Skip to main content

A RAG-based company information retrieval system

Project description

MVP

Garlic

A RAG-based company information retrieval system that provides intelligent company recommendations based on natural language queries.

Installation

pip install startgarlic

Quick Start

from startgarlic import Garlic

# Initialize the system
garlic = Garlic()

# Get a response for a query
response = garlic.generate_response("Tell me about AI companies")

Features

  • Company information retrieval using RAG (Retrieval-Augmented Generation)
  • Semantic search using sentence transformers
  • Built-in company database
  • Natural language query processing
  • Context-aware responses
  • Chat history support

Usage Examples

Basic query

response = garlic.generate_response("What companies work with computer vision?")

Query with chat history

chat_history = [
    {"role": "user", "content": "I'm looking for AI companies"},
    {"role": "assistant", "content": "What specific area of AI interests you?"},
    {"role": "user", "content": "Computer vision"}
]

response = garlic.generate_response("Show me some examples", chat_history)

Requirements

  • Python >= 3.7
  • pandas >= 1.3.0
  • sentence-transformers >= 2.0.0
  • numpy >= 1.19.0
  • openpyxl >= 3.0.0

Authors

Contributing

Contributions are welcome! Please feel free to submit a Pull Request.

Project details


Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

startgarlic-0.1.14.tar.gz (19.6 kB view details)

Uploaded Source

Built Distribution

If you're not sure about the file name format, learn more about wheel file names.

startgarlic-0.1.14-py3-none-any.whl (31.0 kB view details)

Uploaded Python 3

File details

Details for the file startgarlic-0.1.14.tar.gz.

File metadata

  • Download URL: startgarlic-0.1.14.tar.gz
  • Upload date:
  • Size: 19.6 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/6.1.0 CPython/3.10.11

File hashes

Hashes for startgarlic-0.1.14.tar.gz
Algorithm Hash digest
SHA256 5ed451ac8b3f2e4976fc3b4d508f389819e9af6e237d5a934b78c624369ee50d
MD5 fda256158afefbb87c8ab838290e0dfa
BLAKE2b-256 4959494c4213927fcdbefa6391ba9a60686644f6b63f0d23edb63ab7bbf270cd

See more details on using hashes here.

File details

Details for the file startgarlic-0.1.14-py3-none-any.whl.

File metadata

  • Download URL: startgarlic-0.1.14-py3-none-any.whl
  • Upload date:
  • Size: 31.0 kB
  • Tags: Python 3
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/6.1.0 CPython/3.10.11

File hashes

Hashes for startgarlic-0.1.14-py3-none-any.whl
Algorithm Hash digest
SHA256 927d5571ef9412d8a10451337421d670f30a9063eddc136560f02055c31ccee8
MD5 3efd799acc28bcd96bf8003af297b023
BLAKE2b-256 ac656b491e05108d8bf737a805f8589daca07c13f67720cbe1969e01b5f95fca

See more details on using hashes here.

Supported by

AWS Cloud computing and Security Sponsor Datadog Monitoring Depot Continuous Integration Fastly CDN Google Download Analytics Pingdom Monitoring Sentry Error logging StatusPage Status page