torch to realize that the model can support coaching on ascending. The assistance status of the upper-order APIs used in the design are available here Supported Checklist.

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MindTorch is MindSpore Device for adapting the PyTorch interface, that is meant to make PyTorch code complete efficiently on Ascend devoid of altering the behaviors of the original PyTorch end users.

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TorchVision interface assistance: MindTorch TorchVision is a computer eyesight Software library migrated from PyTorch's Formal implementation. It carries on to implement PyTorch's Formal api layout, and calls MindSpore operators for calculations to attain precisely the same features as the original torchvision library.

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数据并行：对数据进行切分的并行模式，一般按照batch维度切分，将数据分配到各个计算单元中，进行模型计算。

动态图模式下，程序按照代码的编写顺序执行，在执行正向过程中根据反向传播的原理，动态生成反向执行图。动态图模式方便编写和调试神经网络模型。

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MSAdapter is really a MindSpore ecological adaptation Instrument, which swiftly migrates 3-social gathering framework code which include PyTorch/JAX into the MindSpore ecosystem without altering the user's authentic usage habits, assisting customers effectively use the Ascend computing power of the China Computing Web.