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"""fast_stable_diffusion_AUTOMATIC1111.ipynb |
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Automatically generated by Colaboratory. |
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Original file is located at |
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https://colab.research.google.com/github/TheLastBen/fast-stable-diffusion/blob/main/fast_stable_diffusion_AUTOMATIC1111.ipynb |
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# **Colab Pro notebook from https://github.com/TheLastBen/fast-stable-diffusion** *Alternatives : [RunPod](https://www.runpod.io/console/gpu-browse?template=runpod-stable-unified) | [Paperspace](https://console.paperspace.com/github/TheLastBen/PPS?machine=Free-GPU)* |
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##**[Support](https://ko-fi.com/thelastben)** |
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""" |
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from google.colab import drive |
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from IPython.display import clear_output |
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import ipywidgets as widgets |
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import os |
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def inf(msg, style, wdth): inf = widgets.Button(description=msg, disabled=True, button_style=style, layout=widgets.Layout(min_width=wdth));display(inf) |
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Shared_Drive = "" |
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print("[0;33mConnecting...") |
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drive.mount('/content/gdrive') |
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if Shared_Drive!="" and os.path.exists("/content/gdrive/Shareddrives"): |
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mainpth="Shareddrives/"+Shared_Drive |
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else: |
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mainpth="MyDrive" |
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clear_output() |
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inf('\u2714 Done','success', '50px') |
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from IPython.utils import capture |
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from IPython.display import clear_output |
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from subprocess import getoutput |
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import ipywidgets as widgets |
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import sys |
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import fileinput |
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import os |
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import time |
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import base64 |
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import gdown |
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from gdown.download import get_url_from_gdrive_confirmation |
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import requests |
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from urllib.request import urlopen, Request |
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from urllib.parse import urlparse, parse_qs, unquote |
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from tqdm import tqdm |
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import six |
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blasphemy=base64.b64decode(("d2VidWk=").encode('ascii')).decode('ascii') |
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if not os.path.exists("/content/gdrive"): |
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print('[1;31mGdrive not connected, using colab storage ...') |
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time.sleep(4) |
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mainpth="MyDrive" |
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!mkdir -p /content/gdrive/$mainpth |
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Shared_Drive="" |
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if Shared_Drive!="" and not os.path.exists("/content/gdrive/Shareddrives"): |
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print('[1;31mShared drive not detected, using default MyDrive') |
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mainpth="MyDrive" |
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with capture.capture_output() as cap: |
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def inf(msg, style, wdth): inf = widgets.Button(description=msg, disabled=True, button_style=style, layout=widgets.Layout(min_width=wdth));display(inf) |
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fgitclone = "git clone --depth 1" |
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!git clone -q --branch master https://github.com/AUTOMATIC1111/stable-diffusion-$blasphemy |
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!mkdir -p /content/gdrive/$mainpth/sd/stable-diffusion-$blasphemy/cache/ |
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os.environ['TRANSFORMERS_CACHE']=f"/content/gdrive/{mainpth}/sd/stable-diffusion-"+blasphemy+"/cache" |
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os.environ['TORCH_HOME'] = f"/content/gdrive/{mainpth}/sd/stable-diffusion-"+blasphemy+"/cache" |
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with capture.capture_output() as cap: |
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!git reset --hard |
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!git checkout master |
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time.sleep(1) |
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!rm webui.sh |
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!git pull |
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clear_output() |
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inf('\u2714 Done','success', '50px') |
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print('[1;32mInstalling requirements...') |
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with capture.capture_output() as cap: |
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!wget -q -i https://raw.githubusercontent.com/TheLastBen/fast-stable-diffusion/main/Dependencies/A1111.txt |
