Introduced Resources to ComfyNodeV3

This commit is contained in:
Jedrzej Kosinski 2025-06-28 15:47:02 -07:00
parent 2999212480
commit 0e7ff98e1d
3 changed files with 62 additions and 16 deletions

View File

@ -4,6 +4,9 @@ from enum import Enum
from abc import ABC, abstractmethod
from dataclasses import dataclass, asdict
from collections import Counter
import comfy.utils
import folder_paths
import logging
# used for type hinting
import torch
from spandrel import ImageModelDescriptor
@ -281,6 +284,56 @@ class NodeStateLocal(NodeState):
def __delitem__(self, key: str):
del self.local_state[key]
class ResourceKey(ABC):
def __init__(self):
...
class ResourceKeyFolderFilename(ResourceKey):
def __init__(self, folder_name: str, file_name: str):
self.folder_name = folder_name
self.file_name = file_name
def __hash__(self):
return hash((self.folder_name, self.file_name))
def __eq__(self, other: object) -> bool:
if not isinstance(other, ResourceKeyFolderFilename):
return False
return self.folder_name == other.folder_name and self.file_name == other.file_name
def __str__(self):
return f"{self.folder_name} -> {self.file_name}"
class Resources(ABC):
def __init__(self):
...
@abstractmethod
def get_torch_dict(self, key: ResourceKey) -> dict[str, torch.Tensor]:
pass
class ResourcesLocal(Resources):
def __init__(self):
super().__init__()
self.local_resources: dict[ResourceKey, dict[str, torch.Tensor]] = {}
def get_torch_dict(self, key: ResourceKey) -> dict[str, torch.Tensor]:
cached = self.local_resources.get(key, None)
if cached is not None:
logging.info(f"Using cached resource '{key}'")
return cached
logging.info(f"Loading resource '{key}'")
to_return = None
if isinstance(key, ResourceKeyFolderFilename):
to_return = comfy.utils.load_torch_file(folder_paths.get_full_path_or_raise(key.folder_name, key.file_name), safe_load=True)
if to_return is not None:
self.local_resources[key] = to_return
return to_return
raise Exception(f"Unsupported resource key type: {type(key)}")
@comfytype(io_type="BOOLEAN")
class Boolean:
Type = bool
@ -966,6 +1019,7 @@ class ComfyNodeV3:
# filled in during execution
state: NodeState = None
resources: Resources = None
hidden: HiddenHolder = None
@classmethod
@ -995,6 +1049,7 @@ class ComfyNodeV3:
def __init__(self):
self.local_state: NodeStateLocal = None
self.local_resources: ResourcesLocal = None
self.__class__.VALIDATE_CLASS()
@classmethod

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@ -100,10 +100,6 @@ class V3TestNode(io.ComfyNodeV3):
class V3LoraLoader(io.ComfyNodeV3):
class State(io.NodeState):
loaded_lora: tuple[str, Any] | None = None
state: State
@classmethod
def DEFINE_SCHEMA(cls):
return io.SchemaV3(
@ -147,17 +143,7 @@ class V3LoraLoader(io.ComfyNodeV3):
if strength_model == 0 and strength_clip == 0:
return io.NodeOutput(model, clip)
lora_path = folder_paths.get_full_path_or_raise("loras", lora_name)
lora = None
if cls.state.loaded_lora is not None:
if cls.state.loaded_lora[0] == lora_path:
lora = cls.state.loaded_lora[1]
else:
cls.state.loaded_lora = None
if lora is None:
lora = comfy.utils.load_torch_file(lora_path, safe_load=True)
cls.state.loaded_lora = (lora_path, lora)
lora = cls.resources.get_torch_dict(io.ResourceKeyFolderFilename("loras", lora_name))
model_lora, clip_lora = comfy.sd.load_lora_for_models(model, clip, lora, strength_model, strength_clip)
return io.NodeOutput(model_lora, clip_lora)

View File

@ -28,7 +28,7 @@ from comfy_execution.graph import (
)
from comfy_execution.graph_utils import GraphBuilder, is_link
from comfy_execution.validation import validate_node_input
from comfy_api.v3.io import NodeOutput, ComfyNodeV3, Hidden, NodeStateLocal
from comfy_api.v3.io import NodeOutput, ComfyNodeV3, Hidden, NodeStateLocal, ResourcesLocal
class ExecutionResult(Enum):
@ -224,6 +224,11 @@ def _map_node_over_list(obj, input_data_all, func, allow_interrupt=False, execut
if obj.local_state is None:
obj.local_state = NodeStateLocal(class_clone.hidden.unique_id)
class_clone.state = obj.local_state
# NOTE: this is a mock of resource management; for local, just stores ResourcesLocal on node instance
if hasattr(obj, "local_resources"):
if obj.local_resources is None:
obj.local_resources = ResourcesLocal()
class_clone.resources = obj.local_resources
results.append(getattr(type(obj), func).__func__(class_clone, **inputs))
# V1
else: