
Pruna AI
Enterprise
company
AI & ML interests
Efficient machine learning for any model and hardware: pruning, quantization, compilation, and more.
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🌍 Join the Pruna AI community!
(Open-Source lauch of Pruna AI is on March 20th, 2025 🙊 Munich event & Paris event 🇩🇪🇫🇷🇪🇺🌍)
💜 Simply make AI models faster, cheaper, smaller, greener!
Pruna AI makes AI models faster, cheaper, smaller, greener with the pruna
package.
- It supports various models including CV, NLP, audio, graphs for predictive and generative AI.
- It supports various hardware including GPU, CPU, Edge.
- It supports various compression algortihms including quantization, pruning, distillation, caching, recovery, compilation that can be combined together.
- You can either play on your own with smash/compression configurations or let the smashing/compressing agent find the optimal configuration [Pro].
- You can evaluate reliable quality and efficiency metrics of your base vs smashed/compressed models. You can set it up in minutes and compress your first models in few lines of code!
⏩ How to get started?
You can smash your own models by installing pruna with:
pip install pruna[gpu]==0.1.3 --extra-index-url https://prunaai.pythonanywhere.com/
You can start with simple notebooks to experience efficiency gains with:
Use Case | Free Notebooks |
---|---|
3x Faster Stable Diffusion Models | ⏩ Smash for free |
Turbocharge Stable Diffusion Video Generation | ⏩ Smash for free |
Making your LLMs 4x smaller | ⏩ Smash for free |
Blazingly fast Computer Vision Models | ⏩ Smash for free |
Smash your model with a CPU only | ⏩ Smash for free |
Transcribe 2 hours of audio in less than 2 minutes with Whisper | ⏩ Smash for free |
100% faster Whisper Transcription | ⏩ Smash for free |
Flux generation in a heartbeat, literally | ⏩ Smash for free |
Run your Flux model without an A100 | ⏩ Smash for free |
For more details about installation and tutorials, you can check the Pruna AI documentation.
Collections
8
models
10240

PrunaAI/HuggingFaceTB-SmolLM2-1.7B-Instruct-GGUF-smashed
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501

PrunaAI/agentica-org-DeepScaleR-1.5B-Preview-GGUF-smashed
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65

PrunaAI/openai-community-gpt2-GGUF-smashed
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5.09k

PrunaAI/state-spaces-mamba-2.8b-hf-HQQ-8bit-smashed
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6

PrunaAI/state-spaces-mamba-2.8b-hf-HQQ-4bit-smashed
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4

PrunaAI/state-spaces-mamba-2.8b-hf-GGUF-smashed
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294

PrunaAI/state-spaces-mamba-2.8b-hf-bnb-8bit-smashed
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7

PrunaAI/state-spaces-mamba-2.8b-hf-bnb-4bit-smashed
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5

PrunaAI/Navid-AI-Yehia-7B-preview-GGUF-smashed
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252

PrunaAI/Navid-AI-Yehia-7B-preview-bnb-4bit-smashed
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11
datasets
None public yet