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!dpkg -i *.deb |
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if not os.path.exists('/content/gdrive/'+mainpth+'/sd/stablediffusiond'): |
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!tar -C /content/gdrive/$mainpth --zstd -xf sd_mrep.tar.zst |
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!tar -C / --zstd -xf gcolabdeps.tar.zst |
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!rm *.deb | rm *.zst | rm *.txt |
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if not os.path.exists('gdrive/'+mainpth+'/sd/libtcmalloc/libtcmalloc_minimal.so.4'): |
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!wget -q https://github.com/gperftools/gperftools/releases/download/gperftools-2.5/gperftools-2.5.tar.gz && tar zxf gperftools-2.5.tar.gz && mv gperftools-2.5 gperftools |
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!wget -q https://github.com/TheLastBen/fast-stable-diffusion/raw/main/AUTOMATIC1111_files/Patch |
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!patch -p1 < /content/Patch |
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!./configure --enable-minimal --enable-libunwind --enable-frame-pointers --enable-dynamic-sized-delete-support --enable-sized-delete --enable-emergency-malloc; make -j4 |
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!mkdir -p /content/gdrive/$mainpth/sd/libtcmalloc && cp .libs/libtcmalloc*.so* /content/gdrive/$mainpth/sd/libtcmalloc |
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!rm *.tar.gz Patch && rm -r /content/gperftools |
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else: |
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os.environ['TF_CPP_MIN_LOG_LEVEL'] = '3' |
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os.environ['PYTHONWARNINGS'] = 'ignore' |
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!sed -i 's@text = _formatwarnmsg(msg)@text =\"\"@g' /usr/lib/python3.10/warnings.py |
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!pip install open-clip-torch==2.20.0 -qq --no-deps |
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!pip install fastapi==0.94.0 -qq |
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clear_output() |
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inf('\u2714 Done','success', '50px') |
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Use_Temp_Storage = False |
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Model_Version = "SDXL" |
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PATH_to_MODEL = "" |
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MODEL_LINK = "" |
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def getsrc(url): |
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parsed_url = urlparse(url) |
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if parsed_url.netloc == 'civitai.com': |
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src='civitai' |
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elif parsed_url.netloc == 'drive.google.com': |
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src='gdrive' |
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elif parsed_url.netloc == 'huggingface.co': |
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src='huggingface' |
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else: |
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src='others' |
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return src |
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src=getsrc(MODEL_LINK) |
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def get_name(url, gdrive): |
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if not gdrive: |
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response = requests.get(url, allow_redirects=False) |
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if "Location" in response.headers: |
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redirected_url = response.headers["Location"] |
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quer = parse_qs(urlparse(redirected_url).query) |
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if "response-content-disposition" in quer: |
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disp_val = quer["response-content-disposition"][0].split(";") |
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for vals in disp_val: |
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if vals.strip().startswith("filename="): |
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filenm=unquote(vals.split("=", 1)[1].strip()) |
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return filenm.replace("\"","") |
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else: |
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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"} |
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lnk="https://drive.google.com/uc?id={id}&export=download".format(id=url[url.find("/d/")+3:url.find("/view")]) |
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res = requests.session().get(lnk, headers=headers, stream=True, verify=True) |
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res = requests.session().get(get_url_from_gdrive_confirmation(res.text), headers=headers, stream=True, verify=True) |
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content_disposition = six.moves.urllib_parse.unquote(res.headers["Content-Disposition"]) |
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filenm = re.search(r"filename\*=UTF-8''(.*)", content_disposition).groups()[0].replace(os.path.sep, "_") |
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return filenm |
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def dwn(url, dst, msg): |
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file_size = None |
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req = Request(url, headers={"User-Agent": "torch.hub"}) |
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u = urlopen(req) |
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meta = u.info() |
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if hasattr(meta, 'getheaders'): |
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content_length = meta.getheaders("Content-Length") |
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else: |
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content_length = meta.get_all("Content-Length") |
