forte
GODEL
| forte | GODEL | |
|---|---|---|
| 2 | 5 | |
| 236 | 835 | |
| 0.4% | 0.5% | |
| 3.9 | 3.4 | |
| 3 months ago | 5 months ago | |
| Python | Python | |
| Apache License 2.0 | MIT License |
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forte
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[P] How Forte Transforms the Building of ML Solutions with PyTorch into Assembly Lines
Github: https://github.com/asyml/forte Documentation: https://asyml-forte.readthedocs.io/en/latest Technical Report: https://aclanthology.org/2020.emnlp-demos.26/
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Building Modular and Re-purposable NLP Pipelines
Introducing Forte, from the CASL open-source project at Petuum. Forte combines multiple NLP tools to construct an entire NLP pipeline with a few lines of python and extend them to different domains.
GODEL
- Microsoft: Large-scale pretrained models for goal-directed dialog
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Fine-tuning on Sales data?
I would use something like GODEL for something like this. https://github.com/microsoft/GODEL
- Godel: Large-Scale Pre-Training for Goal-Directed Dialog
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Microsoft AI Researchers Open-Source 'GODEL': A Large Scale Pre-Trained Language Model For Dialog
Go to the github page here this is able to run on consumer hardware. The largest model they have need 2.7GB of memory. So running an instance will consume almost all the RAM in your GPU and you won't be able to use it for something else, but it will run on it.
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"GODEL: Large-Scale Pre-Training for Goal-Directed Dialog", Peng et al 2022 {MS}
Github models to 2.7B: https://github.com/Microsoft/GODEL
What are some alternatives?
DialoGPT - Large-scale pretraining for dialogue
nlp-recipes - Natural Language Processing Best Practices & Examples
rasa - 💬 Open source machine learning framework to automate text- and voice-based conversations: NLU, dialogue management, connect to Slack, Facebook, and more - Create chatbots and voice assistants
ludwig - Low-code framework for building custom LLMs, neural networks, and other AI models
Convoscope - AI tools to augment conversations on smart glasses, wearables, laptops, and smart meeting rooms.
fondant - Production-ready data processing made easy and shareable
DialogRPT - EMNLP 2020: "Dialogue Response Ranking Training with Large-Scale Human Feedback Data"
modular-diffusion - Python library for designing and training your own Diffusion Models with PyTorch.
TalkToModel - TalkToModel gives anyone with the powers of XAI through natural language conversations 💬!
transformers - 🤗 Transformers: State-of-the-art Machine Learning for Pytorch, TensorFlow, and JAX.
mutate - A library to synthesize text datasets using Large Language Models (LLM)