Upload fast_stable_diffusion_automatic1111.py

fast_stable_diffusion_automatic1111.py

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+# -*- coding: utf-8 -*-
+"""fast_stable_diffusion_AUTOMATIC1111.ipynb
+
+Automatically generated by Colaboratory.
+
+Original file is located at
+    https://colab.research.google.com/github/TheLastBen/fast-stable-diffusion/blob/main/fast_stable_diffusion_AUTOMATIC1111.ipynb
+
+# **Colab Pro notebook from https://github.com/TheLastBen/fast-stable-diffusion** *Alternatives : [RunPod](https://www.runpod.io/console/gpu-browse?template=runpod-stable-unified)  | [Paperspace](https://console.paperspace.com/github/TheLastBen/PPS?machine=Free-GPU)*
+##**[Support](https://ko-fi.com/thelastben)**
+"""
+
+#@markdown # Connect Google Drive
+from google.colab import drive
+from IPython.display import clear_output
+import ipywidgets as widgets
+import os
+
+def inf(msg, style, wdth): inf = widgets.Button(description=msg, disabled=True, button_style=style, layout=widgets.Layout(min_width=wdth));display(inf)
+Shared_Drive = "" #@param {type:"string"}
+#@markdown - Leave empty if you're not using a shared drive
+
+print("Connecting...")
+drive.mount('/content/gdrive')
+
+if Shared_Drive!="" and os.path.exists("/content/gdrive/Shareddrives"):
+  mainpth="Shareddrives/"+Shared_Drive
+else:
+  mainpth="MyDrive"
+
+clear_output()
+inf('\u2714 Done','success', '50px')
+
+#@markdown ---
+
+# Commented out IPython magic to ensure Python compatibility.
+#@markdown # Install/Update AUTOMATIC1111 repo
+from IPython.utils import capture
+from IPython.display import clear_output
+from subprocess import getoutput
+import ipywidgets as widgets
+import sys
+import fileinput
+import os
+import time
+import base64
+import gdown
+from gdown.download import get_url_from_gdrive_confirmation
+import requests
+from urllib.request import urlopen, Request
+from urllib.parse import urlparse, parse_qs, unquote
+from tqdm import tqdm
+import six
+
+
+blasphemy=base64.b64decode(("d2VidWk=").encode('ascii')).decode('ascii')
+
+if not os.path.exists("/content/gdrive"):
+  print('Gdrive not connected, using colab storage ...')
+  time.sleep(4)
+  mainpth="MyDrive"
+  !mkdir -p /content/gdrive/$mainpth
+  Shared_Drive=""
+
+if Shared_Drive!="" and not os.path.exists("/content/gdrive/Shareddrives"):
+  print('Shared drive not detected, using default MyDrive')
+  mainpth="MyDrive"
+
+with capture.capture_output() as cap:
+  def inf(msg, style, wdth): inf = widgets.Button(description=msg, disabled=True, button_style=style, layout=widgets.Layout(min_width=wdth));display(inf)
+  fgitclone = "git clone --depth 1"
+#   %mkdir -p /content/gdrive/$mainpth/sd
+#   %cd /content/gdrive/$mainpth/sd
+  !git clone -q --branch master https://github.com/AUTOMATIC1111/stable-diffusion-$blasphemy
+  !mkdir -p /content/gdrive/$mainpth/sd/stable-diffusion-$blasphemy/cache/
+  os.environ['TRANSFORMERS_CACHE']=f"/content/gdrive/{mainpth}/sd/stable-diffusion-"+blasphemy+"/cache"
+  os.environ['TORCH_HOME'] = f"/content/gdrive/{mainpth}/sd/stable-diffusion-"+blasphemy+"/cache"
+
+with capture.capture_output() as cap:
+#   %cd /content/gdrive/$mainpth/sd/stable-diffusion-$blasphemy/
+  !git reset --hard
+  !git checkout master
+  time.sleep(1)
+  !rm webui.sh
+  !git pull
+clear_output()
+inf('\u2714 Done','success', '50px')
+
+#@markdown ---
+
+# Commented out IPython magic to ensure Python compatibility.
+#@markdown # Requirements
+
+print('Installing requirements...')
