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bootstrap-rag

This project will bootstrap and scaffold the projects for specific semantic search and RAG applications along with regular boilerplate code.

Architecture

Arch

Installing prerequisite

Option-1

install ollama following this guide
install qdrant follwing this guide

Option-2

In the root folder run docker compose -f docker-compose-dev.yml up
One the containers are up and running run docker exec -it ollama_service sh
In the container shell run ollama run llama3.1

how to run the project ?

Method-1

run pip install inquirerpy bootstrap-rag
run bootstraprag create <PROJECT_NAME>
Navigate to newly created project <PROJECT_NAME> the run pip install -r requirements.txt
modify the .env file accordingly
run python main.py for cli experience [or] run python api_server.py

Method-2

git clone git@github.com:pavanjava/bootstrap-rag.git
pip install -e .
run bootstraprag create <PROJECT_NAME>
Navigate to newly created project <PROJECT_NAME> the run pip install -r requirements.txt
modify the .env file accordingly
run python main.py for cli experience [or] run python api_server.py

Note: llamaindex, langchain, Qdrant Search and RAG evaluations are functional for now, others frameworks [langgraph, haystack] in progress.

Resources

Demo GIF

Qdrant

Arize Phoenix

Metadata

Release files for bootstrap-rag 0.0.18

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Source distribution (sdist)

Source distribution for bootstrap-rag 0.0.18
File	Size	Uploaded
bootstrap-rag-0.0.18.tar.gz	63.3 MB	Dec 16, 2024	Details

Built distribution (wheel)

Table of built distributions (wheels) for bootstrap-rag 0.0.18
File	Interpreter	ABI	Platform	Reset
bootstrap_rag-0.0.18-py3-none-any.whl 63.5 MB Dec 16, 2024	Python 3	none	any	Details

Total release size: 126.8 MB

Release files / bootstrap-rag-0.0.18.tar.gz

Download URL	bootstrap-rag-0.0.18.tar.gz
Size	63.3 MB
Tags	Source
SHA-256 checksum How to use checksums	`d7aef81caf758a18b9ae869a7a1198c1bc161ae0e2093c729e8e6a0eacf4f4e3`
BLAKE2b-256 checksum How to use checksums	`f210bc89c4467f9dfc63142d96eb3aac36eeede670891b21d43f556a58592965`
Upload date	Dec 16, 2024
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/6.0.1 CPython/3.10.15`

Release files / bootstrap_rag-0.0.18-py3-none-any.whl

Download URL	bootstrap_rag-0.0.18-py3-none-any.whl
Size	63.5 MB
Tags	Python 3
SHA-256 checksum How to use checksums	`3225ab09bea12b4b6d54f4de50ca22a5d66839bf33963ccb7b27e6a9a84cab55`
BLAKE2b-256 checksum How to use checksums	`3345bf418c69d0f5eb66879e86f229a697f42379614ae2ef6d119f6c47f86786`
Upload date	Dec 16, 2024
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/6.0.1 CPython/3.10.15`