LlamaParse Extract API

openapi: 3.2.0
info:
  title: Llama Platform Agent Data Extract API
  version: 0.1.0
servers:
- url: https://api.cloud.llamaindex.ai
  description: Base URL declared by the provider in apis.yml (roadmap#122).
tags:
- name: Extract
paths:
  /api/v2/extract/schema/validation:
    post:
      tags:
      - Extract
      summary: Validate Extraction Schema
      description: Validate a JSON schema for extraction.
      operationId: validate_extraction_schema_api_v2_extract_schema_validation_post
      security:
      - HTTPBearer: []
      parameters:
      - name: session
        in: cookie
        required: false
        schema:
          anyOf:
          - type: string
          - type: 'null'
          title: Session
      requestBody:
        required: true
        content:
          application/json:
            schema:
              $ref: '#/components/schemas/ExtractV2SchemaValidateRequest'
      responses:
        '200':
          description: Successful Response
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/ExtractV2SchemaValidateResponse'
        '422':
          description: Validation Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
  /api/v2/extract/schema/generate:
    post:
      tags:
      - Extract
      summary: Generate Extraction Schema
      description: Generate a JSON schema and return a product configuration request.
      operationId: generate_extraction_schema_api_v2_extract_schema_generate_post
      security:
      - HTTPBearer: []
      parameters:
      - name: project_id
        in: query
        required: false
        schema:
          anyOf:
          - type: string
            format: uuid
          - type: 'null'
          title: Project Id
      - name: organization_id
        in: query
        required: false
        schema:
          anyOf:
          - type: string
            format: uuid
          - type: 'null'
          title: Organization Id
      - name: session
        in: cookie
        required: false
        schema:
          anyOf:
          - type: string
          - type: 'null'
          title: Session
      requestBody:
        required: true
        content:
          application/json:
            schema:
              $ref: '#/components/schemas/ExtractV2SchemaGenerateRequest'
      responses:
        '200':
          description: Successful Response
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/ConfigurationCreateRequest'
        '422':
          description: Validation Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
  /api/v2/extract:
    post:
      tags:
      - Extract
      summary: Create Extract Job
      description: 'Create an extraction job.


        Extracts structured data from a document using either a saved

        configuration or an inline JSON Schema.


        ## Input


        Provide exactly one of:

        - `configuration_id` — reference a saved extraction config

        - `configuration` — inline configuration with a `data_schema`


        ## Document input


        Set `file_input` to a file ID (`dfl-...`) or a

        completed parse job ID (`pjb-...`).


        The job runs asynchronously. Poll `GET /extract/{job_id}` or

        register a webhook to monitor completion.'
      operationId: create_extract_job_api_v2_extract_post
      security:
      - HTTPBearer: []
      parameters:
      - name: project_id
        in: query
        required: false
        schema:
          anyOf:
          - type: string
            format: uuid
          - type: 'null'
          title: Project Id
      - name: organization_id
        in: query
        required: false
        schema:
          anyOf:
          - type: string
            format: uuid
          - type: 'null'
          title: Organization Id
      - name: session
        in: cookie
        required: false
        schema:
          anyOf:
          - type: string
          - type: 'null'
          title: Session
      requestBody:
        required: true
        content:
          application/json:
            schema:
              $ref: '#/components/schemas/ExtractV2JobCreate'
      responses:
        '200':
          description: Successful Response
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/ExtractV2Job'
        '422':
          description: Validation Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
    get:
      tags:
      - Extract
      summary: List Extract Jobs
      description: 'List extraction jobs with optional filtering and pagination.


        Filter by `configuration_id`, `status`, `file_input`,

        or creation date range. Results are returned newest-first.

