Update Scripts/mainpaperspaceA1111_311.py

Scripts/mainpaperspaceA1111_311.py

@@ -0,0 +1,471 @@
+import os
+from IPython.display import clear_output
+from subprocess import call, getoutput, run
+import time
+import sys
+import fileinput
+import ipywidgets as widgets
+from torch.hub import download_url_to_file
+from urllib.parse import urlparse, parse_qs, unquote
+import re
+import requests
+import six
+
+from urllib.request import urlopen, Request
+import tempfile
+from tqdm import tqdm 
+
+
+
+def Deps(force_reinstall):
+
+    if not force_reinstall and os.path.exists('/usr/local/lib/python3.11/dist-packages/gradio'):
+        ntbk()
+        os.environ['TORCH_HOME'] = '/notebooks/cache/torch'
+        os.environ['PYTHONWARNINGS'] = 'ignore'
+        os.environ['TF_CPP_MIN_LOG_LEVEL'] = '3'
+        print('Modules and notebooks updated, dependencies already installed')
+
+    else:
+        call("pip install --root-user-action=ignore --no-deps -q accelerate==0.12.0", shell=True, stdout=open('/dev/null', 'w'))
+        ntbk()
+        if not os.path.exists('/models'):
+            call('mkdir /models', shell=True)
+        if not os.path.exists('/notebooks/models'):
+            call('ln -s /models /notebooks', shell=True)
+        if os.path.exists('/deps'):
+            call("rm -r /deps", shell=True)
+        call('mkdir /deps', shell=True)
+        if not os.path.exists('cache'):
+            call('mkdir cache', shell=True)
+        os.chdir('/deps')
+        call('wget -q -i https://raw.githubusercontent.com/TheLastBen/fast-stable-diffusion/main/Dependencies/aptdeps.txt', shell=True)
+        call('dpkg -i *.deb', shell=True, stdout=open('/dev/null', 'w'))
+        depsinst("https://huggingface.co/TheLastBen/dependencies/resolve/main/ppsdeps_311.tar.zst", "/deps/ppsdeps_311.tar.zst")
+        call('tar -C / --zstd -xf ppsdeps_311.tar.zst', shell=True, stdout=open('/dev/null', 'w'))
+        os.chdir('/notebooks')
+        call("git clone --depth 1 -q --branch main https://github.com/TheLastBen/diffusers /diffusers", shell=True, stdout=open('/dev/null', 'w'), stderr=open('/dev/null', 'w'))
+        os.environ['TORCH_HOME'] = '/notebooks/cache/torch'
+        os.environ['PYTHONWARNINGS'] = 'ignore'
+        os.environ['TF_CPP_MIN_LOG_LEVEL'] = '3'
+        call("sed -i 's@text = _formatwarnmsg(msg)@text =\"\"@g' /usr/lib/python3.11/warnings.py", shell=True)
+        if not os.path.exists('/notebooks/diffusers'):
+            call('ln -s /diffusers /notebooks', shell=True)
+        call("rm -r /deps", shell=True)
+        os.chdir('/notebooks')
+        clear_output()
+
+        done()
+
+
+
+def depsinst(url, dst):
+    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='Installing dependencies |{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 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 ntbk():
+
+    os.chdir('/notebooks')
+    if not os.path.exists('Latest_Notebooks'):
+        call('mkdir Latest_Notebooks', shell=True)
+    else:
+        call('rm -r Latest_Notebooks', shell=True)
+        call('mkdir Latest_Notebooks', shell=True)
+    os.chdir('/notebooks/Latest_Notebooks')
+    call('wget -q -i https://huggingface.co/datasets/TheLastBen/PPS/raw/main/Notebooks.txt', shell=True)
+    call('rm Notebooks.txt', shell=True)
+    os.chdir('/notebooks')
+
+
+
+def repo():
+
+    print('Installing/Updating the repo...')
