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docs: templates updated titles (#25646)

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Updated titles into a consistent format. 
Fixed links to the diagrams.
Fixed typos.
Note: The Templates menu in the navbar is now sorted by the file names.
I'll try sorting the navbar menus by the page titles, not the page file
names.
This commit is contained in:
Leonid Ganeline
2024-08-23 01:19:38 -07:00
committed by GitHub
parent 1b2ae40d45
commit 163ef35dd1
106 changed files with 366 additions and 344 deletions
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templates/rag-matching-engine/README.md
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# RAG - Google Cloud Matching Engine
# rag-matching-engine
This template performs RAG using [Google Cloud Vertex Matching Engine](https://cloud.google.com/blog/products/ai-machine-learning/vertex-matching-engine-blazing-fast-and-massively-scalable-nearest-neighbor-search).
This template performs RAG using Google Cloud Platform's Vertex AI with the matching engine.
It will utilize a previously created index to retrieve relevant documents or contexts based on user-provided questions.
It utilizes a previously created index to retrieve relevant documents or contexts based on user-provided questions.
## Environment Setup

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templates/rag-matching-engine/pyproject.toml
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[tool.poetry]
name = "rag-matching-engine"
version = "0.0.1"
description = "RAG using Google Cloud Platform's Vertex AI"
description = "RAG using Google Cloud Platform's Vertex AI Matching Engine"
authors = ["Leonid Kuligin"]
readme = "README.md"