        Use `expand=configuration` to include the full configuration used,

        and `expand=extract_metadata` for per-field metadata.'
      operationId: list_extract_jobs_api_v2_extract_get
      security:
      - HTTPBearer: []
      parameters:
      - name: document_input_type
        in: query
        required: false
        schema:
          anyOf:
          - type: string
          - type: 'null'
          description: Filter by document input type (file_id or parse_job_id)
          title: Document Input Type
        description: Filter by document input type (file_id or parse_job_id)
      - name: file_input
        in: query
        required: false
        schema:
          anyOf:
          - type: string
          - type: 'null'
          description: Filter by file input value
          title: File Input
        description: Filter by file input value
      - name: document_input_value
        in: query
        required: false
        schema:
          anyOf:
          - type: string
          - type: 'null'
          description: 'Deprecated: use file_input instead'
          deprecated: true
          title: Document Input Value
        description: 'Deprecated: use file_input instead'
        deprecated: true
      - name: status
        in: query
        required: false
        schema:
          anyOf:
          - enum:
            - PENDING
            - THROTTLED
            - RUNNING
            - COMPLETED
            - FAILED
            - CANCELLED
            type: string
          - type: 'null'
          description: Filter by status
          title: Status
        description: Filter by status
      - name: page_size
        in: query
        required: false
        schema:
          anyOf:
          - type: integer
          - type: 'null'
          description: Number of items per page
          title: Page Size
        description: Number of items per page
      - name: page_token
        in: query
        required: false
        schema:
          anyOf:
          - type: string
          - type: 'null'
          description: Token for pagination
          title: Page Token
        description: Token for pagination
      - name: job_ids
        in: query
        required: false
        schema:
          anyOf:
          - type: array
            items:
              type: string
          - type: 'null'
          description: Filter by specific job IDs
          title: Job Ids
        description: Filter by specific job IDs
      - name: expand
        in: query
        required: false
        schema:
          type: array
          items:
            type: string
          description: 'Additional fields to include: configuration, extract_metadata'
          title: Expand
        description: 'Additional fields to include: configuration, extract_metadata'
      - name: project_id
        in: query
        required: false
        schema:
          anyOf:
          - type: string
            format: uuid
          - type: 'null'
          title: Project Id
      - name: organization_id
        in: query
        required: false
        schema:
          anyOf:
          - type: string
            format: uuid
          - type: 'null'
          title: Organization Id
      - name: configuration_id
        in: query
        required: false
        schema:
          anyOf:
          - type: string
          - type: 'null'
          description: Filter by configuration ID
          examples:
          - cfg-11111111-2222-3333-4444-555555555555
          title: Configuration Id
        description: Filter by configuration ID
      - name: created_at_on_or_after
        in: query
        required: false
        schema:
          anyOf:
          - type: string
            format: date-time
          - type: 'null'
          description: Include items created at or after this timestamp (inclusive)
          title: Created At On Or After
        description: Include items created at or after this timestamp (inclusive)
      - name: created_at_on_or_before
        in: query
        required: false
        schema:
          anyOf:
          - type: string
            format: date-time
          - type: 'null'
          description: Include items created at or before this timestamp (inclusive)
          title: Created At On Or Before
        description: Include items created at or before this timestamp (inclusive)
      - name: session
        in: cookie
        required: false
        schema:
          anyOf:
          - type: string
          - type: 'null'
          title: Session
      responses:
        '200':
          description: Successful Response
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/ExtractV2JobQueryResponse'
        '422':
          description: Validation Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
  /api/v2/extract/{job_id}:
    get:
      tags:
      - Extract
      summary: Get Extract Job
      description: 'Get a single extraction job by ID.


        Returns the job status and results when complete.

