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import os |
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from IPython.display import clear_output |
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from subprocess import call, getoutput |
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import time |
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import sys |
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import fileinput |
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import ipywidgets as widgets |
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from torch.hub import download_url_to_file |
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from urllib.parse import urlparse |
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import re |
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def Deps(force_reinstall): |
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if not force_reinstall and os.path.exists('/usr/local/lib/python3.9/dist-packages/safetensors'): |
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ntbk() |
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print('[1;32mModules and notebooks updated, dependencies already installed') |
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else: |
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print('[1;33mInstalling the dependencies...') |
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call("pip install --root-user-action=ignore --no-deps -q accelerate==0.12.0", shell=True, stdout=open('/dev/null', 'w')) |
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if not os.path.exists('/usr/local/lib/python3.9/dist-packages/safetensors'): |
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os.chdir('/usr/local/lib/python3.9/dist-packages') |
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call("rm -r torch torch-1.12.0+cu116.dist-info torchaudio* torchvision* PIL Pillow* transformers* numpy* gdown*", shell=True, stdout=open('/dev/null', 'w')) |
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ntbk() |
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if not os.path.exists('/models'): |
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call('mkdir /models', shell=True) |
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if not os.path.exists('/notebooks/models'): |
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call('ln -s /models /notebooks', shell=True) |
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if os.path.exists('/deps'): |
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call("rm -r /deps", shell=True) |
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call('mkdir /deps', shell=True) |
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if not os.path.exists('cache'): |
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call('mkdir cache', shell=True) |
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os.chdir('/deps') |
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call('wget -q -i https://raw.githubusercontent.com/TheLastBen/fast-stable-diffusion/main/Dependencies/aptdeps.txt', shell=True) |
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call('dpkg -i *.deb', shell=True, stdout=open('/dev/null', 'w')) |
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call('wget -q https://huggingface.co/TheLastBen/dependencies/resolve/main/pps.tar.zst', shell=True, stdout=open('/dev/null', 'w')) |
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call('tar -C / --zstd -xf pps.tar.zst', shell=True, stdout=open('/dev/null', 'w')) |
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call("sed -i 's@~/.cache@/notebooks/cache@' /usr/local/lib/python3.9/dist-packages/transformers/utils/hub.py", shell=True) |
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os.chdir('/notebooks') |
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call("git clone --depth 1 -q --branch updt https://github.com/TheLastBen/diffusers /diffusers", shell=True, stdout=open('/dev/null', 'w')) |
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if not os.path.exists('/notebooks/diffusers'): |
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call('ln -s /diffusers /notebooks', shell=True) |
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call("rm -r /deps", shell=True) |
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os.chdir('/notebooks') |
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clear_output() |
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done() |
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def ntbk(): |
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os.chdir('/notebooks') |
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if not os.path.exists('Latest_Notebooks'): |
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call('mkdir Latest_Notebooks', shell=True) |
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else: |
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call('rm -r Latest_Notebooks', shell=True) |
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call('mkdir Latest_Notebooks', shell=True) |
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os.chdir('/notebooks/Latest_Notebooks') |
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call('wget -q -i https://huggingface.co/datasets/TheLastBen/PPS/raw/main/Notebooks.txt', shell=True) |
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call('rm Notebooks.txt', shell=True) |
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os.chdir('/notebooks') |
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def repo(): |
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print('[1;32mInstalling/Updating the repo...') |
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os.chdir('/notebooks') |
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if not os.path.exists('/notebooks/sd/stablediffusion'): |
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call('wget -q -O sd_rep.tar.zst https://huggingface.co/TheLastBen/dependencies/resolve/main/sd_rep.tar.zst', shell=True) |
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call('tar --zstd -xf sd_rep.tar.zst', shell=True) |
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call('rm sd_rep.tar.zst', shell=True) |
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os.chdir('/notebooks/sd') |
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if not os.path.exists('stable-diffusion-webui'): |
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call('git clone -q --depth 1 --branch master https://github.com/AUTOMATIC1111/stable-diffusion-webui', shell=True) |
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os.chdir('/notebooks/sd/stable-diffusion-webui/') |
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call('git reset --hard', shell=True, stdout=open('/dev/null', 'w')) |
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print('[1;32m') |
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call('git pull', shell=True, stdout=open('/dev/null', 'w')) |
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os.chdir('/notebooks') |
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clear_output() |
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done() |
