Former-commit-id: a9c079c2e51d4366e74d27aa6afa0d98718565a5 [formerly 240973ba5e3011aaac09939d8516597d726eaf48]
Former-commit-id: bfa92879fb47b20bdccbf65c8b8f1e53e728f3e0
This commit is contained in:
adpkadspokasdk 2022-10-18 09:51:36 -06:00
parent 993d227d1f
commit ed998fcc2d
1 changed files with 332 additions and 181 deletions

View File

@ -65,20 +65,32 @@
"source": [
"# Free tier\n",
"# free_tier = True # Enables the creation of symlinks back to /notebooks/\n",
"# model_storage_dir = '/tmp/stable-diffusion/models' # Where the models will be downloaded to\n",
"# repo_storage_dir = '/notebooks' # Where the repository will be downloaded to\n",
"# model_storage_dir = '/tmp/stable-diffusion/models' # Where the models will be downloaded to.\n",
"# repo_storage_dir = '/notebooks' # Where the repository will be downloaded to.\n",
"\n",
"# Paid Tier\n",
"# free_tier = False\n",
"# model_storage_dir = '/storage/models'\n",
"# repo_storage_dir = '/notebooks'\n",
"\n",
"\n",
"activate_xformers = False # Enables the xformers optimizations using pre-built wheels.\n",
" # Setting to True will automatically set up your environment/machine for xformers. \n",
"\n",
"link_novelai_anime_vae = False # Enables the linking of animevae.pt to each of the NovelAI models.\n",
" # Set to True if you've downloaded both the NovelAI models and hypernetworks.\n",
" \n",
"download_scripts = False # Download custom scripts? Only reason why you would leave it disabled is because it may\n",
" # take a while to complete.\n",
"\n",
"activate_deepdanbooru = False # Enable and install DeepDanbooru -> https://github.com/KichangKim/DeepDanbooru\n",
"\n",
"# Don't put a trailing slash on directory paths.\n",
"# To reset your storage directory, rerun this cell.\n",
"\n",
"# ===============================================================\n",
"# Save variables to Jupiter's temp storage so we can access it even if the kernel restarts.\n",
"%store free_tier model_storage_dir repo_storage_dir"
"%store free_tier model_storage_dir repo_storage_dir activate_xformers link_novelai_anime_vae download_scripts activate_deepdanbooru"
]
},
{
@ -107,7 +119,7 @@
"outputs": [],
"source": [
"import os\n",
"%store -r free_tier model_storage_dir repo_storage_dir\n",
"%store -r free_tier model_storage_dir repo_storage_dir activate_xformers link_novelai_anime_vae activate_deepdanbooru\n",
"%cd /notebooks/\n",
"\n",
"def delete_broken_symlinks(path):\n",
@ -156,25 +168,23 @@
},
"outputs": [],
"source": [
"%store -r free_tier model_storage_dir repo_storage_dir\n",
"%store -r free_tier model_storage_dir repo_storage_dir activate_xformers link_novelai_anime_vae download_scripts activate_deepdanbooru\n",
"%cd \"{repo_storage_dir}/stable-diffusion-webui\"\n",
"import os\n",
"\n",
"# Import launch.py which will automatically run the install script but not launch the WebUI.\n",
"# They require a few specific external git repo commits so we have to do it their way. \n",
"import launch\n",
"launch.prepare_enviroment()\n",
"\n",