        Use `expand=configuration` to include the full configuration used,

        and `expand=extract_metadata` for per-field metadata.'
      operationId: get_extract_job_api_v2_extract__job_id__get
      security:
      - HTTPBearer: []
      parameters:
      - name: job_id
        in: path
        required: true
        schema:
          type: string
          title: Job Id
      - name: expand
        in: query
        required: false
        schema:
          type: array
          items:
            type: string
          description: 'Additional fields to include: configuration, extract_metadata'
          title: Expand
        description: 'Additional fields to include: configuration, extract_metadata'
      - name: project_id
        in: query
        required: false
        schema:
          anyOf:
          - type: string
            format: uuid
          - type: 'null'
          title: Project Id
      - name: organization_id
        in: query
        required: false
        schema:
          anyOf:
          - type: string
            format: uuid
          - type: 'null'
          title: Organization Id
      - name: session
        in: cookie
        required: false
        schema:
          anyOf:
          - type: string
          - type: 'null'
          title: Session
      responses:
        '200':
          description: Successful Response
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/ExtractV2Job'
        '422':
          description: Validation Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
    delete:
      tags:
      - Extract
      summary: Delete Extract Job
      description: Delete an extraction job and its results.
      operationId: delete_extract_job_api_v2_extract__job_id__delete
      security:
      - HTTPBearer: []
      parameters:
      - name: job_id
        in: path
        required: true
        schema:
          type: string
          title: Job Id
      - name: project_id
        in: query
        required: false
        schema:
          anyOf:
          - type: string
            format: uuid
          - type: 'null'
          title: Project Id
      - name: organization_id
        in: query
        required: false
        schema:
          anyOf:
          - type: string
            format: uuid
          - type: 'null'
          title: Organization Id
      - name: session
        in: cookie
        required: false
        schema:
          anyOf:
          - type: string
          - type: 'null'
          title: Session
      responses:
        '200':
          description: Successful Response
          content:
            application/json:
              schema: {}
        '422':
          description: Validation Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
  /api/v2/extract/{job_id}/cancel:
    post:
      tags:
      - Extract
      summary: Cancel Extract Job
      description: 'Cancel a running extraction job.


        Stops processing and marks the job as CANCELLED. Returns the updated job. Jobs already in a terminal state (COMPLETED, FAILED, CANCELLED) cannot be cancelled.'
      operationId: cancel_extract_job_api_v2_extract__job_id__cancel_post
      security:
      - HTTPBearer: []
      parameters:
      - name: job_id
        in: path
        required: true
        schema:
          type: string
          title: Job Id
      - name: project_id
        in: query
        required: false
        schema:
          anyOf:
          - type: string
            format: uuid
          - type: 'null'
          title: Project Id
      - name: organization_id
        in: query
        required: false
        schema:
          anyOf:
          - type: string
            format: uuid
          - type: 'null'
          title: Organization Id
      - name: session
        in: cookie
        required: false
        schema:
          anyOf:
          - type: string
          - type: 'null'
          title: Session
      responses:
        '200':
          description: Successful Response
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/ExtractV2Job'
        '422':
          description: Validation Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
components:
  schemas:
    LlamaParseWebhookConfiguration:
      properties:
        webhook_url:
          anyOf:
          - type: string
            pattern: '^https?:'
          - type: 'null'
          title: Webhook Url
          description: HTTPS URL to receive webhook POST requests. Must be publicly accessible
        webhook_headers:
          anyOf:
          - additionalProperties: true
            type: object
          - type: 'null'
          title: Webhook Headers
          description: 'Custom HTTP headers to include in webhook requests. Use for authentication tokens or custom routing. Example: {''Authorization'': ''Bearer xyz''}'
        webhook_events:
          anyOf:
          - items:
              type: string
            type: array
          - type: 'null'
          title: Webhook Events
          description: 'Events that trigger this webhook. Options: ''parse.success'' (job completed), ''parse.error'' (job failed), ''parse.partial_success'' (some pages failed), ''parse.pending'', ''parse.running'', ''parse.cancelled''. If not specified, webhook fires for all events'
          examples:
          - - parse.success
            - parse.error
        webhook_output_format:
          anyOf:
          - type: string
            enum:
            - string
            - json
          - type: 'null'
          title: Webhook Output Format
          description: Format of the webhook payload body. 'string' (default) sends the payload as a JSON-encoded string; 'json' sends it as a JSON object.
          examples:
          - json
      additionalProperties: false
      type: object
      title: LlamaParseWebhookConfiguration
      description: 'Webhook configuration for receiving parsing job notifications.


        Webhooks are called when specified events occur during job processing.