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def mdl(Original_Model_Version, Path_to_MODEL, MODEL_LINK, safetensors, Temporary_Storage): |
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import gdown |
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if Path_to_MODEL !='': |
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if os.path.exists(str(Path_to_MODEL)): |
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print('[1;32mUsing the trained model.') |
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model=Path_to_MODEL |
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else: |
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print('[1;31mWrong path, check that the path to the model is correct') |
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elif MODEL_LINK != "": |
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modelname="model.safetensors" if safetensors else "model.ckpt" |
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if Temporary_Storage: |
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model=f'/models/{modelname}' |
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else: |
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model=f'/notebooks/sd/stable-diffusion-webui/models/Stable-diffusion/{modelname}' |
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if os.path.exists(model): |
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call('rm '+model, shell=True) |
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gdown.download(url=MODEL_LINK, output=model, quiet=False, fuzzy=True) |
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if os.path.exists(model) and os.path.getsize(model) > 1810671599: |
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clear_output() |
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print('[1;32mModel downloaded, using the trained model.') |
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else: |
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print('[1;31mWrong link, check that the link is valid') |
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else: |
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if Original_Model_Version == "v1.5": |
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model="/datasets/stable-diffusion-classic/v1-5-pruned-emaonly.ckpt" |
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print('[1;32mUsing the original V1.5 model') |
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elif Original_Model_Version == "v2-512": |
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model="/datasets/stable-diffusion-v2-1-base-diffusers/stable-diffusion-2-1-base/v2-1_512-nonema-pruned.safetensors" |
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print('[1;32mUsing the original V2-512 model') |
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elif Original_Model_Version == "v2-768": |
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model="/datasets/stable-diffusion-v2-1/stable-diffusion-2-1/v2-1_768-nonema-pruned.safetensors" |
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print('[1;32mUsing the original V2-768 model') |
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else: |
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model="" |
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print('[1;31mWrong model version') |
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try: |
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model |
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except: |
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model="/notebooks/sd/stable-diffusion-webui/models/Stable-diffusion" |
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return model |
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def CN(ControlNet_Model, ControlNet_v2_Model): |
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def download(url, model_dir): |
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filename = os.path.basename(urlparse(url).path) |
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pth = os.path.abspath(os.path.join(model_dir, filename)) |
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if not os.path.exists(pth): |
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print('Downloading: '+os.path.basename(url)) |
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download_url_to_file(url, pth, hash_prefix=None, progress=True) |
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else: |
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print(f"[1;32mThe model {filename} already exists[0m") |
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os.chdir('/notebooks/sd/stable-diffusion-webui/extensions') |
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if not os.path.exists("sd-webui-controlnet"): |
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call('git clone https://github.com/Mikubill/sd-webui-controlnet.git', shell=True) |
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os.chdir('/notebooks') |
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else: |
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os.chdir('sd-webui-controlnet') |
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call('git reset --hard', shell=True, stdout=open('/dev/null', 'w'), stderr=open('/dev/null', 'w')) |
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call('git pull', shell=True, stdout=open('/dev/null', 'w'), stderr=open('/dev/null', 'w')) |
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os.chdir('/notebooks') |
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mdldir="/notebooks/sd/stable-diffusion-webui/extensions/sd-webui-controlnet/models" |
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for filename in os.listdir(mdldir): |
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if "_sd14v1" in filename: |
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renamed = re.sub("_sd14v1", "-fp16", filename) |
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os.rename(os.path.join(mdldir, filename), os.path.join(mdldir, renamed)) |
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call('wget -q -O CN_models.txt https://github.com/TheLastBen/fast-stable-diffusion/raw/main/AUTOMATIC1111_files/CN_models.txt', shell=True) |
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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) |
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with open("CN_models.txt", 'r') as f: |
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mdllnk = f.read().splitlines() |
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with open("CN_models_v2.txt", 'r') as d: |
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mdllnk_v2 = d.read().splitlines() |
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call('rm CN_models.txt CN_models_v2.txt', shell=True) |
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if ControlNet_Model == "All" or ControlNet_Model == "all" : |
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for lnk in mdllnk: |
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download(lnk, mdldir) |
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clear_output() |
