microsoft--promptflow/examples/flows/integrations/azure-ai-language/analyze_documents/flow.dag.yaml

$schema: https://azuremlschemas.azureedge.net/promptflow/latest/Flow.schema.json
environment:
  python_requirements_txt: requirements.txt
inputs:
  document_path:
    type: string
    default: ./document1.txt
  language:
    type: string
    default: en
outputs:
  extractive_summary:
    type: string
    reference: ${Extractive_Summarization.output}
  abstractive_summary:
    type: string
    reference: ${Abstractive_Summarization.output}
  sentiment:
    type: string
    reference: ${Sentiment_Analysis.output}
  recognized_entities:
    type: string
    reference: ${Entity_Recognition.output}
  pii:
    type: string
    reference: ${PII_Entity_Recognition.output}
nodes:
- name: Read_File
  type: python
  source:
    type: code
    path: read_file.py
  inputs:
    file_path: ${inputs.document_path}
- name: Translator
  type: python
  source:
    type: package
    tool: language_tools.tools.translator.get_translation
  inputs:
    connection: azure_ai_translator
    text: ${Read_File.output}
    translate_to:
    - en
    parse_response: true
- name: Parse_Translation
  type: python
  source:
    type: code
    path: parse_skill_to_text.py
  inputs:
    output: ${Translator.output}
    skill: TRANSLATION
- name: Create_PII_Doc
  type: python
  source:
    type: code
    path: create_document.py
  inputs:
    id: 1
    text: ${Parse_Translation.output}
    language: ${inputs.language}
- name: PII_Entity_Recognition
  type: python
  source:
    type: package
    tool: language_tools.tools.pii_entity_recognition.get_pii_entity_recognition
  inputs:
    connection: azure_ai_language
    parse_response: true
    document: ${Create_PII_Doc.output}
- name: Parse_PII
  type: python
  source:
    type: code
    path: parse_skill_to_text.py
  inputs:
    output: ${PII_Entity_Recognition.output}
    skill: PII
- name: Create_Redacted_Doc
  type: python
  source:
    type: code
    path: create_document.py
  inputs:
    id: 2
    text: ${Parse_PII.output}
    language: ${inputs.language}
- name: Entity_Recognition
  type: python
  source:
    type: package
    tool: language_tools.tools.entity_recognition.get_entity_recognition
  inputs:
    connection: azure_ai_language
    parse_response: true
    document: ${Create_Redacted_Doc.output}
- name: Extractive_Summarization
  type: python
  source:
    type: package
    tool: language_tools.tools.extractive_summarization.get_extractive_summarization
  inputs:
    connection: azure_ai_language
    query: Cloud AI
    parse_response: true
    document: ${Create_Redacted_Doc.output}
- name: Abstractive_Summarization
  type: python
  source:
    type: package
    tool: language_tools.tools.abstractive_summarization.get_abstractive_summarization
  inputs:
    connection: azure_ai_language
    parse_response: true
    query: quarterly results
    summary_length: medium
    document: ${Create_Redacted_Doc.output}
- name: Parse_Summary
  type: python
  source:
    type: code
    path: parse_skill_to_text.py
  inputs:
    output: ${Abstractive_Summarization.output}
    skill: ABSTRACTIVE
- name: Create_Summary_Doc
  type: python
  source:
    type: code
    path: create_document.py
  inputs:
    id: 3
    text: ${Parse_Summary.output}
    language: ${inputs.language}
- name: Sentiment_Analysis
  type: python
  source:
    type: package
    tool: language_tools.tools.sentiment_analysis.get_sentiment_analysis
  inputs:
    connection: azure_ai_language
    parse_response: true
    document: ${Create_Summary_Doc.output}