# Chunky Mongo #
## Purpose ##
Building a RAG architecture based GenAI project is not difficult. What is hard is perfecting a GenAI product. That's because the work is in fine tuning the context that you pass to a prompt to get the correct answer. And in understanding that answer can drift over time and must constantly be measured and monitored.
Chunky Mongo work to demonstrate that the chunk sizes used to do embeddings of private data can greatly impact the accuracy of the eventual output.
## Content ##
# Chunky Mongo #
Angular CLI app used to provide a pretty front-end for the data analysis. To act as a chatbot type interface so you don't have to do all of this via postman.
# API #
Java and Spring-Boot based app that provides the REST endpoint for the chatbot, and does the actual RAG architecture
# Scraper #
Simple python script to scrape data from a mongodb documentation page, generate vector embeddings, and store it in Atlas.
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如何使用Java Spring Boot执行RAG架构GenAI项目的示例.zip
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如何使用Java Spring Boot执行RAG架构GenAI项目的示例.zip
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如何使用Java Spring Boot执行RAG架构GenAI项目的示例.zip (46个子文件)
rag-main
.DS_Store 6KB
Scraper
requirements.txt 79B
scraper.py 1KB
web
next.config.js 92B
src
app
about
page.tsx 218B
favicon.ico 32KB
_components
ChatBubble.tsx 1021B
layout.tsx 430B
page.tsx 2KB
globals.css 535B
package.json 544B
public
vercel.svg 629B
send.svg 502B
chat.svg 433B
mongo-forest-green.png 22KB
mongo-spring-green.png 22KB
mongo-spring-green.svg 11KB
next.svg 1KB
tailwind.config.ts 666B
package-lock.json 167KB
.eslintrc.json 40B
.gitignore 391B
tsconfig.json 599B
README.md 187B
postcss.config.js 82B
API
gradle
wrapper
gradle-wrapper.jar 42KB
gradle-wrapper.properties 250B
src
test
java
com
mongodb
api
ApiApplicationTests.java 213B
main
resources
application.properties 273B
java
com
mongodb
api
repository
FeedbackRepository.java 290B
ApiApplication.java 314B
services
TitanService.java 5KB
StabilityService.java 2KB
controllers
TextController.java 826B
FeedbackController.java 2KB
models
ChatRequest.java 974B
ChatResponse.java 584B
Feedback.java 2KB
Chunk.java 612B
gradlew.bat 3KB
build.gradle 1KB
settings.gradle 25B
gradlew 8KB
.gitignore 444B
.gitignore 444B
README.md 965B
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