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Runtime error
Runtime error
Eric Botti
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Parent(s):
initial commit
Browse files- .gitignore +4 -0
- main.py +63 -0
- requirements.txt +0 -0
- setup.py +26 -0
.gitignore
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venv
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transcript.txt
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notes.txt
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config.ini
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main.py
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# standard
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import configparser
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import os
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import time
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# 3rd party
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from langchain.llms import OpenAI
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from langchain import LLMChain
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from langchain.document_loaders import UnstructuredFileLoader
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from langchain.text_splitter import RecursiveCharacterTextSplitter
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from langchain import PromptTemplate
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# read config
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config = configparser.ConfigParser()
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config.read('config.ini')
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def summarize_chunks(chunks):
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number_of_chunks = len(chunks)
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print(f"Summarizing: {number_of_chunks} chunks")
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chunk_summaries = []
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start_time = time.time()
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for i, chunk in enumerate(chunks, 1):
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chunk_summaries.append(chain.run(chunk))
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# info
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elapsed_time = time.time() - start_time
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minutes = elapsed_time // 60
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print(f"Completed Summary {i}/{number_of_chunks}, {minutes:.0f} minutes {elapsed_time - 60 * minutes:.2f} seconds elapsed")
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return chunk_summaries
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if __name__ == '__main__':
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# read config variables
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if not os.getenv("OPENAI_API_KEY"):
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os.environ["OPENAI_API_KEY"] = config['REQUIRED']['openai-api-key']
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transcript_filepath = config['OPTIONAL']['transcript-filepath']
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notes_filepath = config['OPTIONAL']['notes-filepath']
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llm = OpenAI(temperature=0)
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loader = UnstructuredFileLoader(transcript_filepath)
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transcript = loader.load()
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# Split the text into smaller chunks that can be processed by the AI
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text_splitter = RecursiveCharacterTextSplitter(chunk_size=2000, chunk_overlap=0)
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chunks = text_splitter.split_documents(transcript)
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prompt = PromptTemplate(
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template="Write a concise summary of the following: {transcript}",
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input_variables=['transcript']
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)
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chain = LLMChain(
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prompt=prompt,
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llm=llm,
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verbose=False
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)
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summaries = summarize_chunks(chunks)
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meeting_notes = ''.join([summary for summary in summaries])
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with open(notes_filepath, 'w') as f:
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f.write(meeting_notes)
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requirements.txt
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Binary file (2.8 kB). View file
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setup.py
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"""
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Run this script first to install requirements.txt and create config file
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"""
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import configparser
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import sys
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import subprocess
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# install requirements.txt
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subprocess.check_call([sys.executable, '-m', 'pip', 'install', '-r', 'requirements.txt'])
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# create default config file
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config = configparser.ConfigParser()
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# Required
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config['REQUIRED'] = {
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"openai-api-key": "Replace this with your key"
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}
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# Optional
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config['OPTIONAL'] = {
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'transcript-filepath': 'transcript.txt',
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'notes-filepath': 'notes.txt'
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}
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with open('config.ini', 'w') as configfile:
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config.write(configfile)
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