+
+with capture.capture_output() as cap:
+#   %cd /content/
+  !wget -q -i https://raw.githubusercontent.com/TheLastBen/fast-stable-diffusion/main/Dependencies/A1111.txt
+  !dpkg -i *.deb
+  if not os.path.exists('/content/gdrive/'+mainpth+'/sd/stablediffusiond'): #restore later
+    !tar -C /content/gdrive/$mainpth --zstd -xf sd_mrep.tar.zst
+  !tar -C / --zstd -xf gcolabdeps.tar.zst
+  !rm *.deb | rm *.zst | rm *.txt
+  if not os.path.exists('gdrive/'+mainpth+'/sd/libtcmalloc/libtcmalloc_minimal.so.4'):
+#     %env CXXFLAGS=-std=c++14
+    !wget -q https://github.com/gperftools/gperftools/releases/download/gperftools-2.5/gperftools-2.5.tar.gz && tar zxf gperftools-2.5.tar.gz && mv gperftools-2.5 gperftools
+    !wget -q https://github.com/TheLastBen/fast-stable-diffusion/raw/main/AUTOMATIC1111_files/Patch
+#     %cd /content/gperftools
+    !patch -p1 < /content/Patch
+    !./configure --enable-minimal --enable-libunwind --enable-frame-pointers --enable-dynamic-sized-delete-support --enable-sized-delete --enable-emergency-malloc; make -j4
+    !mkdir -p /content/gdrive/$mainpth/sd/libtcmalloc && cp .libs/libtcmalloc*.so* /content/gdrive/$mainpth/sd/libtcmalloc
+#     %env LD_PRELOAD=/content/gdrive/$mainpth/sd/libtcmalloc/libtcmalloc_minimal.so.4
+#     %cd /content
+    !rm *.tar.gz Patch && rm -r /content/gperftools
+  else:
+#     %env LD_PRELOAD=/content/gdrive/$mainpth/sd/libtcmalloc/libtcmalloc_minimal.so.4
+  os.environ['TF_CPP_MIN_LOG_LEVEL'] = '3'
+  os.environ['PYTHONWARNINGS'] = 'ignore'
+  !sed -i 's@text = _formatwarnmsg(msg)@text =\"\"@g' /usr/lib/python3.10/warnings.py
+  !pip install open-clip-torch==2.20.0 -qq --no-deps
+  !pip install fastapi==0.94.0 -qq
+clear_output()
+inf('\u2714 Done','success', '50px')
+
+#@markdown ---
+
+#@markdown # Model Download/Load
+
+Use_Temp_Storage = False #@param {type:"boolean"}
+#@markdown - If not, make sure you have enough space on your gdrive
+
+#@markdown ---
+
+Model_Version = "SDXL" #@param ["SDXL", "1.5", "v1.5 Inpainting", "V2.1-768px"]
+
+#@markdown Or
+PATH_to_MODEL = "" #@param {type:"string"}
+#@markdown - Insert the full path of your custom model or to a folder containing multiple models
+
+#@markdown Or
+MODEL_LINK = "" #@param {type:"string"}
+
+
+def getsrc(url):
+    parsed_url = urlparse(url)
+    if parsed_url.netloc == 'civitai.com':
+        src='civitai'
+    elif parsed_url.netloc == 'drive.google.com':
+        src='gdrive'
+    elif parsed_url.netloc == 'huggingface.co':
+        src='huggingface'
+    else:
+        src='others'
+    return src
+
+src=getsrc(MODEL_LINK)
+
+def get_name(url, gdrive):
+    if not gdrive:
+        response = requests.get(url, allow_redirects=False)
+        if "Location" in response.headers:
+            redirected_url = response.headers["Location"]
+            quer = parse_qs(urlparse(redirected_url).query)
+            if "response-content-disposition" in quer:
+                disp_val = quer["response-content-disposition"][0].split(";")
+                for vals in disp_val:
+                    if vals.strip().startswith("filename="):
+                        filenm=unquote(vals.split("=", 1)[1].strip())
+                        return filenm.replace("\"","")
+    else:
+        headers = {"User-Agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_10_1) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/39.0.2171.95 Safari/537.36"}
+        lnk="https://drive.google.com/uc?id={id}&export=download".format(id=url[url.find("/d/")+3:url.find("/view")])
+        res = requests.session().get(lnk, headers=headers, stream=True, verify=True)
+        res = requests.session().get(get_url_from_gdrive_confirmation(res.text), headers=headers, stream=True, verify=True)