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if content_length is not None and len(content_length) > 0: |
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file_size = int(content_length[0]) |
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with tqdm(total=file_size, disable=False, mininterval=0.5, |
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bar_format=msg+' |{bar:20}| {percentage:3.0f}%') as pbar: |
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with open(dst, "wb") as f: |
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while True: |
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buffer = u.read(8192) |
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if len(buffer) == 0: |
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break |
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f.write(buffer) |
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pbar.update(len(buffer)) |
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f.close() |
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def sdmdls(ver, Use_Temp_Storage): |
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if ver=='1.5': |
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if Use_Temp_Storage: |
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os.makedirs('/content/temp_models', exist_ok=True) |
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model='/content/temp_models/v1-5-pruned-emaonly.safetensors' |
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else: |
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model='/content/gdrive/'+mainpth+'/sd/stable-diffusion-'+blasphemy+'/models/Stable-diffusion/v1-5-pruned-emaonly.safetensors' |
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link='https://huggingface.co/runwayml/stable-diffusion-v1-5/resolve/main/v1-5-pruned-emaonly.safetensors' |
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elif ver=='V2.1-768px': |
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if Use_Temp_Storage: |
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os.makedirs('/content/temp_models', exist_ok=True) |
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model='/content/temp_models/v2-1_768-ema-pruned.safetensors' |
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else: |
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model='/content/gdrive/'+mainpth+'/sd/stable-diffusion-'+blasphemy+'/models/Stable-diffusion/v2-1_768-ema-pruned.safetensors' |
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link='https://huggingface.co/stabilityai/stable-diffusion-2-1/resolve/main/v2-1_768-ema-pruned.safetensors' |
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elif ver=='v1.5 Inpainting': |
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if Use_Temp_Storage: |
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os.makedirs('/content/temp_models', exist_ok=True) |
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model='/content/temp_models/sd-v1-5-inpainting.ckpt' |
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else: |
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model='/content/gdrive/'+mainpth+'/sd/stable-diffusion-'+blasphemy+'/models/Stable-diffusion/sd-v1-5-inpainting.ckpt' |
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link='https://huggingface.co/runwayml/stable-diffusion-inpainting/resolve/main/sd-v1-5-inpainting.ckpt' |
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elif ver=='SDXL': |
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if Use_Temp_Storage: |
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os.makedirs('/content/temp_models', exist_ok=True) |
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model='/content/temp_models/sd_xl_base_1.0.safetensors' |
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else: |
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model='/content/gdrive/'+mainpth+'/sd/stable-diffusion-'+blasphemy+'/models/Stable-diffusion/sd_xl_base_1.0.safetensors' |
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link='https://huggingface.co/stabilityai/stable-diffusion-xl-base-1.0/resolve/main/sd_xl_base_1.0.safetensors' |
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if not os.path.exists(model): |
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!gdown --fuzzy -O $model $link |
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if os.path.exists(model): |
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clear_output() |
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inf('\u2714 Done','success', '50px') |
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else: |
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inf('\u2718 Something went wrong, try again','danger', "250px") |
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else: |
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clear_output() |
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inf('\u2714 Model already exists','primary', '300px') |
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return model |
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if (PATH_to_MODEL !=''): |
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if os.path.exists(str(PATH_to_MODEL)): |
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inf('\u2714 Using the trained model.','success', '200px') |
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else: |
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while not os.path.exists(str(PATH_to_MODEL)): |
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inf('\u2718 Wrong path, use the colab file explorer to copy the path : ','danger', "400px") |
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PATH_to_MODEL=input() |
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if os.path.exists(str(PATH_to_MODEL)): |
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inf('\u2714 Using the custom model.','success', '200px') |
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model=PATH_to_MODEL |
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elif MODEL_LINK != "": |
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if src=='civitai': |
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modelname=get_name(MODEL_LINK, False) |
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if Use_Temp_Storage: |
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os.makedirs('/content/temp_models', exist_ok=True) |
