mirror of
https://github.com/twitter/the-algorithm-ml.git
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31 lines
646 B
Python
31 lines
646 B
Python
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import os
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import torch
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import torch.distributed as dist
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def maybe_setup_tensorflow():
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try:
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import tensorflow as tf
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except ImportError:
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pass
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else:
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tf.config.set_visible_devices([], "GPU") # disable tf gpu
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def setup_and_get_device(tf_ok: bool = True) -> torch.device:
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if tf_ok:
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maybe_setup_tensorflow()
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device = torch.device("cpu")
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backend = "gloo"
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if torch.cuda.is_available():
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rank = os.environ["LOCAL_RANK"]
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device = torch.device(f"cuda:{rank}")
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backend = "nccl"
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torch.cuda.set_device(device)
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if not torch.distributed.is_initialized():
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dist.init_process_group(backend)
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return device
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