+        content_disposition = six.moves.urllib_parse.unquote(res.headers["Content-Disposition"])
+        filenm = re.search(r"filename\*=UTF-8''(.*)", content_disposition).groups()[0].replace(os.path.sep, "_")
+        return filenm
+
+
+def dwn(url, dst, msg):
+    file_size = None
+    req = Request(url, headers={"User-Agent": "torch.hub"})
+    u = urlopen(req)
+    meta = u.info()
+    if hasattr(meta, 'getheaders'):
+        content_length = meta.getheaders("Content-Length")
+    else:
+        content_length = meta.get_all("Content-Length")
+    if content_length is not None and len(content_length) > 0:
+        file_size = int(content_length[0])
+
+    with tqdm(total=file_size, disable=False, mininterval=0.5,
+              bar_format=msg+' |{bar:20}| {percentage:3.0f}%') as pbar:
+        with open(dst, "wb") as f:
+            while True:
+                buffer = u.read(8192)
+                if len(buffer) == 0:
+                    break
+                f.write(buffer)
+                pbar.update(len(buffer))
+            f.close()
+
+
+def sdmdls(ver, Use_Temp_Storage):
+
+  if ver=='1.5':
+    if Use_Temp_Storage:
+      os.makedirs('/content/temp_models', exist_ok=True)
+      model='/content/temp_models/v1-5-pruned-emaonly.safetensors'
+    else:
+      model='/content/gdrive/'+mainpth+'/sd/stable-diffusion-'+blasphemy+'/models/Stable-diffusion/v1-5-pruned-emaonly.safetensors'
+    link='https://huggingface.co/runwayml/stable-diffusion-v1-5/resolve/main/v1-5-pruned-emaonly.safetensors'
+  elif ver=='V2.1-768px':
+    if Use_Temp_Storage:
+      os.makedirs('/content/temp_models', exist_ok=True)
+      model='/content/temp_models/v2-1_768-ema-pruned.safetensors'
+    else:
+      model='/content/gdrive/'+mainpth+'/sd/stable-diffusion-'+blasphemy+'/models/Stable-diffusion/v2-1_768-ema-pruned.safetensors'
+    link='https://huggingface.co/stabilityai/stable-diffusion-2-1/resolve/main/v2-1_768-ema-pruned.safetensors'
+  elif ver=='v1.5 Inpainting':
+    if Use_Temp_Storage:
+      os.makedirs('/content/temp_models', exist_ok=True)
+      model='/content/temp_models/sd-v1-5-inpainting.ckpt'
+    else:
+      model='/content/gdrive/'+mainpth+'/sd/stable-diffusion-'+blasphemy+'/models/Stable-diffusion/sd-v1-5-inpainting.ckpt'
+    link='https://huggingface.co/runwayml/stable-diffusion-inpainting/resolve/main/sd-v1-5-inpainting.ckpt'
+  elif ver=='SDXL':
+    if Use_Temp_Storage:
+      os.makedirs('/content/temp_models', exist_ok=True)
+      model='/content/temp_models/sd_xl_base_1.0.safetensors'
+    else:
+      model='/content/gdrive/'+mainpth+'/sd/stable-diffusion-'+blasphemy+'/models/Stable-diffusion/sd_xl_base_1.0.safetensors'
+    link='https://huggingface.co/stabilityai/stable-diffusion-xl-base-1.0/resolve/main/sd_xl_base_1.0.safetensors'
+
+  if not os.path.exists(model):
+    !gdown --fuzzy -O $model $link
+    if os.path.exists(model):
+      clear_output()
+      inf('\u2714 Done','success', '50px')
+    else:
+      inf('\u2718 Something went wrong, try again','danger', "250px")
+  else:
+      clear_output()
+      inf('\u2714 Model already exists','primary', '300px')
+
+  return model
+
+
+if (PATH_to_MODEL !=''):
+  if os.path.exists(str(PATH_to_MODEL)):
+    inf('\u2714 Using the trained model.','success', '200px')
+
+  else:
+      while not os.path.exists(str(PATH_to_MODEL)):
+        inf('\u2718 Wrong path, use the colab file explorer to copy the path : ','danger', "400px")
+        PATH_to_MODEL=input()
+      if os.path.exists(str(PATH_to_MODEL)):
+        inf('\u2714 Using the custom model.','success', '200px')
+
