Skip to main content
Pre-release

This release is a pre-release and may not be stable for production use.

Ragbits Core

Ragbits Core is a collection of utilities and tools that are used across all Ragbits packages. It includes fundamentals, such as utilities for logging, configuration, prompt creation, classes for comunicating with LLMs, embedders, vector stores, and more.

Installation

pip install ragbits-core

Quick Start

import asyncio

from pydantic import BaseModel
from ragbits.core.prompt import Prompt
from ragbits.core.llms.litellm import LiteLLM


class Dog(BaseModel):
    breed: str
    age: int
    temperament: str

class DogNamePrompt(Prompt[Dog, str]):
    system_prompt = """
    You are a dog name generator. You come up with funny names for dogs given the dog details.
    """

    user_prompt = """
    The dog is a {breed} breed, {age} years old, and has a {temperament} temperament.
    """

async def main() -> None:
    llm = LiteLLM("gpt-4o")
    dog = Dog(breed="Golden Retriever", age=3, temperament="friendly")
    prompt = DogNamePrompt(dog)
    response = await llm.generate(prompt)
    print(response)


if __name__ == "__main__":
    asyncio.run(main())

Documentation

Metadata

Release files for ragbits-core 1.4.0.dev202602190302

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

Source distribution (sdist)

Source distribution for ragbits-core 1.4.0.dev202602190302
File Size Uploaded
ragbits_core-1.4.0.dev202602190302.tar.gz 186.9 kB Details

Built distribution (wheel)

Table of built distributions (wheels) for ragbits-core 1.4.0.dev202602190302
File Interpreter ABI Platform
ragbits_core-1.4.0.dev202602190302-py3-none-any.whl Python 3 none any Details

Total release size: 312.6 kB

Release files / ragbits_core-1.4.0.dev202602190302.tar.gz

Download URL ragbits_core-1.4.0.dev202602190302.tar.gz
Size 186.9 kB
Tags Source
SHA-256 checksum
How to use checksums
79a3d3b33e72fd594c7aab0b95f0fb29e4604587bd1b4520066431800ef95e0a
BLAKE2b-256 checksum
How to use checksums
a3d500740c86432f2384469adea8dcf6531487d4221c0c561ae20eab992c6915
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/6.2.0 CPython/3.10.19

Release files / ragbits_core-1.4.0.dev202602190302-py3-none-any.whl

Download URL ragbits_core-1.4.0.dev202602190302-py3-none-any.whl
Size 125.7 kB
Tags Python 3
SHA-256 checksum
How to use checksums
974cec6f07524c53396db2c04733453d7903fe4cda3f7712744fe344aa82decb
BLAKE2b-256 checksum
How to use checksums
5eb867b0dd63c6259758963b5f8b6e027374fd382b1c26db7c492f5b2d7ec780
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/6.2.0 CPython/3.10.19

Release history Release notifications | RSS feed

1.6.2

2 release files

1.6.1

2 release files

1.6.0

2 release files

1.5.0

2 release files

1.4.2

2 release files

1.4.1

2 release files

1.4.0

2 release files

This release

1.3.0

2 release files

1.2.2

2 release files

1.2.1

2 release files

1.2.0

2 release files

1.1.0

2 release files

1.0.0

2 release files

0.19.1

2 release files

0.19.0

2 release files

0.18.0

2 release files

0.17.1

2 release files

0.16.0

2 release files

0.15.0

2 release files

0.14.0

2 release files

0.12.0

2 release files

0.11.0

2 release files

0.10.2

2 release files

0.10.1

2 release files

0.10.0

2 release files

0.9.0

2 release files

0.8.0

2 release files

0.7.0

2 release files

0.6.0

2 release files

0.5.1

2 release files

0.5.0

2 release files

0.4.0

2 release files

0.3.0

2 release files

0.2.0

2 release files

0.1.0

2 release files

0.0.1

2 release files

Anthropic, PBC Visionary sponsor Bloomberg Visionary sponsor Hudson River Trading Visionary sponsor Meta Visionary sponsor NVIDIA Visionary sponsor Microsoft Sustainability sponsor Depot Continuous Integration AWS Cloud computing and Security Sponsor Datadog Monitoring Fastly CDN Google Download Analytics Sentry Error logging StatusPage Status page