"# Install requirements for this notebooks\n",
"!pip install requests validators\n",
"# The installer isn't installing deepdanbooru right now so we'll do it manually\n",
"if activate_deepdanbooru:\n",
" !pip install \"git+https://github.com/KichangKim/DeepDanbooru.git@edf73df4cdaeea2cf00e9ac08bd8a9026b7a7b26#egg=deepdanbooru[tensorflow]\" # tensorflow==2.10.0 tensorflow-io==0.27.0 flatbuffers==1.12\n",
"\n",
"# latent-diffusion is a requirement but launch.py isn't downloading it so we'll do it manually.\n",
"if not os.path.exists(f'{repo_storage_dir}/stable-diffusion-webui/repositories/latent-diffusion'):\n",
" !git clone https://github.com/crowsonkb/k-diffusion.git \"{repo_storage_dir}/stable-diffusion-webui/repositories/k-diffusion\"\n",
" !git clone https://github.com/Hafiidz/latent-diffusion.git \"{repo_storage_dir}/stable-diffusion-webui/repositories/latent-diffusion\"\n",
" # I don't think it's necessary to do this:\n",
" # %mkdir \"{repo_storage_dir}/stable-diffusion-webui/repositories/latent-diffusion/experiments/\"\n",
" # %mkdir \"{repo_storage_dir}/stable-diffusion-webui/repositories/latent-diffusion/experiments/pretrained_models\"\n",
" # !wget https://raw.githubusercontent.com/Engineer-of-Stuff/stable-diffusion-paperspace/main/lfs/latent-diffusion/project.yaml -O \"{repo_storage_dir}/stable-diffusion-webui/repositories/latent-diffusion/experiments/pretrained_models/project.yaml\"\n",
" # !wget https://github.com/Engineer-of-Stuff/stable-diffusion-paperspace/blob/main/lfs/latent-diffusion/model.ckpt?raw=true -O \"{repo_storage_dir}/stable-diffusion-webui/repositories/latent-diffusion/experiments/pretrained_models/model.ckpt\"\n",
"\n",
"# Download the GFPGAN face restorer.\n",
"if not os.path.exists(f'{repo_storage_dir}/stable-diffusion-webui/GFPGANv1.3.pth'):\n",
@ -184,79 +194,119 @@
"\n",
"# Download popular custom scripts. This is basically remote code execution so be careful.\n",
"# See https://github.com/AUTOMATIC1111/stable-diffusion-webui/wiki/Custom-Scripts\n",
"import os\n",
"import shutil\n",
"import requests\n",
"!pip install moviepy==1.0.3\n",
"!apt update\n",
"!apt install -y potrace python3-tk\n",
"if download_scripts:\n",
" !pip install requests\n",
" import shutil\n",
" import requests\n",
" !pip install moviepy==1.0.3\n",
" !apt update\n",
" !apt install -y potrace python3-tk\n",
"\n",
"def download_file_dir(url, output_dir):\n",
" # output_dir must have a trailing slash\n",
" local_filename = url.split('/')[-1]\n",
" with requests.get(url, stream=True) as r:\n",
" r.raise_for_status()\n",
" with open(f'{output_dir}{local_filename}', 'wb') as f:\n",
" for chunk in r.iter_content(chunk_size=8192):\n",
" f.write(chunk)\n",
" return local_filename\n",
" def download_file_dir(url, output_dir):\n",
" # output_dir must have a trailing slash\n",
" local_filename = url.split('/')[-1]\n",
" with requests.get(url, stream=True) as r:\n",
" r.raise_for_status()\n",
" with open(f'{output_dir}{local_filename}', 'wb') as f:\n",
" for chunk in r.iter_content(chunk_size=8192):\n",
