Add Naive Training Moe Example Code on Single GPU or Multi GPUs#10
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xhx1022 wants to merge 2 commits intointelligent-machine-learning:mainfrom
xhx1022:moe
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Add Naive Training Moe Example Code on Single GPU or Multi GPUs#10xhx1022 wants to merge 2 commits intointelligent-machine-learning:mainfrom xhx1022:moe
xhx1022 wants to merge 2 commits intointelligent-machine-learning:mainfrom
xhx1022:moe
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xhx1022
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nash635 and
skydoorkai
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skydoorkai
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Aug 7, 2025
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Is this example running with 4 GPUs?
Then the title Single-GPU Training is not correct.
skydoorkai
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Aug 7, 2025
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| __version__ = "1.0.0" | |||
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There are dualpipe codes, no need to be included.
In the README.md, explain how to clone the dualpipe codes, setup PYTHONPATH.
skydoorkai
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Aug 7, 2025
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| def apply_load_balancing_loss(self, router_probs, tokens_per_expert): | ||
| if self.moe_aux_loss_coeff > 0 and self.training: | ||
| # 计算每个专家的负载 |
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Use English for comments.
skydoorkai
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Aug 7, 2025
| self.moe_z_loss_coeff = z_loss_coeff | ||
| self.initializer_range = 0.02 | ||
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| class MoEAuxLossAutoScaler(torch.autograd.Function): |
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If these MOE model definition codes are copied/modified from other repo's codes, add comments stating the original code source.
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Added a new training example function demonstrating how to train the MoE model on a single GPU or multi GPUS using dummy data. #9