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KevvinHoo avatar KevvinHoo commented on August 22, 2024 1

There is no problem when I used compression = hvf.Compression.fp16 if args.fp16 allreduce else hvd.Compression.none, which used in the example program supported by Horovod, instead of grc = Allgather(TopKCompressor(0.3), ResidualMemory(), hvd.size()). That bug you mentioned above already be fixed before running the training script.
It is the truth that I haven't apply the patch, as I don't know how to make it. Could you tell me the details about this patch?

Best regards

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hangxu0304 avatar hangxu0304 commented on August 22, 2024

Hi,

Thanks for your interest. Currently Horovod 0.19.2 is not supported in our framework. Please follow the instruction to install the environment. Let us know if you encounter any issues.

Hang

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KevvinHoo avatar KevvinHoo commented on August 22, 2024

I have installed Horovod 0.18.2. When I run the example program named pytorch_mnist.py, there are some errors as below:

Traceback (most recent call last):
  File "./horovod_mnist.py", line 189, in <module>
    train(epoch)
  File "./horovod_mnist.py", line 67, in train
    loss.backward()
  File "/GPUFS/nudt_chkwu_2/.conda/envs/torch_ho/lib/python3.6/site-packages/torch/tensor.py", line 195, in backward
    torch.autograd.backward(self, gradient, retain_graph, create_graph)
  File "/GPUFS/nudt_chkwu_2/.conda/envs/torch_ho/lib/python3.6/site-packages/torch/autograd/__init__.py", line 99, in backward
    allow_unreachable=True)  # allow_unreachable flag
  File "/GPUFS/nudt_chkwu_2/.conda/envs/torch_ho/lib/python3.6/site-packages/horovod/torch/__init__.py", line 141, in hook
    handle, ctx = self._allreduce_grad_async(p)
  File "/GPUFS/nudt_chkwu_2/.conda/envs/torch_ho/lib/python3.6/site-packages/horovod/torch/__init__.py", line 122, in _allreduce_grad_async
    tensor_compressed, ctx = self._compression.compress(tensor)
AttributeError: 'Allgather' object has no attribute 'compress'

I find the class Allgather have a atrribute 'compress'. The example program used the TopkCompressor. I don't know how to solve this problem. Could you give me a advise? Thanks for your help.

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hangxu0304 avatar hangxu0304 commented on August 22, 2024

It seems like you haven't apply the horovod patch we provided. Before applying the patch, please make sure you can run an official horovod example following the horovod guidelines .
We do find a bug in pytorch_mnist.py, see here. Please update your training script by this version.

Hang

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KevvinHoo avatar KevvinHoo commented on August 22, 2024

Never mind - I have read the file named horovd 0.18.2-patch. Maybe I know how to apply this patch. The - indicate to delete and the + is to add, right? And is it needed to make a change to the module file about the TensorFlow when I used the PyTorch framework?

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hangxu0304 avatar hangxu0304 commented on August 22, 2024

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