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  Moreover, due to its unique hybrid SSM architecture, Zamba2-7B-Instruct achieves extremely low inference latency and rapid generation with a significantly smaller memory footprint than comparable transformer-based models.
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- <center>
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- <img src="https://cdn-uploads.huggingface.co/production/uploads/65c05e75c084467acab2f84a/nHM8bX0y8SWa4zwMSbBi7.png" width="500" alt="Zamba architecture">
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- <img src="https://cdn-uploads.huggingface.co/production/uploads/65c05e75c084467acab2f84a/qXG8aip6h77LHKjhWfjD5.png" width="500" alt="Zamba architecture">
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  Time to First Token (TTFT) | Output Generation
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  :-------------------------:|:-------------------------:
 
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  Moreover, due to its unique hybrid SSM architecture, Zamba2-7B-Instruct achieves extremely low inference latency and rapid generation with a significantly smaller memory footprint than comparable transformer-based models.
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  Time to First Token (TTFT) | Output Generation
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  :-------------------------:|:-------------------------: