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Eurico149
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Commit
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9defe9f
1
Parent(s):
77b3d53
feat: text summarization tool for supervisor agent
Browse files- app.py +3 -1
- tools/TextSummarizerTool.py +26 -0
- tools/__init__.py +1 -0
app.py
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@@ -6,6 +6,7 @@ from langgraph.checkpoint.memory import InMemorySaver
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from dotenv import load_dotenv
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from agents import get_book_retriver_agent
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from tools import get_retrieve_book_context_rag_agent_tool
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class GradioAgent:
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@@ -37,7 +38,8 @@ class GradioAgent:
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rag_agent = get_book_retriver_agent()
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tools = [
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get_retrieve_book_context_rag_agent_tool(rag_agent)
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]
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prompt = ("You are a helpful and usefull coordinator agent, you have access to a collection of tools and"
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from dotenv import load_dotenv
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from agents import get_book_retriver_agent
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from tools import get_retrieve_book_context_rag_agent_tool
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from tools import get_summarization_tool
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class GradioAgent:
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rag_agent = get_book_retriver_agent()
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tools = [
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get_retrieve_book_context_rag_agent_tool(rag_agent),
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get_summarization_tool()
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]
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prompt = ("You are a helpful and usefull coordinator agent, you have access to a collection of tools and"
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tools/TextSummarizerTool.py
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from langchain_huggingface import HuggingFacePipeline
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from transformers import pipeline
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from langchain.tools import tool
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def get_summarization_tool():
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summarizer = pipeline("summarization", model="facebook/bart-large-cnn")
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hf_summarizer = HuggingFacePipeline(pipeline=summarizer)
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@tool
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def summarize_tool(text: str) -> str:
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""" Summarize a given text only if the user explicitly asks for a summary or if summarization is clearly required.
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Args:
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text: text to be summarized
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"""
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sumirized_text = hf_summarizer.invoke(
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text,
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max_length=350,
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min_length=50,
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do_sample=False
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)
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return sumirized_text
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return summarize_tool
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tools/__init__.py
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@@ -1,2 +1,3 @@
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from .RetriveBooksDataTool import get_retrieve_book_context_tool
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from .BookRetriverRagAgent import get_retrieve_book_context_rag_agent_tool
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from .RetriveBooksDataTool import get_retrieve_book_context_tool
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from .BookRetriverRagAgent import get_retrieve_book_context_rag_agent_tool
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from .TextSummarizerTool import get_summarization_tool
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