" f.write(chunk)\n",
" return local_filename\n",
" def do_script_download(scripts_list, domain, path):\n",
" for item in scripts_list:\n",
" download_file_dir(f'https://{domain}/{item}', path)\n",
" print(f'{item.split(\"/\")[-1]} downloaded...')\n",
"\n",
"custom_scripts = [\n",
" 'https://raw.githubusercontent.com/GRMrGecko/stable-diffusion-webui-automatic/advanced_matrix/scripts/advanced_prompt_matrix.py',\n",
" 'https://raw.githubusercontent.com/jtkelm2/stable-diffusion-webui-1/master/scripts/wildcards.py',\n",
" 'https://raw.githubusercontent.com/dfaker/stable-diffusion-webui-cv2-external-masking-script/main/external_masking.py',\n",
" 'https://raw.githubusercontent.com/memes-forever/Stable-diffusion-webui-video/main/videos.py',\n",
" 'https://raw.githubusercontent.com/yownas/seed_travel/main/scripts/seed_travel.py',\n",
" 'https://raw.githubusercontent.com/Animator-Anon/Animator/main/animation.py',\n",
" 'https://gist.githubusercontent.com/dfaker/f88aa62e3a14b559fe4e5f6b345db664/raw/791dabfa0ab26399aa2635bcbc1cf6267aa4ffc2/alternate_sampler_noise_schedules.py',\n",
" 'https://raw.githubusercontent.com/Filarius/stable-diffusion-webui/master/scripts/vid2vid.py',\n",
" 'https://raw.githubusercontent.com/GeorgLegato/Txt2Vectorgraphics/main/txt2vectorgfx.py',\n",
" 'https://raw.githubusercontent.com/yownas/shift-attention/main/scripts/shift_attention.py',\n",
" 'https://raw.githubusercontent.com/DiceOwl/StableDiffusionStuff/main/loopback_superimpose.py',\n",
" 'https://gist.githubusercontent.com/camenduru/9ec5f8141db9902e375967e93250860f/raw/c1a03eb447548adbef1858c0e69d3567a390d2f4/run_n_times.py',\n",
" 'https://raw.githubusercontent.com/Engineer-of-Stuff/stable-diffusion-paperspace/main/lfs/save_steps.py',\n",
" 'https://raw.githubusercontent.com/Pfaeff/sd-web-ui-scripts/main/moisaic.py'\n",
"]\n",
"for item in custom_scripts:\n",
" download_file_dir(item, f'{repo_storage_dir}/stable-diffusion-webui/scripts/')\n",
" print(f'{item.split(\"/\")[-1]} downloaded...')\n",
" do_script_download([\n",
" 'GRMrGecko/stable-diffusion-webui-automatic/advanced_matrix/scripts/advanced_prompt_matrix.py',\n",
" 'jtkelm2/stable-diffusion-webui-1/master/scripts/wildcards.py',\n",
" 'dfaker/stable-diffusion-webui-cv2-external-masking-script/main/external_masking.py',\n",
" 'memes-forever/Stable-diffusion-webui-video/main/videos.py',\n",
" 'yownas/seed_travel/main/scripts/seed_travel.py',\n",
" 'Animator-Anon/Animator/main/animation.py',\n",
" 'Filarius/stable-diffusion-webui/master/scripts/vid2vid.py',\n",
" 'GeorgLegato/Txt2Vectorgraphics/main/txt2vectorgfx.py',\n",
" 'yownas/shift-attention/main/scripts/shift_attention.py',\n",
" 'DiceOwl/StableDiffusionStuff/main/loopback_superimpose.py',\n",
" 'Engineer-of-Stuff/stable-diffusion-paperspace/main/lfs/save_steps.py',\n",
" 'Pfaeff/sd-web-ui-scripts/main/moisaic.py'\n",
" ], 'raw.githubusercontent.com', f'{repo_storage_dir}/stable-diffusion-webui/scripts/')\n",
"\n",
"# Download and set up txt2img2img\n",