        Configure multiple webhook configurations to send to different endpoints.'
    SplitCategory:
      properties:
        name:
          type: string
          maxLength: 200
          minLength: 1
          title: Name
          description: Name of the category.
        description:
          anyOf:
          - type: string
            maxLength: 2000
            minLength: 1
          - type: 'null'
          title: Description
          description: Optional description of what content belongs in this category.
      type: object
      required:
      - name
      title: SplitCategory
      description: Category definition for document splitting.
    ExtractV2Parameters:
      properties:
        target_pages:
          anyOf:
          - type: string
          - type: 'null'
          title: Target Pages
          description: Comma-separated page numbers or ranges to process (1-based). Omit to process all pages.
          examples:
          - 1,3,5-7
          - 1-3,8-10
        max_pages:
          anyOf:
          - type: integer
            minimum: 1.0
          - type: 'null'
          title: Max Pages
          description: Maximum number of pages to process. Omit for no limit.
          examples:
          - 10
        tier:
          type: string
          enum:
          - cost_effective
          - agentic
          title: Tier
          description: 'Extract tier: cost_effective (5 credits/page) or agentic (15 credits/page)'
          default: cost_effective
          examples:
          - cost_effective
          - agentic
        version:
          type: string
          title: Version
          description: Use 'latest' for the latest release for the selected tier or a date string (YYYY-MM-DD format) to pin to the nearest release at or before that date.
          default: latest
          examples:
          - latest
        data_schema:
          additionalProperties:
            anyOf:
            - additionalProperties: true
              type: object
            - items: {}
              type: array
            - type: string
            - type: integer
            - type: number
            - type: boolean
            - type: 'null'
          type: object
          title: Data Schema
          description: JSON Schema defining the fields to extract. Validate with the /schema/validate endpoint first.
        extraction_target:
          type: string
          enum:
          - per_doc
          - per_page
          - per_table_row
          title: Extraction Target
          description: 'Granularity of extraction: per_doc returns one object per document, per_page returns one object per page, per_table_row returns one object per table row'
          default: per_doc
          examples:
          - per_doc
          - per_page
          - per_table_row
        system_prompt:
          anyOf:
          - type: string
          - type: 'null'
          title: System Prompt
          description: Custom system prompt to guide extraction behavior
          examples:
          - Extract all monetary values in USD. If a currency is not specified, assume USD.
        cite_sources:
          type: boolean
          title: Cite Sources
          description: Include citations in results
          default: false
        confidence_scores:
          type: boolean
          title: Confidence Scores
          description: Include confidence scores in results
          default: false
        parse_tier:
          anyOf:
          - type: string
          - type: 'null'
          title: Parse Tier
          description: Parse tier to use before extraction. Defaults to the extract tier if not specified.
          examples:
          - fast
          - cost_effective
        parse_config_id:
          anyOf:
          - type: string
          - type: 'null'
          title: Parse Config Id
          description: Saved parse configuration ID to control how the document is parsed before extraction
          examples:
          - cfg-11111111-2222-3333-4444-555555555555
        product_type:
          type: string
          const: extract_v2
          title: Product Type
          description: Product type.
      type: object
      required:
      - data_schema
      - product_type
      title: ExtractV2Parameters
      description: Typed parameters for an *extract v2* product configuration.
    UntypedParameters:
      properties:
        product_type:
          type: string
          const: unknown
          title: Product Type
          description: Product type.
      additionalProperties: true
      type: object
      required:
      - product_type
      title: UntypedParameters
      description: 'Catch-all for configurations without a dedicated typed schema.


