Text Classification
Transformers
Safetensors
qwen3_5
image-text-to-text
decision-model
decision-index
system-one
Instructions to use MachinePulseAI/karpo-decision-4B with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use MachinePulseAI/karpo-decision-4B with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-classification", model="MachinePulseAI/karpo-decision-4B")# pip install -U transformers accelerate # Load model directly from transformers import AutoProcessor, AutoModelForMultimodalLM processor = AutoProcessor.from_pretrained("MachinePulseAI/karpo-decision-4B") model = AutoModelForMultimodalLM.from_pretrained("MachinePulseAI/karpo-decision-4B", device_map="auto") - Notebooks
- Google Colab
- Kaggle
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