+    os.chdir('/notebooks')
+    if not os.path.exists('/notebooks/sd/stablediffusiond'): #reset later
+       call('wget -q -O sd_mrep.tar.zst https://huggingface.co/TheLastBen/dependencies/resolve/main/sd_mrep.tar.zst', shell=True)
+       call('tar --zstd -xf sd_mrep.tar.zst', shell=True)
+       call('rm sd_mrep.tar.zst', shell=True)        
+
+    os.chdir('/notebooks/sd')
+    if not os.path.exists('stable-diffusion-webui'):
+        call('git clone -q --depth 1 --branch master https://github.com/AUTOMATIC1111/stable-diffusion-webui', shell=True)
+
+    os.chdir('/notebooks/sd/stable-diffusion-webui/')
+    call('git reset --hard', shell=True, stdout=open('/dev/null', 'w'))
+    print('')
+    call('git checkout master', shell=True, stdout=open('/dev/null', 'w'), stderr=open('/dev/null', 'w'))
+    call('git pull', shell=True, stdout=open('/dev/null', 'w'))
+    os.makedirs('/notebooks/sd/stable-diffusion-webui/repositories', exist_ok=True)
+    call('git clone https://github.com/AUTOMATIC1111/stable-diffusion-webui-assets /notebooks/sd/stable-diffusion-webui/repositories/stable-diffusion-webui-assets', shell=True, stdout=open('/dev/null', 'w'), stderr=open('/dev/null', 'w'))
+    os.chdir('/notebooks')
+    clear_output()
+    done()
+
+
+
+
+
+def mdls(Original_Model_Version, Path_to_MODEL, MODEL_LINK, Temporary_Storage):
+
+    import gdown
+   
+    
+    src=getsrc(MODEL_LINK)
+
+
+    call('ln -s /datasets/stable-diffusion-classic/SDv1.5.ckpt /notebooks/sd/stable-diffusion-webui/models/Stable-diffusion', shell=True, stdout=open('/dev/null', 'w'), stderr=open('/dev/null', 'w'))
+    call('ln -s /datasets/stable-diffusion-v2-1-base-diffusers/stable-diffusion-2-1-base/v2-1_512-nonema-pruned.safetensors /notebooks/sd/stable-diffusion-webui/models/Stable-diffusion', shell=True, stdout=open('/dev/null', 'w'), stderr=open('/dev/null', 'w'))
+    call('ln -s /datasets/stable-diffusion-v2-1/stable-diffusion-2-1/v2-1_768-nonema-pruned.safetensors /notebooks/sd/stable-diffusion-webui/models/Stable-diffusion', shell=True, stdout=open('/dev/null', 'w'), stderr=open('/dev/null', 'w'))
+    call('ln -s /datasets/stable-diffusion-xl/sd_xl_base_1.0.safetensors /notebooks/sd/stable-diffusion-webui/models/Stable-diffusion', shell=True, stdout=open('/dev/null', 'w'), stderr=open('/dev/null', 'w'))
+
+    if Path_to_MODEL !='':
+      if os.path.exists(str(Path_to_MODEL)):
+        print('Using the custom model.')
+        model=Path_to_MODEL
+      else:
+          print('Wrong path, check that the path to the model is correct')
+
+    elif MODEL_LINK !="":
+         
+      if src=='civitai':
+         modelname=get_name(MODEL_LINK, False)
+         if Temporary_Storage:
+            model=f'/models/{modelname}'
+         else:
+            model=f'/notebooks/sd/stable-diffusion-webui/models/Stable-diffusion/{modelname}'
+         if not os.path.exists(model):
+            dwn(MODEL_LINK, model, 'Downloading the custom model')
+            clear_output()
+         else:
+            print('Model already exists')
+      elif src=='gdrive':
+         modelname=get_name(MODEL_LINK, True)
+         if Temporary_Storage:
+            model=f'/models/{modelname}'
+         else:
+            model=f'/notebooks/sd/stable-diffusion-webui/models/Stable-diffusion/{modelname}'
+         if not os.path.exists(model):
+            gdown.download(url=MODEL_LINK, output=model, quiet=False, fuzzy=True)
+            clear_output()
+         else:
+            print('Model already exists')
+      else:
+         modelname=os.path.basename(MODEL_LINK)
+         if Temporary_Storage:
+            model=f'/models/{modelname}'
+         else:
+            model=f'/notebooks/sd/stable-diffusion-webui/models/Stable-diffusion/{modelname}'
+         if not os.path.exists(model):
+            gdown.download(url=MODEL_LINK, output=model, quiet=False, fuzzy=True)
+            clear_output()
+         else:
+            print('Model already exists')
+
+      if os.path.exists(model) and os.path.getsize(model) > 1810671599:
+        print('Model downloaded, using the custom model.')
