and parallel efficiency for scanning TrEMBL with 20 query sequences of CUDASW++4.0 using multiple A100 and H100 GPUs Number of GPUs 1 2 48 A100 runtime A100 speedup A100 parallel efficiency H100 runtime H100 speedup H100 parallel efficiency 34m 12s 1 100.0% 15m 5s 1 100.0% 17m 30s 1.95...
Due to the super-linear nature of attention models, versus the linear nature of static embedding models, the speedup will only grow larger as the number of tokens to encode increases. + +### Matryoshka Evaluation + +Lastly, we experimented with the impacts on English STS on MTEB performance...
Optimum integrated machine learning accelerators like ONNX Runtime and specialized hardware like Intel's Habana Gaudi, so users can benefit from considerable speedup in both training and inference. Besides, Optimum seamlessly integrates other Hugging Face’s tools while inheriting the...
This is a 10x speedup and the latest version includes padding too! Since this step is only computed once, the actual speed is not important but overall reducing the number of operations and tensor creation is a good direction. Other parts come out more clearly when you start...
Optimum integrated machine learning accelerators like ONNX Runtime and specialized hardware like Intel's Habana Gaudi, so users can benefit from considerable speedup in both training and inference. Besides, Optimum seamlessly integrates other Hugging Face’s tools while inheriting the same e...
This is a 10x speedup and the latest version includes padding too! Since this step is only computed once, the actual speed is not important but overall reducing the number of operations and tensor creation is a good direction. Other parts come out more clearly when y...
Optimum integrated machine learning accelerators like ONNX Runtime and specialized hardware like Intel's Habana Gaudi, so users can benefit from considerable speedup in both training and inference. Besides, Optimum seamlessly integrates other Hugging Face’s tools while inheriting the same...
Optimum integrated machine learning accelerators like ONNX Runtime and specialized hardware like Intel's Habana Gaudi, so users can benefit from considerable speedup in both training and inference. Besides, Optimum seamlessly integrates other Hugging Face’s tools while inherit...