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.dev202601010248

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.dev202601010248
File Size Uploaded
ragbits_core-1.4.0.dev202601010248.tar.gz 186.7 kB Details

Built distribution (wheel)

Table of built distributions (wheels) for ragbits-core 1.4.0.dev202601010248
File Interpreter ABI Platform
ragbits_core-1.4.0.dev202601010248-py3-none-any.whl Python 3 none any Details

Total release size: 312.3 kB

Release files / ragbits_core-1.4.0.dev202601010248.tar.gz

Download URL ragbits_core-1.4.0.dev202601010248.tar.gz
Size 186.7 kB
Tags Source
SHA-256 checksum
How to use checksums
1635988c9e3a82c425745b2fefb308115271e84f7d9edd4ada3e352579290794
BLAKE2b-256 checksum
How to use checksums
360d4acb4110df3d3718f112ea3350865f9258d55614aa6deec03549e7e9c5b4
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.dev202601010248-py3-none-any.whl

Download URL ragbits_core-1.4.0.dev202601010248-py3-none-any.whl
Size 125.6 kB
Tags Python 3
SHA-256 checksum
How to use checksums
3d02dee7d41273635dcf0c112c06ba65f0feec5720a02c47a44b867ebd8e485a
BLAKE2b-256 checksum
How to use checksums
cde5cd0eed301a99b6832b2d84f4635ac02729089f620d792e1a67a4af0803bc
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