        Accepts arbitrary JSON fields alongside ``product_type``.'
    SplitV1Parameters:
      properties:
        categories:
          items:
            $ref: '#/components/schemas/SplitCategory'
          type: array
          maxItems: 50
          minItems: 1
          title: Categories
          description: Categories to split documents into.
        splitting_strategy:
          $ref: '#/components/schemas/SplitStrategy'
          description: Strategy for splitting documents.
        product_type:
          type: string
          const: split_v1
          title: Product Type
          description: Product type.
      type: object
      required:
      - categories
      - product_type
      title: SplitV1Parameters
      description: Typed parameters for a *split v1* product configuration.
    LlamaParseTables:
      properties:
        compact_markdown_tables:
          anyOf:
          - type: boolean
          - type: 'null'
          title: Compact Markdown Tables
          description: Remove extra whitespace padding in markdown table cells for more compact output
        output_tables_as_markdown:
          anyOf:
          - type: boolean
          - type: 'null'
          title: Output Tables As Markdown
          description: Output tables as markdown pipe tables instead of HTML <table> tags. Markdown tables are simpler but cannot represent complex structures like merged cells
        markdown_table_multiline_separator:
          anyOf:
          - type: string
          - type: 'null'
          title: Markdown Table Multiline Separator
          description: 'Separator string for multiline cell content in markdown tables. Example: ''<br>'' to preserve line breaks, '' '' to join with spaces'
        merge_continued_tables:
          anyOf:
          - type: boolean
          - type: 'null'
          title: Merge Continued Tables
          description: Automatically merge tables that span multiple pages into a single table. The merged table appears on the first page with merged_from_pages metadata
      additionalProperties: false
      type: object
      title: LlamaParseTables
      description: Table formatting options for markdown output.
    LlamaParseOutputOptions:
      properties:
        markdown:
          $ref: '#/components/schemas/LlamaParseMarkdownOptions'
          description: Markdown formatting options including table styles and link annotations
        spatial_text:
          $ref: '#/components/schemas/LlamaParseSpatialTextOptions'
          description: Spatial text output options for preserving document layout structure
        tables_as_spreadsheet:
          $ref: '#/components/schemas/LlamaParseTablesAsSpreadsheetOptions'
          description: Options for exporting tables as XLSX spreadsheets
        extract_printed_page_number:
          anyOf:
          - type: boolean
          - type: 'null'
          title: Extract Printed Page Number
          description: Extract the printed page number as it appears in the document (e.g., 'Page 5 of 10', 'v', 'A-3'). Useful for referencing original page numbers
        images_to_save:
          items:
            type: string
            enum:
            - screenshot
            - embedded
            - layout
          type: array
          title: Images To Save
          description: 'Image categories to extract and save. Options: ''screenshot'' (full page renders useful for visual QA), ''embedded'' (images found within the document), ''layout'' (cropped regions from layout detection like figures and diagrams). Empty list saves no images'
        additional_outputs:
          items:
            type: string
          type: array
          title: Additional Outputs
          description: 'Optional additional output artifacts to save alongside the primary parse output. Each value opts in to generating and persisting one extra file; the empty list (default) saves none. The three accepted values are: ''stripped_md'' — per-page markdown stripped of formatting (links, bold/italic, images, HTML), saved as JSON for full-text-search indexing; fetch via `expand=stripped_markdown_content_metadata`. ''concatenated_stripped_txt'' — all stripped pages concatenated into a single plain-text file with `\n\n---\n\n` between pages, useful for feeding the document into search or embedding pipelines as one blob; fetch via `expand=concatenated_stripped_markdown_content_metadata`. ''word_bbox'' — raw word-level bounding boxes (one JSON object per word, with page number and x/y/w/h coordinates) saved as JSONL, useful for highlighting or grounding extracted answers back to the source document; fetch via `expand=raw_words_content_metadata`.'
          examples:
          - - stripped_md
            - concatenated_stripped_txt
            - word_bbox
        granular_bboxes:
          items:
            type: string
            enum:
            - cell
            - line
            - word
          type: array
          title: Granular Bboxes
          description: Bounding-box granularity levels to compute for the parse. 'word' computes one bounding box per detected word; 'line' computes one per text line; 'cell' computes one per table cell. Multiple levels can be requested. Empty list (default) disables granular bboxes — only item-level layout boxes are returned on the result. When set, the computed boxes are not inlined on the result items; they are written to a separate `grounded_items` sidecar (JSONL, one row per page) and exposed as `result_content_metadata.grounded_items` (a presigned download URL) on the parse result. Each row matches the `GroundedJsonItem` shape.
          examples:
          - - word
            - line
            - cell
      additionalProperties: false
      type: object
      title: LlamaParseOutputOptions
      description: 'Output formatting and content extraction options.


