Create app.py

app.py

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+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
+
+if not os.path.exists("./"):
+  print('Gdrive not connected, using colab storage ...')
+  time.sleep(4)
+  # !mkdir -p ./
+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 ./sd
+  # %cd ./sd
+  # !$fgitclone -q --branch master https://github.com/AUTOMATIC1111/stable-diffusion-webui
+  # !mkdir -p ./cache/huggingface
+  # !ln -s ./cache/huggingface /root/.cache/
+
+with capture.capture_output() as cap:
+  %cd ./
+  # !git reset --hard
+  time.sleep(1)
+  # !rm webui.sh
+print('')
+# !git pull
+clear_output()
+inf('\u2714 Done','success', '50px')
+
+
+print('Installing requirements...')
+
+with capture.capture_output() as cap:
+  %cd /content/ 
+  !wget -q -i https://raw.githubusercontent.com/TheLastBen/fast-stable-diffusion/main/Dependencies/A1111.txt
+  !dpkg -i *.deb
+  if not os.path.exists('./stablediffusion'):
+    !tar -C / --zstd -xf sd.tar.zst 
+  !tar -C / --zstd -xf A1111_dep.tar.zst
+  !rm *.deb | rm *.zst | rm *.txt
+  %env LD_PRELOAD=libtcmalloc.so
+  os.environ['TF_CPP_MIN_LOG_LEVEL'] = '3'
+
+clear_output()
+inf('\u2714 Done','success', '50px')
+
+
+
+Model_Version = "1.5" #@param [ "1.5", "v1.5 Inpainting ", "V2.1-512px", "V2.1-768px"]
+
+Redownload_the_original_model = False #@param {type:"boolean"}
+
+def rmv():
+  !wget -q -O ./models/Stable-diffusion/model.ckpt https://raw.githubusercontent.com/TheLastBen/fast-stable-diffusion/main/precompiled/README.md
+  !mv ./models/Stable-diffusion/model.ckpt ./models/Stable-diffusion/trashfile.f
+  time.sleep(2)
+  !rm ./models/Stable-diffusion/trashfile.f
+  clear_output()
+
+if Redownload_the_original_model:
+  with capture.capture_output() as cap:
+    rmv()
+
+#@markdown Or
+Path_to_MODEL = "" #@param {type:"string"}
+#@markdown - Insert the full path of your trained model or to a folder containing multiple models.
+
+#@markdown Or
+MODEL_LINK = "" #@param {type:"string"}
+safetensors = False #@param {type:"boolean"}
+Use_temp_storage = False #@param {type:"boolean"}
+
+
+
+def newmdl():
+
+    if not os.path.exists('./models/Stable-diffusion/model.ckpt'):
+      %mkdir ./content/
+      %cd ./content/
+      clear_output()
+      !git init
+      !git lfs install --system --skip-repo
+      !$fgitclone --branch fp16 "https://huggingface.co/runwayml/stable-diffusion-v1-5"
+      if os.path.exists('./content/stable-diffusion-v1-5/unet/diffusion_pytorch_model.bin'):
+        !wget -q -O stable-diffusion-v1-5/vae/diffusion_pytorch_model.bin https://huggingface.co/stabilityai/sd-vae-ft-mse/resolve/main/diffusion_pytorch_model.bin
+        !wget -O convertosd.py https://github.com/TheLastBen/fast-stable-diffusion/raw/main/Dreambooth/convertosd.py
+        !sed -i '201s@.*@    model_path = "./content/stable-diffusion-v1-5"@' ./content/convertosd.py
+        !sed -i '202s@.*@    checkpoint_path= "./models/Stable-diffusion/model.ckpt"@' ./content/convertosd.py
+        clear_output()       
+        !python ./content/convertosd.py
+        !rm ./content/convertosd.py
+        if os.path.exists('./models/Stable-diffusion/model.ckpt'):
+          model='./models/Stable-diffusion/model.ckpt'
+          clear_output()
+          inf('\u2714 Done','success', '50px')