"update_repo_if_not_exists(f'{repo_storage_dir}/stable-diffusion-webui/txt2img2img_root', 'https://github.com/ThereforeGames/txt2img2img.git')\n",
"!cp -r \"{repo_storage_dir}/stable-diffusion-webui/txt2img2img_root/scripts\" \"{repo_storage_dir}/stable-diffusion-webui\"\n",
"!cp -r \"{repo_storage_dir}/stable-diffusion-webui/txt2img2img_root/txt2img2img\" \"{repo_storage_dir}/stable-diffusion-webui\"\n",
"!cp -r \"{repo_storage_dir}/stable-diffusion-webui/txt2img2img_root/venv\" \"{repo_storage_dir}/stable-diffusion-webui\"\n",
" \n",
"# Download and set up txt2mask\n",
"update_repo_if_not_exists(f'{repo_storage_dir}/stable-diffusion-webui/txt2mask', 'https://github.com/ThereforeGames/txt2mask.git')\n",
"!cp -r \"{repo_storage_dir}/stable-diffusion-webui/txt2mask/repositories/clipseg\" \"{repo_storage_dir}/stable-diffusion-webui/repositories\"\n",
"!cp -r \"{repo_storage_dir}/stable-diffusion-webui/txt2mask/scripts/\" \"{repo_storage_dir}/stable-diffusion-webui/\"\n",
" do_script_download([\n",
" 'dfaker/f88aa62e3a14b559fe4e5f6b345db664/raw/791dabfa0ab26399aa2635bcbc1cf6267aa4ffc2/alternate_sampler_noise_schedules.py',\n",
" 'camenduru/9ec5f8141db9902e375967e93250860f/raw/c1a03eb447548adbef1858c0e69d3567a390d2f4/run_n_times.py'\n",
" ], 'gist.githubusercontent.com', f'{repo_storage_dir}/stable-diffusion-webui/scripts/')\n",
"\n",
"# Do the wildcard script\n",
"!mkdir -p \"{repo_storage_dir}/stable-diffusion-webui/scripts/wildcards\"\n",
"wildcard_lists = [\n",
" 'https://raw.githubusercontent.com/jtkelm2/stable-diffusion-webui-1/master/scripts/wildcards/adjective.txt',\n",
" 'https://raw.githubusercontent.com/jtkelm2/stable-diffusion-webui-1/master/scripts/wildcards/artist.txt',\n",
" 'https://raw.githubusercontent.com/jtkelm2/stable-diffusion-webui-1/master/scripts/wildcards/genre.txt',\n",
" 'https://raw.githubusercontent.com/jtkelm2/stable-diffusion-webui-1/master/scripts/wildcards/site.txt',\n",
" 'https://raw.githubusercontent.com/jtkelm2/stable-diffusion-webui-1/master/scripts/wildcards/style.txt'\n",
"]\n",
"for item in wildcard_lists:\n",
" download_file_dir(item, f'{repo_storage_dir}/stable-diffusion-webui/scripts/wildcards/')\n",
" # Download and set up txt2img2img\n",
" update_repo_if_not_exists(f'{repo_storage_dir}/stable-diffusion-webui/txt2img2img_root', 'https://github.com/ThereforeGames/txt2img2img.git')\n",
" !cp -r \"{repo_storage_dir}/stable-diffusion-webui/txt2img2img_root/scripts\" \"{repo_storage_dir}/stable-diffusion-webui\"\n",
" !cp -r \"{repo_storage_dir}/stable-diffusion-webui/txt2img2img_root/txt2img2img\" \"{repo_storage_dir}/stable-diffusion-webui\"\n",
" !cp -r \"{repo_storage_dir}/stable-diffusion-webui/txt2img2img_root/venv\" \"{repo_storage_dir}/stable-diffusion-webui\"\n",
"\n",
" # Download and set up txt2mask\n",
" update_repo_if_not_exists(f'{repo_storage_dir}/stable-diffusion-webui/txt2mask', 'https://github.com/ThereforeGames/txt2mask.git')\n",
" !echo \"Copying txt2mask...\"\n",