+  model=PATH_to_MODEL
+
+elif MODEL_LINK != "":
+
+      if src=='civitai':
+         modelname=get_name(MODEL_LINK, False)
+         if Use_Temp_Storage:
+            os.makedirs('/content/temp_models', exist_ok=True)
+            model=f'/content/temp_models/{modelname}'
+         else:
+            model=f'/content/gdrive/{mainpth}/sd/stable-diffusion-{blasphemy}/models/Stable-diffusion/{modelname}'
+         if not os.path.exists(model):
+            dwn(MODEL_LINK, model, 'Downloading the custom model')
+            clear_output()
+         else:
+            inf('\u2714 Model already exists','primary', '300px')
+      elif src=='gdrive':
+         modelname=get_name(MODEL_LINK, True)
+         if Use_Temp_Storage:
+            os.makedirs('/content/temp_models', exist_ok=True)
+            model=f'/content/temp_models/{modelname}'
+         else:
+            model=f'/content/gdrive/{mainpth}/sd/stable-diffusion-{blasphemy}/models/Stable-diffusion/{modelname}'
+         if not os.path.exists(model):
+            gdown.download(url=MODEL_LINK, output=model, quiet=False, fuzzy=True)
+            clear_output()
+         else:
+            inf('\u2714 Model already exists','primary', '300px')
+      else:
+         modelname=os.path.basename(MODEL_LINK)
+         if Use_Temp_Storage:
+            os.makedirs('/content/temp_models', exist_ok=True)
+            model=f'/content/temp_models/{modelname}'
+         else:
+            model=f'/content/gdrive/{mainpth}/sd/stable-diffusion-{blasphemy}/models/Stable-diffusion/{modelname}'
+         if not os.path.exists(model):
+            gdown.download(url=MODEL_LINK, output=model, quiet=False, fuzzy=True)
+            clear_output()
+         else:
+            inf('\u2714 Model already exists','primary', '700px')
+
+      if os.path.exists(model) and os.path.getsize(model) > 1810671599:
+        inf('\u2714 Model downloaded, using the custom model.','success', '300px')
+      else:
+        !rm model
+        inf('\u2718 Wrong link, check that the link is valid','danger', "300px")
+
+else:
+  model=sdmdls(Model_Version, Use_Temp_Storage)
+
+#@markdown ---
+
+#@markdown # Download LoRA
+
+LoRA_LINK = "" #@param {type:"string"}
+
+os.makedirs('/content/gdrive/'+mainpth+'/sd/stable-diffusion-'+blasphemy+'/models/Lora', exist_ok=True)
+
+src=getsrc(LoRA_LINK)
+
+if src=='civitai':
+    modelname=get_name(LoRA_LINK, False)
+    loramodel=f'/content/gdrive/{mainpth}/sd/stable-diffusion-{blasphemy}/models/Lora/{modelname}'
+    if not os.path.exists(loramodel):
+      dwn(LoRA_LINK, loramodel, 'Downloading the LoRA model')
+      clear_output()
+    else:
+      inf('\u2714 Model already exists','primary', '300px')
+elif src=='gdrive':
+    modelname=get_name(LoRA_LINK, True)
+    loramodel=f'/content/gdrive/{mainpth}/sd/stable-diffusion-{blasphemy}/models/Lora/{modelname}'
+    if not os.path.exists(loramodel):
+      gdown.download(url=LoRA_LINK, output=loramodel, quiet=False, fuzzy=True)
+      clear_output()
+    else:
+      inf('\u2714 Model already exists','primary', '300px')
+else:
+    modelname=os.path.basename(LoRA_LINK)
+    loramodel=f'/content/gdrive/{mainpth}/sd/stable-diffusion-{blasphemy}/models/Lora/{modelname}'
+    if not os.path.exists(loramodel):
+      gdown.download(url=LoRA_LINK, output=loramodel, quiet=False, fuzzy=True)
+      clear_output()
+    else:
+      inf('\u2714 Model already exists','primary', '700px')
+
+if os.path.exists(loramodel) :
+  inf('\u2714 LoRA downloaded','success', '300px')
+else:
+  inf('\u2718 Wrong link, check that the link is valid','danger', "300px")
+
+#@markdown ---
+
+# Commented out IPython magic to ensure Python compatibility.