+      else:
+        call('rm '+model, shell=True, stdout=open('/dev/null', 'w'), stderr=open('/dev/null', 'w'))
+        print('Wrong link, check that the link is valid')
+
+    else:
+        if Original_Model_Version == "v1.5":
+           model="/notebooks/sd/stable-diffusion-webui/models/Stable-diffusion/SDv1.5.ckpt"
+           print('Using the original V1.5 model')
+        elif Original_Model_Version == "v2-512":
+            model="/notebooks/sd/stable-diffusion-webui/models/Stable-diffusion/v2-1_512-nonema-pruned.safetensors"
+            print('Using the original V2-512 model')
+        elif Original_Model_Version == "v2-768":
+           model="/notebooks/sd/stable-diffusion-webui/models/Stable-diffusion/v2-1_768-nonema-pruned.safetensors"
+           print('Using the original V2-768 model')
+        elif Original_Model_Version == "SDXL":
+            model="/notebooks/sd/stable-diffusion-webui/models/Stable-diffusion/sd_xl_base_1.0.safetensors"
+            print('Using the original SDXL model')
+        else:
+            model="/notebooks/sd/stable-diffusion-webui/models/Stable-diffusion"
+            print('Wrong model version, try again')
+    try:
+        model
+    except:
+        model="/notebooks/sd/stable-diffusion-webui/models/Stable-diffusion"
+
+    return model
+
+
+
+
+def loradwn(LoRA_LINK):
+
+    import gdown
+
+    if LoRA_LINK=='':
+        print('Nothing to do')
+    else:
+        os.makedirs('/notebooks/sd/stable-diffusion-webui/models/Lora', exist_ok=True)
+
+        src=getsrc(LoRA_LINK)
+
+        if src=='civitai':
+            modelname=get_name(LoRA_LINK, False)
+            loramodel=f'/notebooks/sd/stable-diffusion-webui/models/Lora/{modelname}'
+            if not os.path.exists(loramodel):
+              dwn(LoRA_LINK, loramodel, 'Downloading the LoRA model')
+              clear_output()
+            else:
+              print('Model already exists')
+        elif src=='gdrive':
+            modelname=get_name(LoRA_LINK, True)
+            loramodel=f'/notebooks/sd/stable-diffusion-webui/models/Lora/{modelname}'
+            if not os.path.exists(loramodel):
+              gdown.download(url=LoRA_LINK, output=loramodel, quiet=False, fuzzy=True)
+              clear_output()
+            else:
+              print('Model already exists')
+        else:
+            modelname=os.path.basename(LoRA_LINK)
+            loramodel=f'/notebooks/sd/stable-diffusion-webui/models/Lora/{modelname}'
+            if not os.path.exists(loramodel):
+              gdown.download(url=LoRA_LINK, output=loramodel, quiet=False, fuzzy=True)
+              clear_output()
+            else:
+              print('Model already exists')
+
+        if os.path.exists(loramodel) :
+          print('LoRA downloaded')
+        else:
+          print('Wrong link, check that the link is valid')
+
+
+
+def CN(ControlNet_Model, ControlNet_XL_Model):
+    
+    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")    
+
+    wrngv1=False
+    os.chdir('/notebooks/sd/stable-diffusion-webui/extensions')
+    if not os.path.exists("sd-webui-controlnet"):
+      call('git clone https://github.com/Mikubill/sd-webui-controlnet.git', shell=True)
+      os.chdir('/notebooks')
+    else:
+      os.chdir('sd-webui-controlnet')
+      call('git reset --hard', shell=True, stdout=open('/dev/null', 'w'), stderr=open('/dev/null', 'w'))
+      call('git pull', shell=True, stdout=open('/dev/null', 'w'), stderr=open('/dev/null', 'w'))
+      os.chdir('/notebooks')
+
+    mdldir="/notebooks/sd/stable-diffusion-webui/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))
+
+    call('wget -q -O CN_models.txt https://github.com/TheLastBen/fast-stable-diffusion/raw/main/AUTOMATIC1111_files/CN_models.txt', shell=True)
+    call('wget -q -O CN_models_XL.txt https://github.com/TheLastBen/fast-stable-diffusion/raw/main/AUTOMATIC1111_files/CN_models_XL.txt', shell=True)
