| import os | |
| from IPython.display import clear_output | |
| from subprocess import call, getoutput, Popen, run | |
| import time | |
| import ipywidgets as widgets | |
| import requests | |
| import sys | |
| import fileinput | |
| from torch.hub import download_url_to_file | |
| from urllib.parse import urlparse | |
| import re | |
| def Deps(force_reinstall): | |
| if not force_reinstall and os.path.exists('/usr/local/lib/python3.10/dist-packages/safetensors'): | |
| ntbks() | |
| print('[1;32mModules and notebooks updated, dependencies already installed') | |
| os.environ['PYTHONWARNINGS'] = 'ignore' | |
| else: | |
| print('[1;33mInstalling the dependencies...') | |
| call('pip install --root-user-action=ignore --disable-pip-version-check --no-deps -qq gdown numpy==1.23.5 accelerate==0.12.0 --force-reinstall', shell=True, stdout=open('/dev/null', 'w')) | |
| ntbks() | |
| if os.path.exists('deps'): | |
| call("rm -r deps", shell=True) | |
| if os.path.exists('diffusers'): | |
| call("rm -r diffusers", shell=True) | |
| call('mkdir deps', shell=True) | |
| if not os.path.exists('cache'): | |
| call('mkdir cache', shell=True) | |
| os.chdir('deps') | |
| call('wget -q https://huggingface.co/TheLastBen/dependencies/resolve/main/rnpddeps-t2.tar.zst', shell=True, stdout=open('/dev/null', 'w')) | |
| call('tar -C / --zstd -xf rnpddeps-t2.tar.zst', shell=True, stdout=open('/dev/null', 'w')) | |
| call("sed -i 's@~/.cache@/workspace/cache@' /usr/local/lib/python3.10/dist-packages/transformers/utils/hub.py", shell=True) | |
| os.chdir('/workspace') | |
| call("git clone --depth 1 -q --branch main https://github.com/TheLastBen/diffusers", shell=True, stdout=open('/dev/null', 'w')) | |
| call("rm -r deps", shell=True) | |
| os.chdir('/workspace') | |
| os.environ['PYTHONWARNINGS'] = 'ignore' | |
| clear_output() | |
| done() | |
| def ntbks(): | |
| os.chdir('/workspace') | |
| 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('/workspace/Latest_Notebooks') | |
| call('wget -q -i https://huggingface.co/datasets/TheLastBen/RNPD/raw/main/Notebooks.txt', shell=True) | |
| call('rm Notebooks.txt', shell=True) | |
| os.chdir('/workspace') | |
| def repo(Huggingface_token_optional): | |
| from slugify import slugify | |
| from huggingface_hub import HfApi, CommitOperationAdd, create_repo | |
| os.chdir('/workspace') | |
| if Huggingface_token_optional!="": | |
| username = HfApi().whoami(Huggingface_token_optional)["name"] | |
| backup=f"https://USER:{Huggingface_token_optional}@huggingface.co/datasets/{username}/fast-stable-diffusion/resolve/main/sd_backup_rnpd.tar.zst" | |
| response = requests.head(backup) | |
| if response.status_code == 302: | |
| print('[1;33mRestoring the SD folder...') | |
| open('/workspace/sd_backup_rnpd.tar.zst', 'wb').write(requests.get(backup).content) | |
| call('tar --zstd -xf sd_backup_rnpd.tar.zst', shell=True) | |
| call('rm sd_backup_rnpd.tar.zst', shell=True) | |
| else: | |
| print('[1;33mBackup not found, using a fresh/existing repo...') | |
| time.sleep(2) | |
| if not os.path.exists('/workspace/sd/stablediffusion'): | |
| call('wget -q -O sd_rep.tar.zst https://huggingface.co/TheLastBen/dependencies/resolve/main/sd_rep.tar.zst', shell=True) | |
| call('tar --zstd -xf sd_rep.tar.zst', shell=True) | |
| call('rm sd_rep.tar.zst', shell=True) | |
| os.chdir('/workspace/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) | |
| else: | |
| print('[1;33mInstalling/Updating the repo...') | |
| os.chdir('/workspace') | |
| if not os.path.exists('/workspace/sd/stablediffusion'): | |
| call('wget -q -O sd_rep.tar.zst https://huggingface.co/TheLastBen/dependencies/resolve/main/sd_rep.tar.zst', shell=True) | |
| call('tar --zstd -xf sd_rep.tar.zst', shell=True) | |
| call('rm sd_rep.tar.zst', shell=True) | |
| os.chdir('/workspace/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('/workspace/sd/stable-diffusion-webui/') | |
| call('git reset --hard', shell=True) | |
| print('[1;32m') | |
| call('git pull', shell=True) | |
| os.chdir('/workspace') | |
| clear_output() | |
| done() | |
| def mdls(Original_Model_Version, Path_to_MODEL, MODEL_LINK, safetensors): | |
| import gdown | |
| if os.path.exists('/workspace/auto-models/SDv1-5.ckpt'): | |
| call('mv /workspace/auto-models/* /workspace/sd/stable-diffusion-webui/models/Stable-diffusion', shell=True) | |
| call('rm -r /workspace/auto-models', shell=True) | |
| 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" | |
| model=f'/workspace/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="/workspace/sd/stable-diffusion-webui/models/Stable-diffusion/SDv1-5.ckpt" | |
| print('[1;32mUsing the original V1.5 model') | |
