throughput

Enhance Generative AI Inference Performance on Amazon SageMaker with New Inference Optimization Toolkit – Part 1, Achieve Double Throughput and 50% Cost Reduction | AWS

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Enhance Generative AI Inference Performance on Amazon SageMaker with New Inference Optimization Toolkit – Part 1, Achieve Double Throughput and 50% Cost Reduction | AWS

Amazon SageMaker has introduced a new inference optimization toolkit to enhance the performance of generative AI models. This toolkit offers various optimization techniques such as speculative decoding, quantization, and compilation, which can lead to significant cost reductions and improved throughput for models like Llama 3, Mistral, and Mixtral. By utilizing these techniques, users can achieve … Read more

Boost performance and save on expenses with the latest inference optimization toolkit on Amazon SageMaker, doubling throughput and cutting costs by 50% – Part 2 | Amazon Web Services

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Boost performance and save on expenses with the latest inference optimization toolkit on Amazon SageMaker, doubling throughput and cutting costs by 50% – Part 2 | Amazon Web Services

Businesses are increasingly relying on generative artificial intelligence (AI) inference to enhance their operations. To address the need for scaling AI operations and integrating AI models, model optimization has emerged as a vital step for balancing cost-effectiveness and responsiveness. Different use cases require varying price and performance considerations, with chat applications focusing on minimizing latency … Read more