Files
MinusZoneAI-ComfyUI-TrainTo…/__init__.py
T
2024-06-17 23:30:23 +08:00

142 lines
3.9 KiB
Python

import inspect
import json
import os
import folder_paths
import importlib
from .mz_train_tools_utils import Utils
from . import mz_train_tools_core
NODE_CLASS_MAPPINGS = {
}
NODE_DISPLAY_NAME_MAPPINGS = {
}
AUTHOR_NAME = "MinusZone"
CATEGORY_NAME = f"{AUTHOR_NAME} - TrainTools"
class MZ_KohyaSSInitWorkspace:
@classmethod
def INPUT_TYPES(s):
return {
"required": {
"workspace_name": ("STRING", {"default": ""}),
"branch": ("STRING", {"default": "main"}),
"seed": ("INT", {"default": 0}),
},
}
RETURN_TYPES = ("MZ_TT_SS_WorkspaceConfig",)
RETURN_NAMES = ("workspace_config",)
FUNCTION = "start"
CATEGORY = CATEGORY_NAME
def start(self, **kwargs):
importlib.reload(mz_train_tools_core)
return mz_train_tools_core.MZ_KohyaSSInitWorkspace_call(kwargs)
NODE_CLASS_MAPPINGS["MZ_KohyaSSInitWorkspace"] = MZ_KohyaSSInitWorkspace
NODE_DISPLAY_NAME_MAPPINGS["MZ_KohyaSSInitWorkspace"] = f"{AUTHOR_NAME} - KohyaSSInitWorkspace"
class MZ_ImagesCopyWorkspace:
@classmethod
def INPUT_TYPES(s):
return {
"required": {
"workspace_config": ("MZ_TT_SS_WorkspaceConfig",),
"images": ("IMAGE",),
"enable_bucket": (["enable", "disable"], {"default": "enable"}),
"resolution": ("INT", {"default": 512}),
"num_repeats": ("INT", {"default": 1}),
"batch_size": ("INT", {"default": 1}),
# "class_name": ("STRING", {"default": "girl", "dynamicPrompts": True}),
},
}
RETURN_TYPES = (f"STRING",)
RETURN_NAMES = ("workspace_images_dir",)
# OUTPUT_NODE = True
FUNCTION = "start"
CATEGORY = CATEGORY_NAME
def start(self, **kwargs):
importlib.reload(mz_train_tools_core)
return mz_train_tools_core.MZ_ImageSelecter_call(kwargs)
NODE_CLASS_MAPPINGS["MZ_ImagesCopyWorkspace"] = MZ_ImagesCopyWorkspace
NODE_DISPLAY_NAME_MAPPINGS["MZ_ImagesCopyWorkspace"] = f"{AUTHOR_NAME} - ImagesCopyWorkspace"
class MZ_KohyaSSUseConfig:
train_config_template_dir = os.path.join(
os.path.dirname(__file__), "configs", "kohya_ss_lora"
)
@classmethod
def INPUT_TYPES(s):
train_config_templates = os.listdir(s.train_config_template_dir)
# 去掉json后缀
train_config_templates = [os.path.splitext(x)[0]
for x in train_config_templates]
return {
"required": {
"workspace_config": ("MZ_TT_SS_WorkspaceConfig",),
"workspace_images_dir": ("STRING", {"forceInput": True}),
"train_config_template": (train_config_templates,),
"ckpt_name": (folder_paths.get_filename_list("checkpoints"), )
},
}
RETURN_TYPES = (f"MZ_TT_SS_TrainConfig",)
RETURN_NAMES = ("train_config",)
FUNCTION = "start"
CATEGORY = CATEGORY_NAME
def start(self, **kwargs):
importlib.reload(mz_train_tools_core)
kwargs["train_config_template_dir"] = self.train_config_template_dir
return mz_train_tools_core.MZ_KohyaSSUseConfig_call(kwargs)
NODE_CLASS_MAPPINGS["MZ_KohyaSSUseConfig"] = MZ_KohyaSSUseConfig
NODE_DISPLAY_NAME_MAPPINGS["MZ_KohyaSSUseConfig"] = f"{AUTHOR_NAME} - KohyaSSUseConfig"
class MZ_KohyaSSTrain:
@classmethod
def INPUT_TYPES(s):
return {
"required": {
"train_config": ("MZ_TT_SS_TrainConfig",),
},
}
RETURN_TYPES = (f"STRING",)
RETURN_NAMES = ("train_output_dir",)
OUTPUT_NODE = True
FUNCTION = "start"
CATEGORY = CATEGORY_NAME
def start(self, **kwargs):
importlib.reload(mz_train_tools_core)
return mz_train_tools_core.MZ_KohyaSSTrain_call(kwargs)
NODE_CLASS_MAPPINGS["MZ_KohyaSSTrain"] = MZ_KohyaSSTrain
NODE_DISPLAY_NAME_MAPPINGS["MZ_KohyaSSTrain"] = f"{AUTHOR_NAME} - KohyaSSTrain"