Text Classification
Transformers
Safetensors
gemma4_unified
image-text-to-text
decision-model
decision-index
system-one
gemma4
Instructions to use MachinePulseAI/karpo-decision-12B with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use MachinePulseAI/karpo-decision-12B with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-classification", model="MachinePulseAI/karpo-decision-12B")# pip install -U transformers accelerate # Load model directly from transformers import AutoProcessor, AutoModelForMultimodalLM processor = AutoProcessor.from_pretrained("MachinePulseAI/karpo-decision-12B") model = AutoModelForMultimodalLM.from_pretrained("MachinePulseAI/karpo-decision-12B", device_map="auto") - Notebooks
- Google Colab
- Kaggle
Download NOTICE from MachinePulseAI/karpo-decision-12B: direct link, hf CLI and curl.
- Browser
- Download file 936 Bytes
-
https://huggingface.co/MachinePulseAI/karpo-decision-12B/resolve/main/NOTICE
- Command line
-
hf download hf://MachinePulseAI/karpo-decision-12B/NOTICE
-
curl -L -o NOTICE https://huggingface.co/MachinePulseAI/karpo-decision-12B/resolve/main/NOTICE
936 Bytes
| Karpo Decision (karpo-decision-12B) | |
| Developed by MachinePulse Limited | |
| https://machinepulse.ai | |
| https://karpo.ai (Karpo, a MachinePulse product) | |
| https://huggingface.co/MachinePulseAI/karpo-decision-12B | |
| karpo-decision-12B is a modified version of Gemma 4 12B-it (google/gemma-4-12B-it), | |
| developed by Google DeepMind and licensed under the Apache License, Version 2.0. | |
| MachinePulse fine-tuned the decoder weights for decision modeling and added a linear | |
| readout over the options. MachinePulse contributions are subject to the | |
| MachinePulse Community License in LICENSE. | |
| A copy of the Apache License, Version 2.0, under which Gemma 4 is licensed, is | |
| included in licenses/Gemma-4-LICENSE. Gemma and other third-party components remain | |
| subject to their original licenses. | |
| The inference code (https://github.com/machinepulse-ai/karpo-decision) is licensed | |
| separately under the Apache License, Version 2.0. | |
| Licensing: contact@machinepulse.ai | |