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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
import re
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('[1;32mModules 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'
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 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('[1;32mInstalling/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('[1;32m')
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 mdl(Original_Model_Version, Path_to_MODEL, MODEL_LINK, safetensors, Temporary_Storage):
import gdown
if Path_to_MODEL !='':
if os.path.exists(str(Path_to_MODEL)):
print('[1;32mUsing the trained model.')
model=Path_to_MODEL
else:
print('[1;31mWrong path, check that the path to the model is correct')
elif MODEL_LINK != "":
modelname="model.safetensors" if safetensors else "model.ckpt"
if Temporary_Storage:
model=f'/models/{modelname}'
else:
model=f'/notebooks/sd/stable-diffusion-webui/models/Stable-diffusion/{modelname}'
if os.path.exists(model):
call('rm '+model, shell=True)
gdown.download(url=MODEL_LINK, output=model, quiet=False, fuzzy=True)
if os.path.exists(model) and os.path.getsize(model) > 1810671599:
clear_output()
print('[1;32mModel downloaded, using the trained model.')
else:
print('[1;31mWrong link, check that the link is valid')
else:
if Original_Model_Version == "v1.5":
model="/datasets/stable-diffusion-classic/SDv1.5.ckpt"
print('[1;32mUsing the original V1.5 model')
elif Original_Model_Version == "v2-512":
model="/datasets/stable-diffusion-v2-1-base-diffusers/stable-diffusion-2-1-base/v2-1_512-nonema-pruned.safetensors"
print('[1;32mUsing the original V2-512 model')
elif Original_Model_Version == "v2-768":
model="/datasets/stable-diffusion-v2-1/stable-diffusion-2-1/v2-1_768-nonema-pruned.safetensors"
print('[1;32mUsing 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"
if not os.path.exists('/notebooks/sd/stable-diffusion-webui/models/Stable-diffusion/sd_xl_base_1.0.safetensors'):
print('[1;33mDownloading SDXL...')
call('gdown -O '+model+' https://huggingface.co/stabilityai/stable-diffusion-xl-base-1.0/resolve/main/sd_xl_base_1.0.safetensors', shell=True)
clear_output()
print('[1;32mUsing the original SDXL model')
else:
model=""
print('[1;31mWrong model version')
try:
model
except:
model="/notebooks/sd/stable-diffusion-webui/models/Stable-diffusion"
return model
def CN(ControlNet_Model, ControlNet_v2_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"[1;32mThe model {filename} already exists[0m")
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_v2.txt https://github.com/TheLastBen/fast-stable-diffusion/raw/main/AUTOMATIC1111_files/CN_models_v2.txt', shell=True)
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()
call('rm CN_models.txt CN_models_v2.txt', shell=True)
cfgnames=[os.path.basename(url).split('.')[0]+'.yaml' for url in mdllnk_v2]
os.chdir('/notebooks/sd/stable-diffusion-webui/extensions/sd-webui-controlnet/models')
for name in cfgnames:
run(['cp', 'cldm_v21.yaml', name])
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('[1;31mWrong ControlNet V1 choice, try again')
wrngv1=True
if ControlNet_v2_Model == "All" or ControlNet_v2_Model == "all" :
for lnk_v2 in mdllnk_v2:
download(lnk_v2, mdldir)
if not wrngv1:
clear_output()
done()
elif ControlNet_v2_Model.isdigit() and int(ControlNet_v2_Model)-1<5:
download(mdllnk_v2[int(ControlNet_v2_Model)-1], mdldir)
if not wrngv1:
clear_output()
done()
elif ControlNet_v2_Model == "none":
pass
if not wrngv1:
clear_output()
done()
else:
print('[1;31mWrong ControlNet V2 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@from scipy.ndimage.filters@from scipy.ndimage@g' /usr/local/lib/python3.9/dist-packages/basicsr/metrics/niqe.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 --upcast-sampling --no-half-vae --disable-safe-unpickle --api --no-download-sd-model --xformers --enable-insecure-extension-access --port 6006 --listen --skip-version-check "+auth+" "+mdlpth
return configf
def done():
done = widgets.Button(
description='Done!',
disabled=True,
button_style='success',
tooltip='',
icon='check'
)
display(done) |