" !cp -r \"{repo_storage_dir}/stable-diffusion-webui/txt2mask/repositories/clipseg\" \"{repo_storage_dir}/stable-diffusion-webui/repositories\"\n",
" !cp -r \"{repo_storage_dir}/stable-diffusion-webui/txt2mask/scripts/\" \"{repo_storage_dir}/stable-diffusion-webui/\"\n",
"\n",
" # Do the wildcard script\n",
" !mkdir -p \"{repo_storage_dir}/stable-diffusion-webui/scripts/wildcards\"\n",
" do_script_download([\n",
" 'jtkelm2/stable-diffusion-webui-1/master/scripts/wildcards/adjective.txt',\n",
" 'jtkelm2/stable-diffusion-webui-1/master/scripts/wildcards/artist.txt',\n",
" 'jtkelm2/stable-diffusion-webui-1/master/scripts/wildcards/genre.txt',\n",
" 'jtkelm2/stable-diffusion-webui-1/master/scripts/wildcards/site.txt',\n",
" 'jtkelm2/stable-diffusion-webui-1/master/scripts/wildcards/style.txt'\n",
" ], 'raw.githubusercontent.com', f'{repo_storage_dir}/stable-diffusion-webui/scripts/wildcards/')\n",
"\n",
"if activate_xformers:\n",
" # Completly remove cuda from your system\n",
" # The container comes with cuda 11.2 installed which is incompatable with pytorch\n",
" # We MUST install cuda 11.3\n",
" !apt update\n",
" !apt purge -y cuda*\n",
" !apt autoremove --purge -y\n",
" !wget https://developer.download.nvidia.com/compute/cuda/repos/ubuntu2004/x86_64/cuda-ubuntu2004-keyring.gpg -O /usr/share/keyrings/cuda-archive-keyring.gpg\n",
" !echo \"deb [signed-by=/usr/share/keyrings/cuda-archive-keyring.gpg] https://developer.download.nvidia.com/compute/cuda/repos/ubuntu2004/x86_64/ /\" | sudo tee /etc/apt/sources.list.d/cuda-ubuntu2004-x86_64.list\n",
" # Reinstall the cuda packages we removed, but in version 11.3\n",
" !apt update && apt install -y cuda-command-line-tools-11-3 cuda-compat-11-3 cuda-minimal-build-11-3 cuda-compiler-11-3 cuda-libraries-dev-11-3 cuda-cupti-dev-11-3 cuda-cupti-11-3 cuda-nvcc-11-3 cuda-cudart-dev-11-3 cuda-libraries-11-3 cuda-cudart-11-3 cuda-gdb-11-3 cuda-cuobjdump-11-3 cuda-cuxxfilt-11-3 cuda-driver-dev-11-3 cuda-memcheck-11-3 cuda-nvdisasm-11-3 cuda-nvml-dev-11-3 cuda-nvprof-11-3 cuda-nvprune-11-3 cuda-nvrtc-dev-11-3 cuda-nvrtc-11-3 cuda-nvtx-11-3 cuda-sanitizer-11-3\n",
" # Set up pip packages\n",
" !pip uninstall -y torch torchvision torchaudio # Remove existing pytorch install.\n",
" !pip install torch torchvision torchaudio --extra-index-url https://download.pytorch.org/whl/cu113 # Install pytorch for cuda 11.3\n",
" from subprocess import getoutput\n",
" s = getoutput('nvidia-smi')\n",
" if 'A4000' in s:\n",
" !pip install https://raw.githubusercontent.com/Cyberes/xformers-compiled/main/A4000/xformers-0.0.14.dev0-cp39-cp39-linux_x86_64.whl\n",
" elif 'P5000' in s:\n",
" !pip install https://raw.githubusercontent.com/Cyberes/xformers-compiled/main/P5000/xformers-0.0.14.dev0-cp39-cp39-linux_x86_64.whl\n",
" elif 'RTX 5000' in s:\n",
" !pip install https://raw.githubusercontent.com/Cyberes/xformers-compiled/main/RTX%205000/xformers-0.0.14.dev0-cp39-cp39-linux_x86_64.whl\n",
" elif 'RTX 4000' in s:\n",
" !pip install https://raw.githubusercontent.com/Cyberes/xformers-compiled/main/RTX%204000/xformers-0.0.14.dev0-cp39-cp39-linux_x86_64.whl\n",
