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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/python3.9/dist-packages/safetensors'):
ntbk()
os.environ['TORCH_HOME'] = '/notebooks/cache/torch'
os.environ['PYTHONWARNINGS'] = 'ignore'
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'))
if not os.path.exists('/usr/local/lib/python3.9/dist-packages/safetensors'):
os.chdir('/usr/local/lib/python3.9/dist-packages')
call("rm -r torch torch-1.12.1+cu116.dist-info torchaudio* torchvision* PIL Pillow* transformers* numpy* gdown*", 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.tar.zst", "/deps/ppsdeps.tar.zst")
call('tar -C / --zstd -xf ppsdeps.tar.zst', shell=True, stdout=open('/dev/null', 'w'))
call("sed -i 's@~/.cache@/notebooks/cache@' /usr/local/lib/python3.9/dist-packages/transformers/utils/hub.py", shell=True)
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'
call("sed -i 's@text = _formatwarnmsg(msg)@text =\"\"@g' /usr/lib/python3.9/warnings.py", shell=True)
call('pip install --root-user-action=ignore --disable-pip-version-check -qq gradio==3.41.2', shell=True, stdout=open('/dev/null', 'w'))
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.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):
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 /usr/local/lib/python3.9/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/python3.9/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)
call("sed -i 's@-> Network | None@@g' /notebooks/sd/stable-diffusion-webui/extensions-builtin/Lora/network.py", shell=True)
call("sed -i 's@\"quicksettings\": OptionInfo(.*@\"quicksettings\": OptionInfo(\"sd_model_checkpoint, sd_vae, CLIP_stop_at_last_layers, inpainting_mask_weight, initial_noise_multiplier\", \"Quicksettings list\"),@' /notebooks/sd/stable-diffusion-webui/modules/shared.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)