[PR #490] [CLOSED] Added Qdrant + Groq RAG pipeline with documentation #15207

New Issue

GiteaMirror · 2026-07-15T07:13:32-05:00

GiteaMirror commented

2026-07-15 07:13:32 -05:00

📋 Pull Request Information

Original PR: https://github.com/Shubhamsaboo/awesome-llm-apps/pull/490
Author: @BhavyaFattania
Created: 2/12/2026
Status: ❌ Closed

Base: main ← Head: add-rag-pipeline

📝 Commits (1)

919e4df Added Qdrant + Groq RAG pipeline with documentation

📊 Changes

5 files changed (+447 additions, -0 deletions)

View changed files

➕ rag_tutorials/llamaindex_rag/.env (+4 -0)
➕ rag_tutorials/llamaindex_rag/ingestion.py (+111 -0)
➕ rag_tutorials/llamaindex_rag/query_pipeline.py (+122 -0)
➕ rag_tutorials/llamaindex_rag/readme.md (+188 -0)
➕ rag_tutorials/llamaindex_rag/requirements.txt (+22 -0)

📄 Description

Added Beginner Friendly RAG Pipeline

Features

Document ingestion pipeline using Qdrant Cloud
Query answering pipeline using Groq LLM
HuggingFace embedding integration
Beginner friendly architecture
Documentation added

Why This Is Useful

Provides simple starter template for developers building RAG applications.

Tested

Local ingestion
Query retrieval
Groq response generation

_{🔄 This issue represents a GitHub Pull Request. It cannot be merged through Gitea due to API limitations.}

## 📋 Pull Request Information **Original PR:** https://github.com/Shubhamsaboo/awesome-llm-apps/pull/490 **Author:** [@BhavyaFattania](https://github.com/BhavyaFattania) **Created:** 2/12/2026 **Status:** ❌ Closed **Base:** `main` ← **Head:** `add-rag-pipeline` --- ### 📝 Commits (1) - [`919e4df`](https://github.com/Shubhamsaboo/awesome-llm-apps/commit/919e4df37147488cd6383583d269de08d4646e70) Added Qdrant + Groq RAG pipeline with documentation ### 📊 Changes **5 files changed** (+447 additions, -0 deletions) <details> <summary>View changed files</summary> ➕ `rag_tutorials/llamaindex_rag/.env` (+4 -0) ➕ `rag_tutorials/llamaindex_rag/ingestion.py` (+111 -0) ➕ `rag_tutorials/llamaindex_rag/query_pipeline.py` (+122 -0) ➕ `rag_tutorials/llamaindex_rag/readme.md` (+188 -0) ➕ `rag_tutorials/llamaindex_rag/requirements.txt` (+22 -0) </details> ### 📄 Description ## Added Beginner Friendly RAG Pipeline ### Features - Document ingestion pipeline using Qdrant Cloud - Query answering pipeline using Groq LLM - HuggingFace embedding integration - Beginner friendly architecture - Documentation added ### Why This Is Useful Provides simple starter template for developers building RAG applications. ### Tested - Local ingestion - Query retrieval - Groq response generation --- <sub>🔄 This issue represents a GitHub Pull Request. It cannot be merged through Gitea due to API limitations.</sub>

GiteaMirror added the pull-request label 2026-07-15 07:13:32 -05:00

GiteaMirror closed this issue

2026-07-15 07:13:33 -05:00

Sign in to join this conversation.

1 Participants

Notifications

Due Date

No due date set.

Dependencies

No dependencies set.

Reference: github-starred/awesome-llm-apps#15207