85 lines
2.7 KiB
Python
85 lines
2.7 KiB
Python
"""kunlun_communicator"""
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from contextlib import contextmanager
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from typing import Optional
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import torch
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from torch.distributed import ProcessGroup
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from vllm.distributed.device_communicators.base_device_communicator import DeviceCommunicatorBase
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from vllm.distributed.device_communicators.cuda_communicator import CudaCommunicator
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class KunlunCommunicator(CudaCommunicator):
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"""KunlunCommunicator"""
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def __init__(self,
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device,
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device_group,
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cpu_group,
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unique_name):
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"""
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Initializes the CUDA Communicator.
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Args:
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cpu_group (ProcessGroup): The CPU process group.
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device (Optional[torch.device], optional): The device to use. Defaults to None.
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device_group (Optional[ProcessGroup], optional): The device process group. Defaults to None.
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unique_name (str, optional): The unique name of this communicator. Defaults to "".
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Raises:
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ValueError: If both ``device`` and ``device_group`` are not specified.
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"""
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DeviceCommunicatorBase.__init__(self, cpu_group, device, device_group, unique_name)
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self.ca_comm = None
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self.disabled = False
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with torch.cuda.device(device):
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self.stream = torch.cuda.Stream()
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# A small all_reduce for warmup.
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data = torch.zeros(1, device=device)
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self.all_reduce(data)
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self.stream.synchronize()
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del data
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def all_reduce(self, input_):
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"""all_reduce"""
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return DeviceCommunicatorBase.all_reduce(self, input_)
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def all_gather(self, input_, dim):
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"""all_gather"""
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return DeviceCommunicatorBase.all_gather(self, input_, dim)
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def gather(self, input_, dst, dim):
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"""gather"""
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return DeviceCommunicatorBase.gather(self, input_, dst, dim)
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def send(self, tensor, dst):
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"""send"""
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DeviceCommunicatorBase.send(self, tensor, dst)
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def recv(self, size, dtype, src):
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"""recv"""
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return DeviceCommunicatorBase.recv(self, size, dtype, src)
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def destroy(self):
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"""destroy"""
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pass
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@contextmanager
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def change_state(self, enable, stream):
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"""
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A context manager to change the state of the communicator.
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"""
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if enable is None:
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# guess a default value when not specified
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enable = self.available
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if stream is None:
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stream = self.stream
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old_disable = self.disabled
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old_stream = self.stream
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self.stream = stream
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self.disabled = not enable
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yield
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self.disabled = old_disable
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self.stream = old_stream |