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hao-ai-lab-FastVideo/fastvideo/v1/distributed/communication_op.py
1fee098f10 [do not merge] Rebased refactor (#270)
Signed-off-by: <>
Co-authored-by: William Lin <SolitaryThinker@users.noreply.github.com>
Co-authored-by: Will Lin <wlsaidhi@gmail.com>
Co-authored-by: Zhou, Wei <wzhou322@gatech.edu>
Co-authored-by: Kevin Lin <42618777+kevin314@users.noreply.github.com>
Co-authored-by: kevin314 <kevin.lin.cs1@gmail.com>
Co-authored-by: JerryZhou54 <69577934+JerryZhou54@users.noreply.github.com>
Co-authored-by: Yongqi Chen <144848849+BrianChen1129@users.noreply.github.com>
Co-authored-by: Peiyuan Zhang <m2deng@ucsd.edu>
2025-03-29 17:43:47 -05:00

33 lines
1.3 KiB
Python

# SPDX-License-Identifier: Apache-2.0
# Adapted from https://github.com/vllm-project/vllm/blob/v0.7.3/vllm/distributed/communication_op.py
import torch
import torch.distributed
from fastvideo.v1.distributed.parallel_state import get_sp_group, get_tp_group
def tensor_model_parallel_all_reduce(input_: torch.Tensor) -> torch.Tensor:
"""All-reduce the input tensor across model parallel group."""
return get_tp_group().all_reduce(input_)
def tensor_model_parallel_all_gather(input_: torch.Tensor,
dim: int = -1) -> torch.Tensor:
"""All-gather the input tensor across model parallel group."""
return get_tp_group().all_gather(input_, dim)
# TODO: remove model, make it sequence_parallel
def sequence_model_parallel_all_to_all_4D(input_: torch.Tensor,
scatter_dim: int = 2,
gather_dim: int = 1) -> torch.Tensor:
"""All-to-all communication of 4D tensors (e.g. QKV matrices) across sequence parallel group."""
return get_sp_group().all_to_all_4D(input_, scatter_dim, gather_dim)
def sequence_model_parallel_all_gather(input_: torch.Tensor,
dim: int = -1) -> torch.Tensor:
"""All-gather the input tensor across model parallel group."""
return get_sp_group().all_gather(input_, dim)