" else:\n",
" print('XFORMERS ERROR: no wheel built for your GPU! Xformers disabled.')\n",
" activate_xformers = False\n",
" %store activate_xformers\n",
"\n",
"# Make sure your models storage directory exists\n",
"!mkdir -p \"{model_storage_dir}\"\n",
"!mkdir -p \"{model_storage_dir}/hypernetworks\"\n",
"!mkdir -p \"{repo_storage_dir}/stable-diffusion-webui/models/hypernetworks\"\n",
"\n",
"# Link the output folder to /notebooks/outputs\n",
"# Make sure the log dir exists\n",
"\n",
"# Link the output folders to /notebooks/outputs\n",
"!mkdir -p \"{repo_storage_dir}/stable-diffusion-webui/log/images\"\n",
"!mkdir -p \"{repo_storage_dir}/stable-diffusion-webui/outputs\"\n",
"!ln -s \"{repo_storage_dir}/stable-diffusion-webui/outputs\" /notebooks/"
"!ln -s \"{repo_storage_dir}/stable-diffusion-webui/outputs\" /notebooks/\n",
"!ln -s \"{repo_storage_dir}/stable-diffusion-webui/log\" \"{repo_storage_dir}/stable-diffusion-webui/outputs\"\n",
"\n",
"\n",
"!echo \"Done!\""
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "F0EINk5M0s-w",
"jp-MarkdownHeadingCollapsed": true,
"tags": []
},
"source": [
@ -312,41 +362,11 @@
},
"outputs": [],
"source": [
"%store -r free_tier model_storage_dir repo_storage_dir\n",
"%store -r free_tier model_storage_dir repo_storage_dir activate_xformers link_novelai_anime_vae\n",
"!apt update\n",
"!apt install -y aria2\n",
"%cd $model_storage_dir\n",
"!aria2c --seed-time=0 --max-overall-upload-limit=1K \"magnet:?xt=urn:btih:3A4A612D75ED088EA542ACAC52F9F45987488D1C&tr=udp://tracker.opentrackr.org:1337/announce\""
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Web Download**\n",
"\n",
"Voldy provided an alternative download if you don't want to use HuggingFace.\n",
"\n",
"[https://drive.google.com/file/d/1wHFgl0ivCmIZv88hVZXkb8oy9qCuaBGA/view](https://drive.google.com/file/d/1wHFgl0ivCmIZv88hVZXkb8oy9qCuaBGA/view)\n",
"\n",
"Download it to your computer then upload it to your model storage directory (make sure it's named `sd-v1-4.ckpt`).\n",
"\n",
"HuggingFace is much faster and reliable but you need to get access to the repo and provide your user token."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "CT_J9L7oqLxG"
},
"outputs": [],
"source": [
"user_token = \"<put your user token here>\"\n",
"\n",
"# ===============================================================================================\n",
"%store -r free_tier model_storage_dir repo_storage_dir\n",
"!wget --header=\"Authorization: Bearer {user_token}\" https://huggingface.co/CompVis/stable-diffusion-v-1-4-original/resolve/main/sd-v1-4.ckpt -O \"{model_storage_dir}/sd-v1-4.ckpt\""
"!aria2c --seed-time=0 --max-overall-upload-limit=1K --bt-max-peers=120 --summary-interval=0 --file-allocation=none \"magnet:?xt=urn:btih:3A4A612D75ED088EA542ACAC52F9F45987488D1C&tr=udp://tracker.opentrackr.org:1337/announce\""
]
},
{
@ -357,7 +377,9 @@
"source": [
"#### Waifu Diffusion\n",
"\n",
"The original Stable Diffusion anime finetune."