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model=f'/content/temp_models/{modelname}' |
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else: |
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model=f'/content/gdrive/{mainpth}/sd/stable-diffusion-{blasphemy}/models/Stable-diffusion/{modelname}' |
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if not os.path.exists(model): |
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dwn(MODEL_LINK, model, 'Downloading the custom model') |
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clear_output() |
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else: |
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inf('\u2714 Model already exists','primary', '300px') |
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elif src=='gdrive': |
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modelname=get_name(MODEL_LINK, True) |
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if Use_Temp_Storage: |
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os.makedirs('/content/temp_models', exist_ok=True) |
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model=f'/content/temp_models/{modelname}' |
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else: |
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model=f'/content/gdrive/{mainpth}/sd/stable-diffusion-{blasphemy}/models/Stable-diffusion/{modelname}' |
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if not os.path.exists(model): |
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gdown.download(url=MODEL_LINK, output=model, quiet=False, fuzzy=True) |
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clear_output() |
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else: |
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inf('\u2714 Model already exists','primary', '300px') |
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else: |
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modelname=os.path.basename(MODEL_LINK) |
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if Use_Temp_Storage: |
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os.makedirs('/content/temp_models', exist_ok=True) |
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model=f'/content/temp_models/{modelname}' |
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else: |
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model=f'/content/gdrive/{mainpth}/sd/stable-diffusion-{blasphemy}/models/Stable-diffusion/{modelname}' |
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if not os.path.exists(model): |
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gdown.download(url=MODEL_LINK, output=model, quiet=False, fuzzy=True) |
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clear_output() |
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else: |
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inf('\u2714 Model already exists','primary', '700px') |
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if os.path.exists(model) and os.path.getsize(model) > 1810671599: |
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inf('\u2714 Model downloaded, using the custom model.','success', '300px') |
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else: |
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!rm model |
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inf('\u2718 Wrong link, check that the link is valid','danger', "300px") |
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else: |
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model=sdmdls(Model_Version, Use_Temp_Storage) |
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LoRA_LINK = "" |
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os.makedirs('/content/gdrive/'+mainpth+'/sd/stable-diffusion-'+blasphemy+'/models/Lora', exist_ok=True) |
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src=getsrc(LoRA_LINK) |
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if src=='civitai': |
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modelname=get_name(LoRA_LINK, False) |
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loramodel=f'/content/gdrive/{mainpth}/sd/stable-diffusion-{blasphemy}/models/Lora/{modelname}' |
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if not os.path.exists(loramodel): |
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dwn(LoRA_LINK, loramodel, 'Downloading the LoRA model') |
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clear_output() |
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else: |
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inf('\u2714 Model already exists','primary', '300px') |
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elif src=='gdrive': |
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modelname=get_name(LoRA_LINK, True) |
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loramodel=f'/content/gdrive/{mainpth}/sd/stable-diffusion-{blasphemy}/models/Lora/{modelname}' |
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if not os.path.exists(loramodel): |
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gdown.download(url=LoRA_LINK, output=loramodel, quiet=False, fuzzy=True) |
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clear_output() |
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else: |
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inf('\u2714 Model already exists','primary', '300px') |
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else: |
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modelname=os.path.basename(LoRA_LINK) |
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loramodel=f'/content/gdrive/{mainpth}/sd/stable-diffusion-{blasphemy}/models/Lora/{modelname}' |
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if not os.path.exists(loramodel): |
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gdown.download(url=LoRA_LINK, output=loramodel, quiet=False, fuzzy=True) |
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clear_output() |
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else: |
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inf('\u2714 Model already exists','primary', '700px') |
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if os.path.exists(loramodel) : |
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inf('\u2714 LoRA downloaded','success', '300px') |