+#@markdown # ControlNet
+from torch.hub import download_url_to_file
+from urllib.parse import urlparse
+import re
+from subprocess import run
+
+Model = "None" #@param [ "None", "All (21GB)", "Canny", "Depth", "Lineart", "MLSD", "Normal", "OpenPose", "Scribble", "Seg", "ip2p", "Shuffle", "Inpaint", "Softedge", "Lineart_Anime", "Tile", "T2iadapter_Models"]
+
+v2_Model = "None" #@param [ "None", "All", "Canny", "Depth", "HED", "OpenPose", "Scribble"]
+
+#@markdown - Download/update ControlNet extension and its models
+
+def download(url, model_dir):
+
+    filename = os.path.basename(urlparse(url).path)
+    pth = os.path.abspath(os.path.join(model_dir, filename))
+    if not os.path.exists(pth):
+        print('Downloading: '+os.path.basename(url))
+        download_url_to_file(url, pth, hash_prefix=None, progress=True)
+    else:
+      print(f"The model {filename} already exists")
+
+Canny='https://huggingface.co/lllyasviel/ControlNet-v1-1/resolve/main/control_v11p_sd15_canny.pth'
+Depth='https://huggingface.co/lllyasviel/ControlNet-v1-1/resolve/main/control_v11f1p_sd15_depth.pth'
+Lineart='https://huggingface.co/lllyasviel/ControlNet-v1-1/resolve/main/control_v11p_sd15_lineart.pth'
+MLSD='https://huggingface.co/lllyasviel/ControlNet-v1-1/resolve/main/control_v11p_sd15_mlsd.pth'
+Normal='https://huggingface.co/lllyasviel/ControlNet-v1-1/resolve/main/control_v11p_sd15_normalbae.pth'
+OpenPose='https://huggingface.co/lllyasviel/ControlNet-v1-1/resolve/main/control_v11p_sd15_openpose.pth'
+Scribble='https://huggingface.co/lllyasviel/ControlNet-v1-1/resolve/main/control_v11p_sd15_scribble.pth'
+Seg='https://huggingface.co/lllyasviel/ControlNet-v1-1/resolve/main/control_v11p_sd15_seg.pth'
+ip2p='https://huggingface.co/lllyasviel/ControlNet-v1-1/resolve/main/control_v11e_sd15_ip2p.pth'
+Shuffle='https://huggingface.co/lllyasviel/ControlNet-v1-1/resolve/main/control_v11e_sd15_shuffle.pth'
+Inpaint='https://huggingface.co/lllyasviel/ControlNet-v1-1/resolve/main/control_v11p_sd15_inpaint.pth'
+Softedge='https://huggingface.co/lllyasviel/ControlNet-v1-1/resolve/main/control_v11p_sd15_softedge.pth'
+Lineart_Anime='https://huggingface.co/lllyasviel/ControlNet-v1-1/resolve/main/control_v11p_sd15s2_lineart_anime.pth'
+Tile='https://huggingface.co/lllyasviel/ControlNet-v1-1/resolve/main/control_v11f1e_sd15_tile.pth'
+
+with capture.capture_output() as cap:
+#   %cd /content/gdrive/$mainpth/sd/stable-diffusion-$blasphemy/extensions
+  if not os.path.exists("sd-webui-controlnet"):
+    !git clone https://github.com/Mikubill/sd-$blasphemy-controlnet.git
+#     %cd /content
+  else:
+#     %cd sd-webui-controlnet
+    !git reset --hard
+    !git pull
+#     %cd /content
+
+mdldir='/content/gdrive/'+mainpth+'/sd/stable-diffusion-'+blasphemy+'/extensions/sd-webui-controlnet/models'
+for filename in os.listdir(mdldir):
+  if "_sd14v1" in filename:
+    renamed = re.sub("_sd14v1", "-fp16", filename)
+    os.rename(os.path.join(mdldir, filename), os.path.join(mdldir, renamed))
+
+!wget -q -O CN_models.txt https://github.com/TheLastBen/fast-stable-diffusion/raw/main/AUTOMATIC1111_files/CN_models.txt
+!wget -q -O CN_models_v2.txt https://github.com/TheLastBen/fast-stable-diffusion/raw/main/AUTOMATIC1111_files/CN_models_v2.txt
+
+with open("CN_models.txt", 'r') as f:
+  mdllnk = f.read().splitlines()
