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[2011.10680] HAWQV3: Dyadic Neural Network Quantization
arXiv
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由 Z Yao 著作2020被引用 275 次 — A novel hardware-aware mixed-precision quantization method where the bit-precision is calculated by solving an integer linear programming problem.
HAWQ-V3: Dyadic Neural Network Quantization
Proceedings of Machine Learning Research
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Proceedings of Machine Learning Research
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由 Z Yao 著作2021被引用 275 次 — We develop HAWQ-V3, a mixed-precision integer- only quantization framework with integer-only multi- plication, addition, and bit shifting with static quanti-.
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HAWQ-V3: Dyadic Neural Network Quantization
arXiv
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由 Z Yao 著作2020被引用 275 次 — The contributions of HAWQ-V3 are the following: (i) An integer-only inference where the entire computational graph is performed only with integer multiplication ...
《HAWQ-V3: Dyadic Neural Network Quantization》论文阅读
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2021年11月16日 — 在HAWQ-V3中，qw⇤qh操作采用低精度的整数乘法和INT32累积，最终用SwSh/Sa对INT32结果进行量化。后者是一种浮点尺度，需要乘以累积的结果(以INT32精度)。一个 ...
[PDF] HAWQV3: Dyadic Neural Network Quantization
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This work presents HAWQV3, a novel dyadic quantization framework, and shows that mixed-precision INT4/8 quantization can be used to achieve higher speed ups ...
HAWQV3: Dyadic Neural Network Quantization
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2024年9月8日 — Quantization is one of the key techniques used to make Neural Networks (NNs) faster and more energy efficient.
HAWQ-V3: Dyadic Neural Network Quantization
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Proceedings of Machine Learning Research
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For HAWQ-V3, we use symmetric quantization for weights and asymmetric quanti- zation for the activations. Static and Dynamic Quantization. The scaling factor S.
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HAWQ-V3: Dyadic Neural Network Quantization论文学习原创
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2022年3月30日 — 我们贡献主要如下： 1.我们开发了HAWQ-V3，一个混合精度的仅整数量化框架，具有仅整数乘法、加法和位移的静态量化。重要的是，在整个推理过程中没有执行浮点 ...
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HAWQ-V3: Dyadic Neural Network Quantization
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Papertalk is an open-source platform where scientists share video presentations about their newest scientific results - and watch, like + discuss them.
HAWQV3: Dyadic Neural Network Quantization
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ment realized by quantizing Neural Networks. To address this, we present HAWQ-V3, a novel mixed-precision integer-only quantization frame-