        Controls how parsed content is formatted and what additional data is extracted.'
    AutoModeIgnoreOptions:
      properties:
        ignore_diagonal_text:
          anyOf:
          - type: boolean
          - type: 'null'
          title: Ignore Diagonal Text
          description: Whether to ignore diagonal text in the document
        ignore_hidden_text:
          anyOf:
          - type: boolean
          - type: 'null'
          title: Ignore Hidden Text
          description: Whether to ignore hidden text in the document
      additionalProperties: false
      type: object
      title: AutoModeIgnoreOptions
      description: Ignore options for auto mode parsing configuration.
    LlamaParseHtmlOptions:
      properties:
        make_all_elements_visible:
          anyOf:
          - type: boolean
          - type: 'null'
          title: Make All Elements Visible
          description: Force all HTML elements to be visible by overriding CSS display/visibility properties. Useful for parsing pages with hidden content or collapsed sections
        remove_fixed_elements:
          anyOf:
          - type: boolean
          - type: 'null'
          title: Remove Fixed Elements
          description: Remove fixed-position elements (headers, footers, floating buttons) that appear on every page render
        remove_navigation_elements:
          anyOf:
          - type: boolean
          - type: 'null'
          title: Remove Navigation Elements
          description: Remove navigation elements (nav bars, sidebars, menus) to focus on main content
      additionalProperties: false
      type: object
      title: LlamaParseHtmlOptions
      description: HTML/web page parsing options.
    ExtractV2Job:
      properties:
        file_input:
          type: string
          title: File Input
          description: File ID or parse job ID that was extracted
          examples:
          - dfl-aaaaaaaa-bbbb-cccc-dddd-eeeeeeeeeeee
        id:
          type: string
          title: Id
          description: Unique job identifier (job_id)
          examples:
          - ext-aaaaaaaa-bbbb-cccc-dddd-eeeeeeeeeeee
        project_id:
          type: string
          title: Project Id
          description: Project this job belongs to
          examples:
          - prj-aaaaaaaa-bbbb-cccc-dddd-eeeeeeeeeeee
        configuration_id:
          anyOf:
          - type: string
          - type: 'null'
          title: Configuration Id
          description: Saved extract configuration ID used for this job, if any
          examples:
          - cfg-11111111-2222-3333-4444-555555555555
        configuration:
          anyOf:
          - $ref: '#/components/schemas/ExtractConfiguration'
          - type: 'null'
          description: Configuration used for this job
        status:
          type: string
          title: Status
          description: 'Current job status.


            - `PENDING` — queued, not yet started

            - `RUNNING` — actively processing

            - `COMPLETED` — finished successfully

            - `FAILED` — terminated with an error

            - `CANCELLED` — cancelled by user'
          examples:
          - COMPLETED
        error_message:
          anyOf:
          - type: string
          - type: 'null'
          title: Error Message
          description: Error details when status is FAILED
        extract_result:
          anyOf:
          - additionalProperties:
              anyOf:
              - additionalProperties: true
                type: object
              - items: {}
                type: array
              - type: string
              - type: integer
              - type: number
              - type: boolean
              - type: 'null'
            type: object
          - items:
              additionalProperties:
                anyOf:
                - additionalProperties: true
                  type: object
                - items: {}
                  type: array
                - type: string
                - type: integer
                - type: number
                - type: boolean
                - type: 'null'
              type: object
            type: array
          - type: 'null'
          title: Extract Result
          description: Extracted data conforming to the data_schema. Returns a single object for per_doc, or an array for per_page / per_table_row.
        extract_metadata:
          anyOf:
          - $ref: '#/components/schemas/ExtractJobMetadata'
          - type: 'null'
          description: Extraction metadata including per-field info
        metadata:
          anyOf:
          - $ref: '#/components/schemas/ExtractV2JobMetadata'
          - type: 'null'
          description: Custom metadata - limited to enterprise plans.
        created_at:
          type: string
          format: date-time
          title: Created At
          description: Creation timestamp
        updated_at:
          type: string
          format: date-time
          title: Updated At
          description: Last update timestamp
      type: object
      required:
      - file_input
      - id
      - project_id
      - status
      - created_at
      - updated_at
      title: ExtractV2Job
      description: An extraction job.
    LlamaParseProcessingOptions:
      properties:
        ignore:
          $ref:

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