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elif ControlNet_Model == "9": |
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mdllnk=list(filter(lambda x: 't2i' in x, mdllnk)) |
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for lnk in mdllnk: |
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download(lnk, mdldir) |
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clear_output() |
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elif ControlNet_Model.isdigit() and int(ControlNet_Model)-1<8: |
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download(mdllnk[int(ControlNet_Model)-1], mdldir) |
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clear_output() |
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elif ControlNet_Model == "none": |
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pass |
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clear_output() |
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else: |
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print('[1;31mWrong ControlNet V1 choice, try again') |
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if ControlNet_v2_Model == "All" or ControlNet_v2_Model == "all" : |
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for lnk_v2 in mdllnk_v2: |
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download(lnk_v2, mdldir) |
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clear_output() |
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done() |
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elif ControlNet_v2_Model.isdigit() and int(ControlNet_v2_Model)-1<5: |
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download(mdllnk_v2[int(ControlNet_v2_Model)-1], mdldir) |
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clear_output() |
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done() |
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elif ControlNet_v2_Model == "none": |
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pass |
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clear_output() |
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done() |
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else: |
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print('[1;31mWrong ControlNet V2 choice, try again') |
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def sd(User, Password, Use_localtunnel, model): |
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auth=f"--gradio-auth {User}:{Password}" |
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if User =="" or Password=="": |
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auth="" |
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if not os.path.exists('/usr/lib/node_modules/localtunnel'): |
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call('npm install -g localtunnel --silent', shell=True, stdout=open('/dev/null', 'w')) |
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clear_output() |
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share='' |
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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) |
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if not Use_localtunnel: |
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share='--share' |
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else: |
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share='' |
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os.chdir('/notebooks') |
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call('nohup lt --port 7860 > srv.txt 2>&1 &', shell=True) |
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time.sleep(2) |
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call("grep -o 'https[^ ]*' /notebooks/srv.txt >srvr.txt", shell=True) |
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time.sleep(2) |
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srv= getoutput('cat /notebooks/srvr.txt') |
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for line in fileinput.input('/usr/local/lib/python3.9/dist-packages/gradio/blocks.py', inplace=True): |
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if line.strip().startswith('self.server_name ='): |
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line = f' self.server_name = "{srv[8:]}"\n' |
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if line.strip().startswith('self.server_port ='): |
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line = ' self.server_port = 443\n' |
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if line.strip().startswith('self.protocol = "https"'): |
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line = ' self.protocol = "https"\n' |
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if line.strip().startswith('if self.local_url.startswith("https") or self.is_colab'): |
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line = '' |
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if line.strip().startswith('else "http"'): |
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line = '' |
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sys.stdout.write(line) |
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call('rm srv.txt srvr.txt', shell=True) |
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os.chdir('/notebooks/sd/stable-diffusion-webui/modules') |
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call('wget -q -O paths.py https://raw.githubusercontent.com/TheLastBen/fast-stable-diffusion/main/AUTOMATIC1111_files/paths.py', shell=True) |
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call("sed -i 's@/content/gdrive/MyDrive/sd/stablediffusion@/notebooks/sd/stablediffusion@' /notebooks/sd/stable-diffusion-webui/modules/paths.py", shell=True) |
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os.chdir('/notebooks/sd/stable-diffusion-webui') |
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clear_output() |
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if os.path.isfile(model): |
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mdlpth="--ckpt "+model |
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else: |
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mdlpth="--ckpt-dir "+model |
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configf="--disable-console-progressbars --no-half-vae --disable-safe-unpickle --api --no-download-sd-model --xformers --enable-insecure-extension-access --skip-version-check "+auth+" "+share+" "+mdlpth |
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return configf |
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def done(): |
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done = widgets.Button( |
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description='Done!', |
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disabled=True, |
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button_style='success', |
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tooltip='', |
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icon='check' |
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) |
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display(done) |