A askGPT project.
Use ruby on rails. Deploy on AWS cloud by puma and Nginx. Use OpenAI GPT model API.
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Project1-Ask My Book. Refer to https://github.com/slavingia/askmybook/
- create and edit question for books, like "The minimalist entrepreneur"
- find previous question, if not have, reply a new answer by openai:completions, with prompts constructed by embedding context. calculate language similarity by openai:embedding vector cosine similarity.
- use gpt-3.5-turbo model (openai:chat)
- use python script to create book context data-frame of pages and embedding. usage: lib/tasks/pdf_to_pages_embedding.py
- deploy: http://asky.ideaplayer.shop/prompts/
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Project2 Stochastic Idea Player. Inspired by Idea Buyer Club（灵感买家俱乐部）
- input two words like zone and thing, output a random oblique strategies card. and then explain it longer with OpenAI-GPT3.
- you can send it to your email-address or share picture on social media.
- it's a cyber-psychic rites. it needs a role like me to reflect your feelings and link the imagination between this explaination and your question/goals. I'm a part-time psycho-counselor.
- take it seriously.
- deploy: http://asky.ideaplayer.shop
Things you may want to cover:
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Ruby version: 3.1.3p185
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System dependencies
- linux (aws, aliyun)
- windows
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Configuration
- rewrite your env.example to .env, which including: OPENAI_API_TOKEN and RESEMBLE_AI_API, WY_MAIL_SMTP
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Database creation
- splite3 , cmd: rails db:migrate
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Database initialization
- python read book-pdf: python pdf_to_pages_embedding.py -pdf yourbook.pdf
- write some question and answer with chat context in config/initializers/my_book.rb
- book.pdf , book.pdf.pages.csv and book.pdf.embeddings.csv should be store at /storage folder.
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How to run the test suite
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Services (job queues, cache servers, search engines, etc.)
- config your nginx_config
- config puma.rb
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Deployment instructions
- bundle install
- service nginx start
- sh pumactrl.sh start
- RAILS_ENV="" rake assets:precompile
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