@ -17,7 +17,6 @@
"""
import math
import numpy as np
import torch
from torch import nn
from .common import AttnBlock, LayerNorm2d_op, ResBlock, FeedForwardBlock, TimestepBlock
@ -18,7 +18,6 @@
# from .controlnet import ControlNetDeliverer
@ -1,6 +1,4 @@
# import pytorch_lightning as pl
import torch.nn.functional as F
from contextlib import contextmanager
from typing import Any, Dict, List, Optional, Tuple, Union
@ -3,7 +3,7 @@ import torch
from torch import nn, einsum
from einops import rearrange, repeat
from typing import Optional, Any
from typing import Optional
import logging
from .diffusionmodules.util import AlphaBlender, timestep_embedding
@ -2,7 +2,6 @@ import psutil
from enum import Enum
from comfy.cli_args import args
import comfy.utils
import sys
import platform
@ -14,7 +14,6 @@ import comfy.utils
from . import clip_vision
from . import gligen
from . import diffusers_convert
from . import model_base
from . import model_detection
from . import sd1_clip
@ -1,5 +1,4 @@
from comfy import sd1_clip
import os
class SD2ClipHModel(sd1_clip.SDClipModel):
@ -1,10 +1,5 @@
import comfy.model_management
from kornia.filters import canny
class Canny:
@ -4,7 +4,6 @@ import torch.nn.functional as F
from comfy.ldm.modules.attention import optimized_attention
import comfy.samplers
import nodes
class SD_4XUpscale_Conditioning: