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  • A language for LLM immediate design | Steerage

A language for LLM immediate design | Steerage

Steerage calls itself “a steerage language for controlling massive language fashions”, and is an open supply undertaking by Microsoft that “allows [prompt designers] to manage fashionable language fashions extra successfully and effectively than conventional prompting or chaining”. This can be a tutorial on Steerage to see whether or not it delivers on that promise and the way it matches into the LLM (massive language fashions, like GPT-3, Cohere, Alpaca, Claude and so on) tooling ecosystem.

As a substitute of parting methods together with your cash on “immediate engineering gurus” solely to discover ways to write clear directions in English (!), make investments the money and time into studying learn how to create higher interfaces between immediate and output utilizing a framework (or extra precisely templating language) like Steerage. It really works with nearly all LLMs (proprietary ones like GPT, to open supply fashions on huggingface).

– Watch PART 1 of the LangChain / LLM sequence:Construct a GPT Q&A by yourself knowledgehttps://youtu.be/DYOU_Z0hAwo

– Watch PART 2 of the LangChain / LLM sequence:LangChain + OpenAI to speak w/ (question) personal Database / CSV!https://youtu.be/Fz0WJWzfNPI

– Watch PART 3 of the LangChain / LLM sequenceLangChain + HuggingFace’s Inference API (no OpenAI credit required!)https://youtu.be/dD_xNmePdd0

– Watch PART 4 of the LangChain / LLM sequenceUnderstanding Embeddings in LLMs (ft LlamadIndex + Chroma db)https://youtu.be/6uyBc0jm1xQ

– Watch PART 5 of the LangChain / LLM sequenceQuestion any web site with GPT3 and LlamaIndexhttps://youtu.be/6K1lyyzpxtk

– Watch PART 6 of the LangChain / LLM sequenceDomestically-hosted, offline LLM w/LlamaIndex + OPT (open supply, instruction-tuning LLM)https://youtu.be/qAvHs6UNb2k

– Watch PART 7 of the LangChain / LLM sequenceConstructing an AI language tutor: Pinecone + LlamaIndex + GPT-3 + BeautifulSouphttps://youtu.be/k8G1EDZgF1E

– Watch PART 8 of the LangChain / LLM sequenceConstructing a queryable journal w/ OpenAI, markdown & LlamaIndex https://youtu.be/OzDhJOR5IfQ

– Watch PART 9 of the LLM sequenceMaking a Sci-Fi sport w/ Cohere LLM + Stability.ai: Generative AI tutorialhttps://youtu.be/uR93yTNGtP4

– Watch PART 10 of the LLM sequenceGPT builds complete app from immediate (ft. SMOL Developer)https://youtu.be/Ll_VIsIjuFg

Hyperlink to Steerage (GitHub): https://github.com/microsoft/guidance

All of the code for the LLM (massive language fashions) sequence that includes GPT-3, ChatGPT, LangChain, LlamaIndex and extra are on my github repository so go and star or fork it. Comfortable Coding!https://github.com/onlyphantom/llm-python