+      
+    with open("CN_models.txt", 'r') as f:
+        mdllnk = f.read().splitlines()
+    with open("CN_models_XL.txt", 'r') as d:
+        mdllnk_XL = d.read().splitlines()
+    call('rm CN_models.txt CN_models_XL.txt', shell=True)
+    
+    os.chdir('/notebooks')
+
+    if ControlNet_Model == "All" or ControlNet_Model == "all" :     
+      for lnk in mdllnk:
+          download(lnk, mdldir)
+      clear_output()
+
+      
+    elif ControlNet_Model == "15":
+      mdllnk=list(filter(lambda x: 't2i' in x, mdllnk))
+      for lnk in mdllnk:
+          download(lnk, mdldir)
+      clear_output()        
+
+
+    elif ControlNet_Model.isdigit() and int(ControlNet_Model)-1<14 and int(ControlNet_Model)>0:
+      download(mdllnk[int(ControlNet_Model)-1], mdldir)
+      clear_output()
+      
+    elif ControlNet_Model == "none":
+       pass
+       clear_output()
+
+    else:
+      print('Wrong ControlNet V1 choice, try again')
+      wrngv1=True
+
+
+    if ControlNet_XL_Model == "All" or ControlNet_XL_Model == "all" :
+      for lnk_XL in mdllnk_XL:
+          download(lnk_XL, mdldir)
+      if not wrngv1:
+        clear_output()
+      done()
+
+    elif ControlNet_XL_Model.isdigit() and int(ControlNet_XL_Model)-1<5:
+      download(mdllnk_XL[int(ControlNet_XL_Model)-1], mdldir)
+      if not wrngv1:
+        clear_output()
+      done()
+    
+    elif ControlNet_XL_Model == "none":
+       pass
+       if not wrngv1:
+        clear_output()
+       done()       
+
+    else:
+      print('Wrong ControlNet XL choice, try again')
+
+
+
+def sdui(User, Password, model):
+
+    auth=f"--gradio-auth {User}:{Password}"
+    if User =="" or Password=="":
+      auth=""
+
+    call('wget -q -O /notebooks/sd/stable-diffusion-webui/modules/styles.py https://github.com/TheLastBen/fast-stable-diffusion/raw/main/AUTOMATIC1111_files/styles.py', shell=True)
+    call('wget -q -O /usr/local/lib/python3.11/dist-packages/gradio/blocks.py https://raw.githubusercontent.com/TheLastBen/fast-stable-diffusion/main/AUTOMATIC1111_files/blocks.py', shell=True)
+    
+    localurl="tensorboard-"+os.environ.get('PAPERSPACE_FQDN')
+    
+    for line in fileinput.input('/usr/local/lib/python3.11/dist-packages/gradio/blocks.py', inplace=True):
+      if line.strip().startswith('self.server_name ='):
+          line = f'            self.server_name = "{localurl}"\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)
+
+     
+    os.chdir('/notebooks/sd/stable-diffusion-webui/modules')
+    
+    call("sed -i 's@possible_sd_paths =.*@possible_sd_paths = [\"/notebooks/sd/stablediffusion\"]@' /notebooks/sd/stable-diffusion-webui/modules/paths.py", shell=True)
+    call("sed -i 's@\.\.\/@src/@g' /notebooks/sd/stable-diffusion-webui/modules/paths.py", shell=True)
+    call("sed -i 's@src\/generative-models@generative-models@g' /notebooks/sd/stable-diffusion-webui/modules/paths.py", shell=True)
+
+    os.chdir('/notebooks/sd/stable-diffusion-webui')
+    clear_output()
+
+    if model=="":
+        mdlpth=""
+    else:
+        if os.path.isfile(model):
+            mdlpth="--ckpt "+model
+        else:
+            mdlpth="--ckpt-dir "+model
+
+
+    configf="--disable-console-progressbars --no-gradio-queue --no-hashing --no-half-vae --disable-safe-unpickle --api --no-download-sd-model --xformers --enable-insecure-extension-access --port 6006 --listen --skip-version-check --ckpt-dir /models "+auth+" "+mdlpth
+
+    return configf    
+    
+    
+
+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
+
+
+
+def get_name(url, gdrive):
+
+    from gdown.download import get_url_from_gdrive_confirmation
+
+    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 done():
+    done = widgets.Button(
+        description='Done!',
+        disabled=True,
+        button_style='success',
+        tooltip='',
+        icon='check'
+    )
+    display(done)