"The original Stable Diffusion anime finetune.\n",
"\n",
"**v1.3**"
]
},
{
@ -366,11 +388,31 @@
"metadata": {},
"outputs": [],
"source": [
"%store -r free_tier model_storage_dir repo_storage_dir\n",
"%store -r free_tier model_storage_dir repo_storage_dir activate_xformers link_novelai_anime_vae\n",
"!apt update\n",
"!apt install -y aria2\n",
"%cd \"{model_storage_dir}\"\n",
"!aria2c --seed-time=0 --max-overall-upload-limit=1K \"magnet:?xt=urn:btih:153590FD7E93EE11D8DB951451056C362E3A9150&dn=wd-v1-2-full-ema-pruned.ckpt&tr=udp://tracker.opentrackr.org:1337/announce\""
"!aria2c --seed-time=0 --bt-max-peers=120 --summary-interval=0 --file-allocation=none \"magnet:?xt=urn:btih:AWJJJZNFOOK7R2XXXGZ4GFNKUEU2TSFP&dn=wd-v1-3-float16.ckpt&xl=2132889245&tr=udp%3A%2F%2Ftracker.opentrackr.org%3A1337%2Fannounce\""
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**v1.2**"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"%store -r free_tier model_storage_dir repo_storage_dir activate_xformers link_novelai_anime_vae\n",
"!apt update\n",
"!apt install -y aria2\n",
"%cd \"{model_storage_dir}\"\n",
"!aria2c --seed-time=0 --max-overall-upload-limit=1K --bt-max-peers=120 --summary-interval=0 --file-allocation=none \"magnet:?xt=urn:btih:153590FD7E93EE11D8DB951451056C362E3A9150&dn=wd-v1-2-full-ema-pruned.ckpt&tr=udp://tracker.opentrackr.org:1337\""
]
},
{
@ -406,7 +448,7 @@
"metadata": {},
"outputs": [],
"source": [
"%store -r free_tier model_storage_dir repo_storage_dir\n",
"%store -r free_tier model_storage_dir repo_storage_dir activate_xformers link_novelai_anime_vae\n",
"!wget https://huggingface.co/naclbit/trinart_stable_diffusion_v2/resolve/main/trinart2_step60000.ckpt -O \"{model_storage_dir}/trinart2_step60000.ckpt\""
]
},
@ -423,7 +465,7 @@
"metadata": {},
"outputs": [],
"source": [
"%store -r free_tier model_storage_dir repo_storage_dir\n",
"%store -r free_tier model_storage_dir repo_storage_dir activate_xformers link_novelai_anime_vae\n",
"!wget https://huggingface.co/naclbit/trinart_stable_diffusion_v2/resolve/main/trinart2_step95000.ckpt -O \"{model_storage_dir}/trinart2_step95000.ckpt\""
]
},
@ -440,10 +482,109 @@
"metadata": {},
"outputs": [],
"source": [
"%store -r free_tier model_storage_dir repo_storage_dir\n",
"%store -r free_tier model_storage_dir repo_storage_dir activate_xformers link_novelai_anime_vae\n",
"!wget https://huggingface.co/naclbit/trinart_stable_diffusion_v2/resolve/main/trinart2_step115000.ckpt -O \"{model_storage_dir}/trinart2_step115000.ckpt\""
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### NovelAI Leak"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**animefull-final-pruned**"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"%store -r free_tier model_storage_dir repo_storage_dir activate_xformers link_novelai_anime_vae\n",
"!apt update\n",
"!apt install -y aria2\n",
"metalink = 'magnet:?xt=urn:btih:5bde442da86265b670a3e5ea3163afad2c6f8ecc&dn=novelaileak&tr=udp%3A%2F%2Ftracker.opentrackr.org%3A1337%2Fannounce&tr=udp%3A%2F%2F9.rarbg.com%3A2810%2Fannounce&tr=udp%3A%2F%2Ftracker.openbittorrent.com%3A6969%2Fannounce&tr=http%3A%2F%2Ftracker.openbittorrent.com%3A80%2Fannounce&tr=udp%3A%2F%2Fopentracker.i2p.rocks%3A6969%2Fannounce'\n",
