Langchain Async explained. Make multiple OpenAI chatgpt API calls at the same time video files (Patreon)

Code files are for video: https://youtu.be/eAikW9o1Ros

MAKING PARALLEL CALLS TO THE LLM WILL COST EXTRA TOKENS!!

Async is important because you can run multiple calls to the OpenAI API at the same time instead of one by one. Therefore it results in significant speed gains when you want to make multiple calls at the same time.

Relevant links:
langchain async blog post: https://blog.langchain.dev/async-api/

miniconda: https://docs.conda.io/en/latest/miniconda.html

Python Async walkthrough: https://realpython.com/async-io-python/#setting-up-your-environment

langchain async for llm calls: https://langchain.readthedocs.io/en/latest/modules/llms/async_llm.html

langchain async for chain calls: https://langchain.readthedocs.io/en/latest/modules/chains/async_chain.html

lanchain async for agent calls: https://langchain.readthedocs.io/en/latest/modules/agents/examples/async_agent.html

wikipedia article about Kaprekar's constant: https://en.wikipedia.org/wiki/6174_(number)