Top 11 Python prompt-tuning Projects

tree-of-thoughts

26 4,029 8.8 Python

Plug in and Play Implementation of Tree of Thoughts: Deliberate Problem Solving with Large Language Models that Elevates Model Reasoning by atleast 70%

Project mention: [D] Potential scammer on github stealing work of other ML researchers? | /r/MachineLearning | 2023-08-17

I checked the issues and found https://github.com/kyegomez/tree-of-thoughts/issues/78

Awesome-Prompt-Engineering

9 3,196 5.8 Python

This repository contains a hand-curated resources for Prompt Engineering with a focus on Generative Pre-trained Transformer (GPT), ChatGPT, PaLM etc

Project mention: AI lessons | /r/ChatGPT | 2023-05-09

Yes, there are a lot of different resources online, especially for generative AI. The Awesome Prompt Engineering github is probably a good place to start https://github.com/promptslab/Awesome-Prompt-Engineering. If you're focusing directly on OpenAI's models then the OpenAI Prompt Engineering Guide would be my recommendation https://help.openai.com/en/articles/6654000-best-practices-for-prompt-engineering-with-openai-api.

InfluxDB

www.influxdata.com sponsored

Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.
YiVal

2 2,425 9.7 Python

Your Automatic Prompt Engineering Assistant for GenAI Applications

Project mention: YiVal——Unlocking Your Data's Power to Create Customized GenAI Apps | /r/u_YiVal | 2023-11-16

- 🤖Github:https://github.com/YiVal/YiVal/pull/189

OFA

3 2,323 2.8 Python

Official repository of OFA (ICML 2022). Paper: OFA: Unifying Architectures, Tasks, and Modalities Through a Simple Sequence-to-Sequence Learning Framework
AutoPrompt

1 1,637 8.9 Python

A framework for prompt tuning using Intent-based Prompt Calibration

Project mention: FLaNK 04 March 2024 | dev.to | 2024-03-04

Time-LLM

1 692 7.3 Python

[ICLR 2024] Official implementation of " 🦙 Time-LLM: Time Series Forecasting by Reprogramming Large Language Models"

Project mention: karpathy/llm.c | news.ycombinator.com | 2024-04-08

Yes general LLM models can be used for time series forecasting:
https://github.com/KimMeen/Time-LLM

prompt-tuning

1 623 5.7 Python

Original Implementation of Prompt Tuning from Lester, et al, 2021
WorkOS

workos.com sponsored

The modern identity platform for B2B SaaS. The APIs are flexible and easy-to-use, supporting authentication, user identity, and complex enterprise features like SSO and SCIM provisioning.
memprompt

4 320 1.7 Python

A method to fix GPT-3 after deployment with user feedback, without re-training.
NOAH

1 202 4.0 Python

Searching prompt modules for parameter-efficient transfer learning. (by ZhangYuanhan-AI)
VL_adapter

1 193 0.0 Python

PyTorch code for "VL-Adapter: Parameter-Efficient Transfer Learning for Vision-and-Language Tasks" (CVPR2022)
llm-prompt-testing

1 7 6.4 Python

Prompt Testing framework for LLMs (specifically OpenAI models). Compute NLP and Responsible AI metrics for each model-generated answer.

Project mention: Prompt Testing Framework for LLM Models: Compute NLP and Responsible AI Metrics | news.ycombinator.com | 2023-10-25

NOTE: The open source projects on this list are ordered by number of github stars. The number of mentions indicates repo mentiontions in the last 12 Months or since we started tracking (Dec 2020).

Python prompt-tuning related posts

Allen Institute for Artificial Intelligence Introduces MemPrompt: A New Method to “fix” GPT-3 After Deployment with User Interaction
1 project | /r/machinelearningnews | 18 Dec 2022
[D] Paper Review Video - Memory-assisted prompt editing to improve GPT-3 after deployment
2 projects | /r/MachineLearning | 28 Mar 2022

Index

What are some of the best open-source prompt-tuning projects in Python? This list will help you:

	Project	Stars
1	tree-of-thoughts	4,029
2	Awesome-Prompt-Engineering	3,196
3	YiVal	2,425
4	OFA	2,323
5	AutoPrompt	1,637
6	Time-LLM	692
7	prompt-tuning	623
8	memprompt	320
9	NOAH	202
10	VL_adapter	193
11	llm-prompt-testing	7