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else: |
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inf('\u2718 Wrong link, check that the link is valid','danger', "300px") |
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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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from subprocess import run |
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Model = "None" |
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v2_Model = "None" |
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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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Canny='https://huggingface.co/lllyasviel/ControlNet-v1-1/resolve/main/control_v11p_sd15_canny.pth' |
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Depth='https://huggingface.co/lllyasviel/ControlNet-v1-1/resolve/main/control_v11f1p_sd15_depth.pth' |
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Lineart='https://huggingface.co/lllyasviel/ControlNet-v1-1/resolve/main/control_v11p_sd15_lineart.pth' |
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MLSD='https://huggingface.co/lllyasviel/ControlNet-v1-1/resolve/main/control_v11p_sd15_mlsd.pth' |
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Normal='https://huggingface.co/lllyasviel/ControlNet-v1-1/resolve/main/control_v11p_sd15_normalbae.pth' |
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OpenPose='https://huggingface.co/lllyasviel/ControlNet-v1-1/resolve/main/control_v11p_sd15_openpose.pth' |
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Scribble='https://huggingface.co/lllyasviel/ControlNet-v1-1/resolve/main/control_v11p_sd15_scribble.pth' |
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Seg='https://huggingface.co/lllyasviel/ControlNet-v1-1/resolve/main/control_v11p_sd15_seg.pth' |
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ip2p='https://huggingface.co/lllyasviel/ControlNet-v1-1/resolve/main/control_v11e_sd15_ip2p.pth' |
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Shuffle='https://huggingface.co/lllyasviel/ControlNet-v1-1/resolve/main/control_v11e_sd15_shuffle.pth' |
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Inpaint='https://huggingface.co/lllyasviel/ControlNet-v1-1/resolve/main/control_v11p_sd15_inpaint.pth' |
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Softedge='https://huggingface.co/lllyasviel/ControlNet-v1-1/resolve/main/control_v11p_sd15_softedge.pth' |
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Lineart_Anime='https://huggingface.co/lllyasviel/ControlNet-v1-1/resolve/main/control_v11p_sd15s2_lineart_anime.pth' |
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Tile='https://huggingface.co/lllyasviel/ControlNet-v1-1/resolve/main/control_v11f1e_sd15_tile.pth' |
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|
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with capture.capture_output() as cap: |
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|
|
if not os.path.exists("sd-webui-controlnet"): |
|
!git clone https://github.com/Mikubill/sd-$blasphemy-controlnet.git |
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else: |
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|
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!git reset --hard |
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!git pull |
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mdldir='/content/gdrive/'+mainpth+'/sd/stable-diffusion-'+blasphemy+'/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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|
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!wget -q -O CN_models.txt https://github.com/TheLastBen/fast-stable-diffusion/raw/main/AUTOMATIC1111_files/CN_models.txt |
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!wget -q -O CN_models_v2.txt https://github.com/TheLastBen/fast-stable-diffusion/raw/main/AUTOMATIC1111_files/CN_models_v2.txt |
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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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|
|
!rm CN_models.txt CN_models_v2.txt |
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with capture.capture_output() as cap: |
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cfgnames=[os.path.basename(url).split('.')[0]+'.yaml' for url in mdllnk_v2] |
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|
|
for name in cfgnames: |
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run(['cp', 'cldm_v21.yaml', name]) |
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|
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if Model == "All (21GB)": |
|
for lnk in mdllnk: |
|
download(lnk, mdldir) |
|
clear_output() |
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|
|
elif Model == "T2iadapter_Models": |
|
mdllnk=list(filter(lambda x: 't2i' in x, mdllnk)) |
|
for lnk in mdllnk: |
|
download(lnk, mdldir) |
|
clear_output() |
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|
|
elif Model == "None": |
|
pass |
|
clear_output() |
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|
|
else: |
|
download(globals()[Model], mdldir) |
|
clear_output() |
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Canny='https://huggingface.co/thibaud/controlnet-sd21/resolve/main/control_v11p_sd21_canny.safetensors' |
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Depth='https://huggingface.co/thibaud/controlnet-sd21/resolve/main/control_v11p_sd21_depth.safetensors' |
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HED='https://huggingface.co/thibaud/controlnet-sd21/resolve/main/control_v11p_sd21_hed.safetensors' |
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OpenPose='https://huggingface.co/thibaud/controlnet-sd21/resolve/main/control_v11p_sd21_openposev2.safetensors' |
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Scribble='https://huggingface.co/thibaud/controlnet-sd21/resolve/main/control_v11p_sd21_scribble.safetensors' |
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if 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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inf('\u2714 Done','success', '50px') |
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elif v2_Model == "None": |
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pass |
