@@ -592,18 +592,25 @@ def batch_transfer_sync_read(
592592
593593class ParameterServer :
594594 def __init__ (
595- self , * , rank : int | None = None , world_size : int | None = None , auto_pg : bool = False , mem_fraction : float | None = None
595+ self ,
596+ * ,
597+ rank : int | None = None ,
598+ world_size : int | None = None ,
599+ auto_pg : bool = False ,
600+ gpu_count : int | None = None ,
601+ mem_fraction : float | None = None ,
596602 ):
597603 """
598604 Initialize the parameter server. env RANK, WORLD_SIZE and MASTER_ADDR must be set.
599605
600606 Args:
601607 auto_pg: Whether to automatically initialize the process group.
602608 Notice that if auto_pg is True, will destroy the process group after update.
609+ mem_fraction: The proportion (as a fraction) of the current free CUDA memory for allocation.
603610 """
604611 self ._rank = rank or int (os .environ .get ("RANK" , None ))
605612 self ._world_size = world_size or int (os .environ .get ("WORLD_SIZE" , None ))
606- self ._gpu_count = self . _world_size or torch .cuda .device_count ()
613+ self ._gpu_count = gpu_count or torch .cuda .device_count ()
607614 self ._local_rank = self ._rank % self ._gpu_count
608615 self ._auto_pg = auto_pg
609616 self ._all_hosts = []
@@ -612,13 +619,13 @@ def __init__(
612619
613620 assert self ._rank is not None and self ._rank >= 0 , self ._rank
614621 assert self ._world_size and self ._world_size > 0 , self ._world_size
615- assert (self ._gpu_count is not None and
616- self ._gpu_count > 0 and
617- self ._gpu_count <= torch .cuda .device_count ()
622+ assert (
623+ self ._gpu_count is not None
624+ and self ._gpu_count > 0
625+ and self ._gpu_count <= torch .cuda .device_count ()
618626 ), self ._gpu_count
619- assert (self ._mem_fraction is not None and
620- self ._mem_fraction > 0 and
621- self ._mem_fraction <= 1
627+ assert (
628+ self ._mem_fraction is not None and self ._mem_fraction > 0 and self ._mem_fraction <= 1
622629 ), self ._mem_fraction
623630
624631 self ._zmq_ctx = zmq .Context ()
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