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82 lines
1.8 KiB
YAML
82 lines
1.8 KiB
YAML
$schema: https://azuremlschemas.azureedge.net/promptflow/latest/Flow.schema.json
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inputs:
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chat_history:
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type: list
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default: []
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pdf_url:
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type: string
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default: https://arxiv.org/pdf/1810.04805.pdf
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question:
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type: string
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is_chat_input: true
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default: what is BERT?
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config:
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type: object
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default:
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EMBEDDING_MODEL_DEPLOYMENT_NAME: text-embedding-ada-002
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CHAT_MODEL_DEPLOYMENT_NAME: gpt-4
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PROMPT_TOKEN_LIMIT: 3000
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MAX_COMPLETION_TOKENS: 1024
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VERBOSE: true
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CHUNK_SIZE: 1024
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CHUNK_OVERLAP: 64
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outputs:
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answer:
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type: string
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is_chat_output: true
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reference: ${qna_tool.output.answer}
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context:
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type: string
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reference: ${find_context_tool.output.context}
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nodes:
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- name: setup_env
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type: python
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source:
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type: code
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path: setup_env.py
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inputs:
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connection: open_ai_connection
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config: ${inputs.config}
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- name: download_tool
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type: python
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source:
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type: code
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path: download_tool.py
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inputs:
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url: ${inputs.pdf_url}
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env_ready_signal: ${setup_env.output}
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- name: build_index_tool
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type: python
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source:
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type: code
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path: build_index_tool.py
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inputs:
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pdf_path: ${download_tool.output}
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- name: find_context_tool
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type: python
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source:
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type: code
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path: find_context_tool.py
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inputs:
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question: ${rewrite_question_tool.output}
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index_path: ${build_index_tool.output}
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- name: qna_tool
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type: python
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source:
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type: code
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path: qna_tool.py
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inputs:
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prompt: ${find_context_tool.output.prompt}
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history: ${inputs.chat_history}
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- name: rewrite_question_tool
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type: python
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source:
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type: code
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path: rewrite_question_tool.py
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inputs:
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question: ${inputs.question}
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history: ${inputs.chat_history}
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env_ready_signal: ${setup_env.output}
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environment:
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python_requirements_txt: requirements.txt
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