+with open("CN_models_v2.txt", 'r') as d:
+  mdllnk_v2 = d.read().splitlines()
+
+!rm CN_models.txt CN_models_v2.txt
+
+with capture.capture_output() as cap:
+  cfgnames=[os.path.basename(url).split('.')[0]+'.yaml' for url in mdllnk_v2]
+#   %cd /content/gdrive/$mainpth/sd/stable-diffusion-$blasphemy/extensions/sd-webui-controlnet/models
+  for name in cfgnames:
+      run(['cp', 'cldm_v21.yaml', name])
+#   %cd /content
+
+if Model == "All (21GB)":
+  for lnk in mdllnk:
+      download(lnk, mdldir)
+  clear_output()
+
+elif Model == "T2iadapter_Models":
+  mdllnk=list(filter(lambda x: 't2i' in x, mdllnk))
+  for lnk in mdllnk:
+      download(lnk, mdldir)
+  clear_output()
+
+elif Model == "None":
+    pass
+    clear_output()
+
+else:
+  download(globals()[Model], mdldir)
+  clear_output()
+
+Canny='https://huggingface.co/thibaud/controlnet-sd21/resolve/main/control_v11p_sd21_canny.safetensors'
+Depth='https://huggingface.co/thibaud/controlnet-sd21/resolve/main/control_v11p_sd21_depth.safetensors'
+HED='https://huggingface.co/thibaud/controlnet-sd21/resolve/main/control_v11p_sd21_hed.safetensors'
+OpenPose='https://huggingface.co/thibaud/controlnet-sd21/resolve/main/control_v11p_sd21_openposev2.safetensors'
+Scribble='https://huggingface.co/thibaud/controlnet-sd21/resolve/main/control_v11p_sd21_scribble.safetensors'
+
+if v2_Model == "All":
+  for lnk_v2 in mdllnk_v2:
+      download(lnk_v2, mdldir)
+  clear_output()
+  inf('\u2714 Done','success', '50px')
+
+elif v2_Model == "None":
+    pass
+    clear_output()
+    inf('\u2714 Done','success', '50px')
+
+else:
+  download(globals()[v2_Model], mdldir)
+  clear_output()
+  inf('\u2714 Done','success', '50px')
+
+  #@markdown ---
+
+# Commented out IPython magic to ensure Python compatibility.
+#@markdown # Start Stable-Diffusion
+from IPython.utils import capture
+import time
+import sys
+import fileinput
+from pyngrok import ngrok, conf
+import re
+
+
+Use_Cloudflare_Tunnel = False #@param {type:"boolean"}
+#@markdown - Offers better gradio responsivity
+
+Ngrok_token = "" #@param {type:"string"}
+
+#@markdown - Input your ngrok token if you want to use ngrok server
+
+User = "" #@param {type:"string"}
+Password= "" #@param {type:"string"}
+#@markdown - Add credentials to your Gradio interface (optional)
+
+auth=f"--gradio-auth {User}:{Password}"
+if User =="" or Password=="":
+  auth=""
+
+
+with capture.capture_output() as cap:
+#   %cd /content/gdrive/$mainpth/sd/stable-diffusion-$blasphemy/modules/
+  !wget -q -O extras.py https://raw.githubusercontent.com/AUTOMATIC1111/stable-diffusion-$blasphemy/master/modules/extras.py
+  !wget -q -O sd_models.py https://raw.githubusercontent.com/AUTOMATIC1111/stable-diffusion-$blasphemy/master/modules/sd_models.py
+  !wget -q -O /usr/local/lib/python3.10/dist-packages/gradio/blocks.py https://raw.githubusercontent.com/TheLastBen/fast-stable-diffusion/main/AUTOMATIC1111_files/blocks.py
+#   %cd /content/gdrive/$mainpth/sd/stable-diffusion-$blasphemy/
+
+  !sed -i '[email protected]_ui().*@ui.create_ui();shared.demo.queue(concurrency_count=999999,status_update_rate=0.1)@' /content/gdrive/$mainpth/sd/stable-diffusion-$blasphemy/webui.py
+
+  !sed -i 's@possible_sd_paths =.*@possible_sd_paths = [\"/content/gdrive/{mainpth}/sd/stablediffusion\"]@' /content/gdrive/$mainpth/sd/stable-diffusion-$blasphemy/modules/paths.py
