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Application cases of model acceleration technology in the field of model parallel computing
Enterprise
2023-07-15 16:28:57
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Article directory
1 Introduction
2. Explanation of basic concepts and terms
(1) Data parallelism
(2) Model parallelism
(3) Mixed precision training
(4) Automatic parallel optimization
(5) Neural Network Instruction Set (NN ISA)
3. Core algorithm principle and specific operation steps and explanation of mathematical formulas
1. Megatron-LM
2. TensorFlow
3. PyTorch
4. Horovod
5. NVIDIA A100 Tensor Core GPU
Relevant mathematical formulas and sample codes for model acceleration techniques
1. Parameter sharing
2. Model pruning
3. Quantification
（1）
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Origin
blog.csdn.net/universsky2015/article/details/131734081
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