+        else:
+          inf('\u2718 Something went wrong, try again','danger', "250px")
+      else:
+        inf('\u2718 Something went wrong','danger', "200px")
+
+    else:
+      model='./models/Stable-diffusion/model.ckpt'
+      clear_output()
+      inf('\u2714 Model already exists, check the box "Redownload_the_original_model" to redownload/download the V1.5','primary', '700px')
+
+    if os.path.exists('./content/.git'):
+      !rm -r ./content/.git
+
+    if os.path.exists('./content/stable-diffusion-v1-5'):
+      !rm -r ./content/stable-diffusion-v1-5
+
+    return model
+
+def V2():
+
+    if not os.path.exists('./models/Stable-diffusion/model.ckpt'):
+      %cd ./content/
+      clear_output()
+      !mkdir "./content/stable-diffusion-V2"
+      %cd "./content/stable-diffusion-V2"
+      !git init
+      !git lfs install --system --skip-repo
+      if Model_Version == "V2.1-768px":
+        !git remote add -f origin  "https://huggingface.co/stabilityai/stable-diffusion-2-1"
+      elif Model_Version == "V2.1-512px":
+        !git remote add -f origin  "https://huggingface.co/stabilityai/stable-diffusion-2-1-base"
+      !git config core.sparsecheckout true
+      !echo -e "scheduler\ntext_encoder\ntokenizer\nunet\nvae\nfeature_extractor\nmodel_index.json\n!*.safetensors" > .git/info/sparse-checkout
+      !git pull origin fp16
+      %cd ./content
+      !wget -O convertosdv2.py https://github.com/TheLastBen/fast-stable-diffusion/raw/main/Dreambooth/convertosdv2.py
+      clear_output()
+      !python ./content/convertosdv2.py --fp16 ./content/stable-diffusion-V2 ./models/Stable-diffusion/model.ckpt
+      !rm ./content/convertosdv2.py
+      if os.path.exists('./models/Stable-diffusion/model.ckpt'):
+        model='./models/Stable-diffusion/model.ckpt'
+        clear_output()
+        inf('\u2714 Done','success', '50px')
+      else:
+        inf('\u2718 Something went wrong, try again','danger', "250px")
+
+    else:
+      model='./models/Stable-diffusion/model.ckpt'
+      clear_output()
+      inf('\u2714 Model already exists, check the box "Redownload_the_original_model" to redownload/download the V2','primary', '700px')
+
+    if os.path.exists('./content/.git'):
+      !rm -r ./content/.git
+      !rm -r ./content/convertosdv2.py
+    if os.path.exists('./content/stable-diffusion-V2'):
+      !rm -r ./content/stable-diffusion-V2
+
+    return model
+
+def inpmdl():
+
+    if not os.path.exists('./models/Stable-diffusion/sd-v1-5-inpainting.ckpt'):
+      %cd ./content/
+      clear_output()
+      !git init
+      !git lfs install --system --skip-repo
+      !$fgitclone --branch fp16 "https://huggingface.co/runwayml/stable-diffusion-inpainting"
+      if os.path.exists('./content/stable-diffusion-inpainting'):
+        !$fgitclone "https://huggingface.co/stabilityai/sd-vae-ft-mse"
+        !rm -r ./content/stable-diffusion-inpainting/vae
+        !mv ./content/sd-vae-ft-mse ./content/stable-diffusion-inpainting/vae        
+        !wget -O convertosd.py https://github.com/TheLastBen/fast-stable-diffusion/raw/main/Dreambooth/convertosd.py
+        !sed -i '201s@.*@    model_path = "./content/stable-diffusion-inpainting"@' ./content/convertosd.py
+        !sed -i '202s@.*@    checkpoint_path= "./models/Stable-diffusion/sd-v1-5-inpainting.ckpt"@' ./content/convertosd.py