+  !sed -i 's@\.\.\/@src/@g' /content/gdrive/$mainpth/sd/stable-diffusion-$blasphemy/modules/paths.py
+  !sed -i 's@src/generative-models@generative-models@g' /content/gdrive/$mainpth/sd/stable-diffusion-$blasphemy/modules/paths.py
+
+  !sed -i 's@print(\"No module.*@@' /content/gdrive/$mainpth/sd/stablediffusion/ldm/modules/diffusionmodules/model.py
+  !sed -i 's@\["sd_model_checkpoint"\]@\["sd_model_checkpoint", "sd_vae", "CLIP_stop_at_last_layers", "inpainting_mask_weight", "initial_noise_multiplier"\]@g' /content/gdrive/$mainpth/sd/stable-diffusion-$blasphemy/modules/shared.py
+
+share=''
+if Ngrok_token!="":
+  ngrok.kill()
+  srv=ngrok.connect(7860, pyngrok_config=conf.PyngrokConfig(auth_token=Ngrok_token) , bind_tls=True).public_url
+
+  for line in fileinput.input('/usr/local/lib/python3.10/dist-packages/gradio/blocks.py', inplace=True):
+    if line.strip().startswith('self.server_name ='):
+        line = f'            self.server_name = "{srv[8:]}"\n'
+    if line.strip().startswith('self.protocol = "https"'):
+        line = '            self.protocol = "https"\n'
+    if line.strip().startswith('if self.local_url.startswith("https") or self.is_colab'):
+        line = ''
+    if line.strip().startswith('else "http"'):
+        line = ''
+    sys.stdout.write(line)
+
+elif Use_Cloudflare_Tunnel:
+  with capture.capture_output() as cap:
+    !pkill cloudflared
+    time.sleep(4)
+    !nohup cloudflared tunnel --url http://localhost:7860 > /content/srv.txt 2>&1 &
+    time.sleep(4)
+    with open('/content/srv.txt', "r") as file: text = file.read()
+    srv= re.findall(r"https?://(?:\S+?\.)?trycloudflare\.com\S*", text)[0]
+
+    for line in fileinput.input('/usr/local/lib/python3.10/dist-packages/gradio/blocks.py', inplace=True):
+      if line.strip().startswith('self.server_name ='):
+          line = f'            self.server_name = "{srv[8:]}"\n'
+      if line.strip().startswith('self.protocol = "https"'):
+          line = '            self.protocol = "https"\n'
+      if line.strip().startswith('if self.local_url.startswith("https") or self.is_colab'):
+          line = ''
+      if line.strip().startswith('else "http"'):
+          line = ''
+      sys.stdout.write(line)
+
+    !rm /content/srv.txt
+
+else:
+  share='--share'
+
+ckptdir=''
+if os.path.exists('/content/temp_models'):
+  ckptdir='--ckpt-dir /content/temp_models'
+
+try:
+  model
+  if os.path.isfile(model):
+    !python /content/gdrive/$mainpth/sd/stable-diffusion-$blasphemy/webui.py $share --api --disable-safe-unpickle --enable-insecure-extension-access --no-download-sd-model --no-half-vae  --ckpt "$model" --xformers $auth --disable-console-progressbars --upcast-sampling $ckptdir
+  else:
+    !python /content/gdrive/$mainpth/sd/stable-diffusion-$blasphemy/webui.py $share --api --disable-safe-unpickle --enable-insecure-extension-access --no-download-sd-model --no-half-vae  --ckpt-dir "$model" --xformers $auth --disable-console-progressbars --upcast-sampling
+except:
+   !python /content/gdrive/$mainpth/sd/stable-diffusion-$blasphemy/webui.py $share --api --disable-safe-unpickle --enable-insecure-extension-access --no-download-sd-model --no-half-vae --xformers $auth --disable-console-progressbars --upcast-sampling $ckptdir