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finitearth merged 2 commits into from
Dec 1, 2025
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Fix/links and versioning #59

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fc89509
Update README links to point to automl repository
finitearth Dec 1, 2025
99469e5
Bump version from 2.1.0 to 2.2.0
finitearth Dec 1, 2025
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22 changes: 11 additions & 11 deletions README.md
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![Coverage](https://img.shields.io/badge/Coverage-91%25-brightgreen)
[![CI](https://github.com/finitearth/promptolution/actions/workflows/ci.yml/badge.svg?branch=main)](https://github.com/finitearth/promptolution/actions/workflows/ci.yml)
[![Docs](https://github.com/finitearth/promptolution/actions/workflows/docs.yml/badge.svg?branch=main)](https://github.com/finitearth/promptolution/actions/workflows/docs.yml)
[![CI](https://github.com/automl/promptolution/actions/workflows/ci.yml/badge.svg?branch=main)](https://github.com/automl/promptolution/actions/workflows/ci.yml)
[![Docs](https://github.com/automl/promptolution/actions/workflows/docs.yml/badge.svg?branch=main)](https://github.com/automl/promptolution/actions/workflows/docs.yml)
![Code Style](https://img.shields.io/badge/Code%20Style-black-black)
![Python Versions](https://img.shields.io/badge/Python%20Versions-≥3.10-blue)
[![Getting Started](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/finitearth/promptolution/blob/main/tutorials/getting_started.ipynb)
[![Getting Started](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/automl/promptolution/blob/main/tutorials/getting_started.ipynb)

![promptolution](https://github.com/user-attachments/assets/84c050bd-61a1-4f2e-bc4e-874d9b4a69af)

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* Built-in response caching to save costs and parallelized inference for speed.
* Detailed logging and token usage tracking for granular post-hoc analysis.

Have a look at our [Release Notes](https://finitearth.github.io/promptolution/release-notes/) for the latest updates to promptolution.
Have a look at our [Release Notes](https://automl.github.io/promptolution/release-notes/) for the latest updates to promptolution.

## 📦 Installation

Expand All @@ -46,28 +46,28 @@ pip install promptolution[vllm,transformers]
From source:

```
git clone https://github.com/finitearth/promptolution.git
git clone https://github.com/automl/promptolution.git
cd promptolution
poetry install
```

## 🔧 Quickstart

Start with the **Getting Started tutorial**:
[https://github.com/finitearth/promptolution/blob/main/tutorials/getting_started.ipynb](https://github.com/finitearth/promptolution/blob/main/tutorials/getting_started.ipynb)
[https://github.com/automl/promptolution/blob/main/tutorials/getting_started.ipynb](https://github.com/automl/promptolution/blob/main/tutorials/getting_started.ipynb)

Full docs:
[https://finitearth.github.io/promptolution/](https://finitearth.github.io/promptolution/)
[https://automl.github.io/promptolution/](https://automl.github.io/promptolution/)


## 🧠 Featured Optimizers

| **Name** | **Paper** | **Init prompts** | **Exploration** | **Costs** | **Parallelizable** | **Few-shot** |
| ---- | ---- | ---- |---- |---- | ----|---- |
| `CAPO` | [Zehle et al., 2025](https://arxiv.org/abs/2504.16005) | required | 👍 | 💲 | ✅ | ✅ |
| `EvoPromptDE` | [Guo et al., 2023](https://arxiv.org/abs/2309.08532) | required | 👍 | 💲💲 | ✅ | ❌ |
| `EvoPromptGA` | [Guo et al., 2023](https://arxiv.org/abs/2309.08532) | required | 👍 | 💲💲 | ✅ | ❌ |
| `OPRO` | [Yang et al., 2023](https://arxiv.org/abs/2309.03409) | optional | 👎 | 💲💲 | ❌ | ❌ |
| `CAPO` | [Zehle et al., 2025](https://openreview.net/forum?id=UweaRrg9D0) | required | 👍 | 💲 | ✅ | ✅ |
| `EvoPromptDE` | [Guo et al., 2023](https://openreview.net/forum?id=ZG3RaNIsO8) | required | 👍 | 💲💲 | ✅ | ❌ |
| `EvoPromptGA` | [Guo et al., 2023](https://openreview.net/forum?id=ZG3RaNIsO8) | required | 👍 | 💲💲 | ✅ | ❌ |
| `OPRO` | [Yang et al., 2023](https://openreview.net/forum?id=Bb4VGOWELI) | optional | 👎 | 💲💲 | ❌ | ❌ |

## 🏗 Components

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2 changes: 1 addition & 1 deletion pyproject.toml
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[tool.poetry]
name = "promptolution"
version = "2.1.0"
version = "2.2.0"
description = "A framework for prompt optimization and a zoo of prompt optimization algorithms."
authors = ["Tom Zehle, Moritz Schlager, Timo Heiß"]
readme = "README.md"
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