion
              • PermissionDenied
              • VersionAlreadyExistsAsProduction
              • VersionIsNotProductionVersion
          • .gui
            • AuthorizedPage
            • .gui_actions
          • .rest
            • .api
              • .resources
                • LoginEndpoint
                • LogoutEndpoint
              • .schemas
                • LoginSchema
        • taipy.gui
          • Gui
          • Html
          • Icon
          • Markdown
          • Page
          • Partial
          • State
          • .builder
            • Page
            • button
            • chart
            • chat
            • content
            • data_node
            • data_node_selector
            • date
            • date_range
            • dialog
            • expandable
            • file_download
            • file_selector
            • html
            • image
            • indicator
            • input
            • job_selector
            • layout
            • login
            • menu
            • metric
            • navbar
            • number
            • pane
            • part
            • progress
            • scenario
            • scenario_dag
            • scenario_selector
            • selector
            • slider
            • status
            • table
            • text
            • toggle
            • tree
          • .data
            • Decimator
            • LTTB
            • MinMaxDecimator
            • RDP
            • ScatterDecimator
          • .extension
            • Element
            • ElementLibrary
            • ElementProperty
          • .types
            • PropertyType
        • taipy.gui_core
        • taipy.rest
          • Rest
          • .api
            • .error_handler
              • .exceptions
                • ConfigIdMissingException
                • ScenarioIdMissingException
                • SequenceNameMissingException
            • .resources
              • CycleList
              • CycleResource
              • DataNodeList
              • DataNodeReader
              • DataNodeResource
              • DataNodeWriter
              • JobExecutor
              • JobList
              • JobResource
              • ScenarioExecutor
              • ScenarioList
              • ScenarioResource
              • SequenceExecutor
              • SequenceList
              • SequenceResource
              • TaskExecutor
              • TaskList
              • TaskResource
            • .schemas
              • CSVDataNodeConfigSchema
              • CycleResponseSchema
              • CycleSchema
              • DataNodeConfigSchema
              • DataNodeFilterSchema
              • DataNodeSchema
              • ExcelDataNodeConfigSchema
              • GenericDataNodeConfigSchema
              • InMemoryDataNodeConfigSchema
              • JSONDataNodeConfigSchema
              • JobSchema
              • MongoCollectionDataNodeConfigSchema
              • PickleDataNodeConfigSchema
              • SQLDataNodeConfigSchema
              • SQLTableDataNodeConfigSchema
              • ScenarioResponseSchema
              • ScenarioSchema
              • SequenceResponseSchema
              • SequenceSchema
              • TaskSchema
              • .datanode
                • OperatorSchema
              • .job
                • CallableSchema
            • .views
          • .app
            • .apispec
              • APISpecExt
              • FlaskRestfulPlugin
          • .extensions
      • REST API
        • Paths for auth
        • Paths for cycle
        • Paths for datanode
        • Paths for job
        • Paths for scenario
        • Paths for sequence
        • Paths for task
        • Schemas
      • GUI Extension API
        • taipy-gui module
    • Gallery
      • Finance
        • Stock Visualization
        • Sales Dashboard
        • Commodity Trading
        • Fraud Detection
      • Decision Support
        • Supply Chain - 2 Echelons
        • Supply Chain - 3 Echelons
        • QSR Sales Forecasting
        • Supply Chain Monitoring
        • Production Planning
        • Drift Detection
        • Optimize Bar Cut Sizes
        • Churn Classification
      • LLM
        • LLM Chatbot
        • Vision ChatBot
        • RAG ChatBot
        • Talk To Taipy
        • Sentiment Analysis
        • Tweet Generation
      • Visualization
        • COVID Dashboard
        • Industry Distribution
        • Image Classification
        • Realtime Pollution Dashboard
      • Other
        • Background Remover
        • Real-time Face Recognition
        • Movie Genre Selector

    Large Data

    Learn to manage and manipulate large datasets.

    • Using PySpark for Large Data

      Build, Visualize and Launch Large Data DAGs.

    • Large data models vs. Computer memory — Taipy and Dask

      A guide to building models that are bigger than your computer memory.

    • Charts for Large Data

      Taming Large Data without crashing.

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    Integration with IBM Watson Studio
    Next
    Using PySpark for Large Data
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