MPT-7B vs Mamba
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MPT-7B
MPT-7B is a 7-billion-parameter transformer model developed by MosaicML and released in May 2023. Trained on 1 trillion tokens of text and code, the model was released under the Apache 2.0 license, allowing for commercial use. It was designed to demonstrate that capable open-source large language models could be trained efficiently. MosaicML also released several variants, including versions fine-...
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Mamba
Mamba is a deep learning architecture introduced in 2023 by researchers Albert Gu and Tri Dao that utilizes selective state space models (SSMs) for natural language processing. Unlike traditional Transformer models that require quadratic computational complexity for sequence length, Mamba achieves linear-time inference. It accomplishes this through a hardware-aware algorithm that allows the model...
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