| elif Original_Model_Version == "v2-512": | |
| if not os.path.exists('/workspace/sd/stable-diffusion-webui/models/Stable-diffusion/SDv2-512.ckpt'): | |
| print('[1;33mDownlading the V2-512 model...') | |
| model='/workspace/sd/stable-diffusion-webui/models/Stable-diffusion/SDv2-512.ckpt' | |
| call('gdown -O '+model+' https://huggingface.co/stabilityai/stable-diffusion-2-1-base/resolve/main/v2-1_512-nonema-pruned.ckpt', shell=True) | |
| clear_output() | |
| print('[1;32mUsing the original V2-512 model') | |
| else: | |
| print('[1;32mUsing the original V2-512 model') | |
| model='/workspace/sd/stable-diffusion-webui/models/Stable-diffusion/SDv2-512.ckpt' | |
| elif Original_Model_Version == "v2-768": | |
| model="/workspace/sd/stable-diffusion-webui/models/Stable-diffusion/SDv2-768.ckpt" | |
| print('[1;32mUsing the original V2-768 model') | |
| else: | |
| model="/workspace/sd/stable-diffusion-webui/models/Stable-diffusion" | |
| print('[1;31mWrong model version, try again') | |
| try: | |
| model | |
| except: | |
| model="/workspace/sd/stable-diffusion-webui/models/Stable-diffusion" | |
| return model | |
| def CNet(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('/workspace/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('/workspace') | |
| 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('/workspace') | |
| mdldir="/workspace/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('/workspace/sd/stable-diffusion-webui/extensions/sd-webui-controlnet/models') | |
| for name in cfgnames: | |
| run(['cp', 'cldm_v21.yaml', name]) | |
| os.chdir('/workspace') | |
| 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 sd(User, Password, model): | |
| import gradio | |
| gradio.close_all() | |
| auth=f"--gradio-auth {User}:{Password}" | |
| if User =="" or Password=="": | |
| auth="" | |
| call('wget -q -O /usr/local/lib/python3.10/dist-packages/gradio/blocks.py https://raw.githubusercontent.com/TheLastBen/fast-stable-diffusion/main/AUTOMATIC1111_files/blocks.py', shell=True) | |
| os.chdir('/workspace/sd/stable-diffusion-webui/modules') | |
| call('wget -q -O paths.py https://raw.githubusercontent.com/TheLastBen/fast-stable-diffusion/main/AUTOMATIC1111_files/paths.py', shell=True) | |
| call("sed -i 's@/content/gdrive/MyDrive/sd/stablediffusion@/workspace/sd/stablediffusion@' /workspace/sd/stable-diffusion-webui/modules/paths.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\"),@' /workspace/sd/stable-diffusion-webui/modules/shared.py", shell=True) | |
| call("sed -i 's@print(\"No module.*@@' /workspace/sd/stablediffusion/ldm/modules/diffusionmodules/model.py", shell=True) | |
| os.chdir('/workspace/sd/stable-diffusion-webui') | |
| clear_output() | |
| podid=os.environ.get('RUNPOD_POD_ID') | |
| localurl=f"{podid}-3000.proxy.runpod.net" | |
| for line in fileinput.input('/usr/local/lib/python3.10/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) | |
| if os.path.isfile(model): | |
| mdlpth="--ckpt "+model | |
| else: | |
| mdlpth="--ckpt-dir "+model | |
| configf="--disable-console-progressbars --no-half-vae --disable-safe-unpickle --api --no-download-sd-model --opt-sdp-attention --enable-insecure-extension-access --skip-version-check --listen --port 3000 "+auth+" "+mdlpth | |
| return configf | |
| def save(Huggingface_Write_token): | |
| from slugify import slugify | |
| from huggingface_hub import HfApi, CommitOperationAdd, create_repo | |
| if Huggingface_Write_token=="": | |
| print('[1;31mA huggingface write token is required') | |
| else: | |
| os.chdir('/workspace') | |
| if os.path.exists('sd'): | |
| call('tar --exclude="stable-diffusion-webui/models/*/*" --exclude="sd-webui-controlnet/models/*" --zstd -cf sd_backup_rnpd.tar.zst sd', shell=True) | |
| api = HfApi() | |
| username = api.whoami(token=Huggingface_Write_token)["name"] | |
| repo_id = f"{username}/{slugify('fast-stable-diffusion')}" | |
| print("[1;32mBacking up...") | |
| operations = [CommitOperationAdd(path_in_repo="sd_backup_rnpd.tar.zst", path_or_fileobj="/workspace/sd_backup_rnpd.tar.zst")] | |
| create_repo(repo_id,private=True, token=Huggingface_Write_token, exist_ok=True, repo_type="dataset") | |
| api.create_commit( | |
| repo_id=repo_id, | |
| repo_type="dataset", | |
| operations=operations, | |
| commit_message="SD folder Backup", | |
| token=Huggingface_Write_token | |
| ) | |
| call('rm sd_backup_rnpd.tar.zst', shell=True) | |
| clear_output() | |
| done() | |
| else: | |
| print('[1;33mNothing to backup') | |
| def done(): | |
| done = widgets.Button( | |
| description='Done!', | |
| disabled=True, | |
| button_style='success', | |
| tooltip='', | |
| icon='check' | |
| ) | |
| display(done) |