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clear_output() |
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inf('\u2714 Done','success', '50px') |
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else: |
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download(globals()[v2_Model], mdldir) |
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clear_output() |
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inf('\u2714 Done','success', '50px') |
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from IPython.utils import capture |
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import time |
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import sys |
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import fileinput |
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from pyngrok import ngrok, conf |
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import re |
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Use_Cloudflare_Tunnel = False |
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Ngrok_token = "" |
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User = "" |
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Password= "" |
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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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with capture.capture_output() as cap: |
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!wget -q -O extras.py https://raw.githubusercontent.com/AUTOMATIC1111/stable-diffusion-$blasphemy/master/modules/extras.py |
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!wget -q -O sd_models.py https://raw.githubusercontent.com/AUTOMATIC1111/stable-diffusion-$blasphemy/master/modules/sd_models.py |
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!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 |
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!sed -i 's@ui.create_ui().*@ui.create_ui();shared.demo.queue(concurrency_count=999999,status_update_rate=0.1)@' /content/gdrive/$mainpth/sd/stable-diffusion-$blasphemy/webui.py |
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!sed -i 's@possible_sd_paths =.*@possible_sd_paths = [\"/content/gdrive/{mainpth}/sd/stablediffusion\"]@' /content/gdrive/$mainpth/sd/stable-diffusion-$blasphemy/modules/paths.py |
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!sed -i 's@\.\.\/@src/@g' /content/gdrive/$mainpth/sd/stable-diffusion-$blasphemy/modules/paths.py |
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!sed -i 's@src/generative-models@generative-models@g' /content/gdrive/$mainpth/sd/stable-diffusion-$blasphemy/modules/paths.py |
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!sed -i 's@print(\"No module.*@@' /content/gdrive/$mainpth/sd/stablediffusion/ldm/modules/diffusionmodules/model.py |
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!sed -i 's@\["sd_model_checkpoint"\]@\["sd_model_checkpoint", "sd_vae", "CLIP_stop_at_last_layers", "inpainting_mask_weight", "initial_noise_multiplier"\]@g' /content/gdrive/$mainpth/sd/stable-diffusion-$blasphemy/modules/shared.py |
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share='' |
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if Ngrok_token!="": |
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ngrok.kill() |
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srv=ngrok.connect(7860, pyngrok_config=conf.PyngrokConfig(auth_token=Ngrok_token) , bind_tls=True).public_url |
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for line in fileinput.input('/usr/local/lib/python3.10/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.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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elif Use_Cloudflare_Tunnel: |
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with capture.capture_output() as cap: |
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!pkill cloudflared |
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time.sleep(4) |
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!nohup cloudflared tunnel --url http://localhost:7860 > /content/srv.txt 2>&1 & |
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time.sleep(4) |
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with open('/content/srv.txt', "r") as file: text = file.read() |
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srv= re.findall(r"https?://(?:\S+?\.)?trycloudflare\.com\S*", text)[0] |
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for line in fileinput.input('/usr/local/lib/python3.10/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.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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!rm /content/srv.txt |
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else: |
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share='--share' |
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ckptdir='' |
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if os.path.exists('/content/temp_models'): |
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ckptdir='--ckpt-dir /content/temp_models' |
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try: |
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model |
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if os.path.isfile(model): |
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!python /content/gdrive/$mainpth/sd/stable-diffusion-$blasphemy/webui.py $share --api --disable-safe-unpickle --enable-insecure-extension-access --no-download-sd-model --no-half-vae --ckpt "$model" --xformers $auth --disable-console-progressbars --upcast-sampling $ckptdir |
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else: |
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!python /content/gdrive/$mainpth/sd/stable-diffusion-$blasphemy/webui.py $share --api --disable-safe-unpickle --enable-insecure-extension-access --no-download-sd-model --no-half-vae --ckpt-dir "$model" --xformers $auth --disable-console-progressbars --upcast-sampling |
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except: |
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!python /content/gdrive/$mainpth/sd/stable-diffusion-$blasphemy/webui.py $share --api --disable-safe-unpickle --enable-insecure-extension-access --no-download-sd-model --no-half-vae --xformers $auth --disable-console-progressbars --upcast-sampling $ckptdir |