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Ahmad-Moiz
commited on
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•
ee29728
1
Parent(s):
4e92c28
Update app.py
Browse files
app.py
CHANGED
@@ -1,5 +1,6 @@
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import streamlit as st
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from dotenv import load_dotenv
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from pathlib import Path
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from typing import Any, Dict, List, Optional
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from llama_index.llama_pack.base import BaseLlamaPack
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@@ -10,7 +11,6 @@ from llama_index import ServiceContext
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from llama_index.schema import NodeWithScore
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from llama_index.response_synthesizers import TreeSummarize
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from pydantic import BaseModel
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import os
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import pdfplumber
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import io
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@@ -49,19 +49,22 @@ def _format_criteria_str(criteria: List[str]) -> str:
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return criteria_str
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class ResumeScreenerPack(BaseLlamaPack):
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def
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self,
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) -> None:
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self.reader = PDFReader()
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llm = llm or OpenAI(model="gpt-4", api_key=openai_api_key)
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service_context = ServiceContext.from_defaults(llm=llm)
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self.synthesizer = TreeSummarize(
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output_cls=ResumeScreenerDecision, service_context=service_context
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)
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criteria_str = _format_criteria_str(criteria)
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self.query = QUERY_TEMPLATE.format(
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job_description=job_description, criteria_str=criteria_str
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)
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def get_modules(self) -> Dict[str, Any]:
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"""Get modules."""
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@@ -116,4 +119,4 @@ def extract_text_from_pdf(uploaded_file):
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return ""
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if __name__ == "__main__":
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main()
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import streamlit as st
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from dotenv import load_dotenv
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import os
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from pathlib import Path
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from typing import Any, Dict, List, Optional
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from llama_index.llama_pack.base import BaseLlamaPack
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from llama_index.schema import NodeWithScore
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from llama_index.response_synthesizers import TreeSummarize
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from pydantic import BaseModel
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import pdfplumber
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import io
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return criteria_str
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class ResumeScreenerPack(BaseLlamaPack):
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def __init__(
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self,
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job_description: str = "",
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criteria: List[str] = [],
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llm: Optional[LLM] = None
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) -> None:
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self.reader = PDFReader()
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llm = llm or OpenAI(model="gpt-4", api_key=openai_api_key)
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service_context = ServiceContext.from_defaults(llm=llm)
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criteria_str = _format_criteria_str(criteria)
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self.query = QUERY_TEMPLATE.format(
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job_description=job_description, criteria_str=criteria_str
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)
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self.synthesizer = TreeSummarize(
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output_cls=ResumeScreenerDecision, service_context=service_context
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)
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def get_modules(self) -> Dict[str, Any]:
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"""Get modules."""
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return ""
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if __name__ == "__main__":
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main()
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