ComfyUI/comfy_extras/nodes_multigpu.py
2025-03-03 23:08:29 -06:00

87 lines
2.6 KiB
Python

from __future__ import annotations
from inspect import cleandoc
from typing import TYPE_CHECKING
if TYPE_CHECKING:
from comfy.model_patcher import ModelPatcher
import comfy.multigpu
class MultiGPUWorkUnitsNode:
"""
Prepares model to have sampling accelerated via splitting work units.
Should be placed after nodes that modify the model object itself, such as compile or attention-switch nodes.
Other than those exceptions, this node can be placed in any order.
"""
NodeId = "MultiGPU_WorkUnits"
NodeName = "MultiGPU Work Units"
@classmethod
def INPUT_TYPES(cls):
return {
"required": {
"model": ("MODEL",),
"max_gpus" : ("INT", {"default": 8, "min": 1, "step": 1}),
},
"optional": {
"gpu_options": ("GPU_OPTIONS",)
}
}
RETURN_TYPES = ("MODEL",)
FUNCTION = "init_multigpu"
CATEGORY = "advanced/multigpu"
DESCRIPTION = cleandoc(__doc__)
def init_multigpu(self, model: ModelPatcher, max_gpus: int, gpu_options: comfy.multigpu.GPUOptionsGroup=None):
model = comfy.multigpu.create_multigpu_deepclones(model, max_gpus, gpu_options, reuse_loaded=True)
return (model,)
class MultiGPUOptionsNode:
"""
Select the relative speed of GPUs in the special case they have significantly different performance from one another.
"""
NodeId = "MultiGPU_Options"
NodeName = "MultiGPU Options"
@classmethod
def INPUT_TYPES(cls):
return {
"required": {
"device_index": ("INT", {"default": 0, "min": 0, "max": 64}),
"relative_speed": ("FLOAT", {"default": 1.0, "min": 0.0, "step": 0.01})
},
"optional": {
"gpu_options": ("GPU_OPTIONS",)
}
}
RETURN_TYPES = ("GPU_OPTIONS",)
FUNCTION = "create_gpu_options"
CATEGORY = "advanced/multigpu"
DESCRIPTION = cleandoc(__doc__)
def create_gpu_options(self, device_index: int, relative_speed: float, gpu_options: comfy.multigpu.GPUOptionsGroup=None):
if not gpu_options:
gpu_options = comfy.multigpu.GPUOptionsGroup()
gpu_options.clone()
opt = comfy.multigpu.GPUOptions(device_index=device_index, relative_speed=relative_speed)
gpu_options.add(opt)
return (gpu_options,)
node_list = [
MultiGPUWorkUnitsNode,
MultiGPUOptionsNode
]
NODE_CLASS_MAPPINGS = {}
NODE_DISPLAY_NAME_MAPPINGS = {}
for node in node_list:
NODE_CLASS_MAPPINGS[node.NodeId] = node
NODE_DISPLAY_NAME_MAPPINGS[node.NodeId] = node.NodeName