+        clear_output()       
+        !python ./content/convertosd.py
+        !rm ./content/convertosd.py
+        if os.path.exists('./models/Stable-diffusion/sd-v1-5-inpainting.ckpt'):
+          model='./models/Stable-diffusion/sd-v1-5-inpainting.ckpt'
+          clear_output()
+          inf('\u2714 Done','success', '50px')
+        else:
+          inf('\u2718 Something went wrong, try again','danger', "250px")
+      else:
+        inf('\u2718 Something went wrong','danger', "200px")
+
+
+    else:
+      model='./models/Stable-diffusion/sd-v1-5-inpainting.ckpt'
+      clear_output()
+      inf('\u2714 inpainting model already exists','primary', '250px')
+
+    if os.path.exists('./content/.git'):
+      !rm -r ./content/.git
+
+    if os.path.exists('./content/stable-diffusion-inpainting'):
+      !rm -r ./content/stable-diffusion-inpainting
+
+    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 trained model.','success', '200px')
+
+  model=Path_to_MODEL
+
+elif MODEL_LINK != "":
+  gdrv="./models/Stable-diffusion"
+  tmp="./content"
+  pth=tmp if Use_temp_storage else gdrv
+  %cd $pth
+  clear_output()
+  if not safetensors:
+    modelname="model.ckpt"
+  else:
+    modelname="model.safetensors"
+  !gdown --fuzzy -O $modelname $MODEL_LINK
+  if os.path.exists(f'{pth}/{modelname}') and os.path.getsize(f'{pth}/{modelname}') > 1810671599:    
+      model=f'{pth}/{modelname}'
+      clear_output()
+      inf('\u2714 Model downloaded, using the trained model.','success', '350px')
+  else:
+    if Use_temp_storage:
+      !rm $pth/$modelname
+    else:
+      rmv()
+    inf('\u2718 Wrong link, check that the link is valid','danger', "300px")
+
+
+elif Model_Version=="1.5":
+  model=newmdl()
+
+elif Model_Version=="V2.1-512px" or Model_Version=="V2.1-768px":
+  model=V2()
+
+else:
+   model=inpmdl()
+
+
+
+#@markdown # ControlNet
+from torch.hub import download_url_to_file
+from urllib.parse import urlparse
+
+Model = "All (5.8GB)" #@param [ "All (5.8GB)", "Canny", "Depth", "HED", "MLSD", "Normal", "OpenPose", "Scribble", "Seg", "T2iadapter_Keypose", "T2iadapter_Seg", "T2iadapter_Sketch", "T2iadapter_Depth"]
+
+#@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/webui/ControlNet-modules-safetensors/resolve/main/control_canny-fp16.safetensors'
+Depth='https://huggingface.co/webui/ControlNet-modules-safetensors/resolve/main/control_depth-fp16.safetensors'
+HED='https://huggingface.co/webui/ControlNet-modules-safetensors/resolve/main/control_hed-fp16.safetensors'
+MLSD='https://huggingface.co/webui/ControlNet-modules-safetensors/resolve/main/control_mlsd-fp16.safetensors'
+Normal='https://huggingface.co/webui/ControlNet-modules-safetensors/resolve/main/control_normal-fp16.safetensors'
+OpenPose='https://huggingface.co/webui/ControlNet-modules-safetensors/resolve/main/control_openpose-fp16.safetensors'
+Scribble='https://huggingface.co/webui/ControlNet-modules-safetensors/resolve/main/control_scribble-fp16.safetensors'
+Seg='https://huggingface.co/webui/ControlNet-modules-safetensors/resolve/main/control_seg-fp16.safetensors'
+T2iadapter_Keypose='https://huggingface.co/webui/ControlNet-modules-safetensors/resolve/main/t2iadapter_keypose-fp16.safetensors'
