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iryna-kondr/scikit-llm

Fork: 274 Star: 3375 (更新于 2024-11-21 03:32:00)

license: MIT

Language: Python .

Seamlessly integrate LLMs into scikit-learn.

最后发布版本: v1.4.0 ( 2024-08-05 04:11:49)

官方网址 GitHub网址

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Scikit-LLM: Scikit-Learn Meets Large Language Models

Seamlessly integrate powerful language models like ChatGPT into scikit-learn for enhanced text analysis tasks.

Installation 💾

pip install scikit-llm

Support us 🤝

You can support the project in the following ways:

  • ⭐ Star Scikit-LLM on GitHub (click the star button in the top right corner)
  • 💡 Provide your feedback or propose ideas in the issues section or Discord
  • 📰 Post about Scikit-LLM on LinkedIn or other platforms
  • 🔗 Check out our other projects: Dingo, Falcon

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Quick Start & Documentation 📚

Quick start example of zero-shot text classification using GPT:

# Import the necessary modules
from skllm.datasets import get_classification_dataset
from skllm.config import SKLLMConfig
from skllm.models.gpt.classification.zero_shot import ZeroShotGPTClassifier

# Configure the credentials
SKLLMConfig.set_openai_key("<YOUR_KEY>")
SKLLMConfig.set_openai_org("<YOUR_ORGANIZATION_ID>")

# Load a demo dataset
X, y = get_classification_dataset() # labels: positive, negative, neutral

# Initialize the model and make the predictions
clf = ZeroShotGPTClassifier(model="gpt-4")
clf.fit(X,y)
clf.predict(X)

For more information please refer to the documentation.

Citation

You can cite Scikit-LLM using the following BibTeX:

@software{ScikitLLM,
  author = {Iryna Kondrashchenko and Oleh Kostromin},
  year = {2023},
  publisher = {beastbyte.ai},
  address = {Linz, Austria},
  title = {Scikit-LLM: Scikit-Learn Meets Large Language Models},
  url = {https://github.com/iryna-kondr/scikit-llm }
}

最近版本更新:(数据更新于 2024-10-06 09:27:02)

2024-08-05 04:11:49 v1.4.0

2024-07-25 03:12:25 v1.3.1

2024-07-07 05:35:32 v1.3.0

2024-06-26 02:04:31 v1.2.0

2024-05-25 16:26:32 v1.1.0

2023-12-26 02:09:28 v1.0.0

2023-11-09 19:22:13 v0.4.2

2023-08-24 16:36:07 v0.4.1

2023-08-24 03:09:25 v0.4.0

2023-08-15 22:56:08 v0.3.4

主题(topics):

chatgpt, deep-learning, llm, machine-learning, scikit-learn, transformers

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