+T2iadapter_Seg='https://huggingface.co/webui/ControlNet-modules-safetensors/resolve/main/t2iadapter_seg-fp16.safetensors'
+T2iadapter_Sketch='https://huggingface.co/webui/ControlNet-modules-safetensors/resolve/main/t2iadapter_sketch-fp16.safetensors'
+T2iadapter_Depth='https://huggingface.co/webui/ControlNet-modules-safetensors/resolve/main/t2iadapter_depth-fp16.safetensors'
+
+with capture.capture_output() as cap:
+  %cd ./extensions
+  if not os.path.exists("sd-webui-controlnet"):
+    !git clone https://github.com/Mikubill/sd-webui-controlnet.git
+    %cd ./content
+  else:
+    %cd sd-webui-controlnet
+    !git pull
+    %cd ./content
+
+!cp ./extensions/sd-webui-controlnet/models/*.yaml ./models
+mdldir="./extensions/sd-webui-controlnet/models"
+
+if Model == "All (5.8GB)":
+  !wget -q -O CN_models.txt https://github.com/TheLastBen/fast-stable-diffusion/raw/main/AUTOMATIC1111_files/CN_models.txt
+  with open("CN_models.txt", 'r') as f:
+    mdllnk = f.read().splitlines()
+  
+
+  for lnk in mdllnk:
+      download(url=lnk, model_dir=mdldir)
+  !rm CN_models.txt
+  clear_output()
+  inf('\u2714 Done','success', '50px')
+
+else:
+  download(globals()[Model], model_dir=mdldir)
+  clear_output()
+  inf('\u2714 Done','success', '50px')
+
+
+#@markdown # Start Stable-Diffusion
+from IPython.utils import capture
+import time
+import sys
+import fileinput
+
+Use_localtunnel = False #@param {type:"boolean"}
+
+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:
+  if not os.path.exists('/tools/node/bin/lt'):
+    !npm install -g localtunnel
+
+with capture.capture_output() as cap:
+  %cd ./modules/
+  # !wget -O paths.py https://raw.githubusercontent.com/TheLastBen/fast-stable-diffusion/main/AUTOMATIC1111_files/paths.py
+  # !wget -O extras.py https://raw.githubusercontent.com/AUTOMATIC1111/stable-diffusion-webui/master/modules/extras.py
+  # !wget -O sd_models.py https://raw.githubusercontent.com/AUTOMATIC1111/stable-diffusion-webui/master/modules/sd_models.py
+  # !wget -q -O /usr/local/lib/python3.8/dist-packages/gradio/blocks.py https://raw.githubusercontent.com/TheLastBen/fast-stable-diffusion/main/AUTOMATIC1111_files/blocks.py
+  %cd ./
+
+  # !sed -i "s@os.path.splitext(checkpoint_file)@os.path.splitext(checkpoint_file); map_location='cuda'@" ./modules/sd_models.py
+  # !sed -i 's@ui.create_ui().*@ui.create_ui();shared.demo.queue(concurrency_count=999999,status_update_rate=0.1)@' ./webui.py
+  # !sed -i "s@map_location='cpu'@map_location='cuda'@" ./modules/extras.py
+
+share=''
+if not Use_localtunnel:
+  share='--share'
+
+else:
+  with capture.capture_output() as cap:
+    share=''
+    %cd ./content
+    !nohup lt --port 7860 > srv.txt 2>&1 &
+    time.sleep(2)
+    !grep -o 'https[^ ]*' ./content/srv.txt >srvr.txt
+    time.sleep(2)
+    srv= getoutput('cat ./content/srvr.txt')
+
+    for line in fileinput.input('/usr/local/lib/python3.8/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 ./content/srvr.txt
+    %cd .
+
+try:
+  model
+  if os.path.isfile(model):
+    !python ./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
+  else:
+    !python ./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
+except:
+   !python ./webui.py $share --api --disable-safe-unpickle --enable-insecure-extension-access --no-download-sd-model --no-half-vae --xformers $auth --disable-console-progressbars