"import re\n",
"infohash = re.search(\"^magnet:\\?xt=urn:btih:(.*?)&.*?$\", metalink).group(1)\n",
"import subprocess\n",
"tmp_dir = subprocess.check_output(['mktemp', '-d']).decode('ascii').strip('\\n')\n",
"%cd \"{tmp_dir}\"\n",
"# Have to convert the metalink to a torrent file so aria2c can read the files inside\n",
"!aria2c -d . --bt-metadata-only=true --bt-save-metadata=true --bt-max-peers=120 --summary-interval=0 --file-allocation=none \"magnet:?xt=urn:btih:5bde442da86265b670a3e5ea3163afad2c6f8ecc&dn=novelaileak&tr=udp%3A%2F%2Ftracker.opentrackr.org%3A1337%2Fannounce&tr=udp%3A%2F%2F9.rarbg.com%3A2810%2Fannounce&tr=udp%3A%2F%2Ftracker.openbittorrent.com%3A6969%2Fannounce&tr=http%3A%2F%2Ftracker.openbittorrent.com%3A80%2Fannounce&tr=udp%3A%2F%2Fopentracker.i2p.rocks%3A6969%2Fannounce\"\n",
"!aria2c --select-file=64,65 --seed-time=0 --max-overall-upload-limit=1K --bt-max-peers=120 --summary-interval=0 --file-allocation=none \"{infohash}.torrent\"\n",
"!mv \"novelaileak/stableckpt/animefull-final-pruned/config.yaml\" \"{model_storage_dir}/novelai-animefull-final-pruned.yaml\"\n",
"!mv \"novelaileak/stableckpt/animefull-final-pruned/model.ckpt\" \"{model_storage_dir}/novelai-animefull-final-pruned.ckpt\""
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**animesfw-final-pruned**"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"%store -r free_tier model_storage_dir repo_storage_dir activate_xformers link_novelai_anime_vae\n",
"!apt update\n",
"!apt install -y aria2\n",
"metalink = 'magnet:?xt=urn:btih:5bde442da86265b670a3e5ea3163afad2c6f8ecc&dn=novelaileak&tr=udp%3A%2F%2Ftracker.opentrackr.org%3A1337%2Fannounce&tr=udp%3A%2F%2F9.rarbg.com%3A2810%2Fannounce&tr=udp%3A%2F%2Ftracker.openbittorrent.com%3A6969%2Fannounce&tr=http%3A%2F%2Ftracker.openbittorrent.com%3A80%2Fannounce&tr=udp%3A%2F%2Fopentracker.i2p.rocks%3A6969%2Fannounce'\n",
"import re\n",
"infohash = re.search(\"^magnet:\\?xt=urn:btih:(.*?)&.*?$\", metalink).group(1)\n",
"import subprocess\n",
"tmp_dir = subprocess.check_output(['mktemp', '-d']).decode('ascii').strip('\\n')\n",
"%cd \"{tmp_dir}\"\n",
"# Have to convert the metalink to a torrent file so aria2c can read the files inside\n",
"!aria2c -d . --bt-metadata-only=true --bt-save-metadata=true --bt-max-peers=120 --summary-interval=0 --file-allocation=none \"magnet:?xt=urn:btih:5bde442da86265b670a3e5ea3163afad2c6f8ecc&dn=novelaileak&tr=udp%3A%2F%2Ftracker.opentrackr.org%3A1337%2Fannounce&tr=udp%3A%2F%2F9.rarbg.com%3A2810%2Fannounce&tr=udp%3A%2F%2Ftracker.openbittorrent.com%3A6969%2Fannounce&tr=http%3A%2F%2Ftracker.openbittorrent.com%3A80%2Fannounce&tr=udp%3A%2F%2Fopentracker.i2p.rocks%3A6969%2Fannounce\"\n",
"!aria2c --select-file=70,71 --seed-time=0 --max-overall-upload-limit=1K --bt-max-peers=120 --summary-interval=0 --file-allocation=none \"{infohash}.torrent\"\n",
"!mv \"novelaileak/stableckpt/animesfw-final-pruned/config.yaml\" \"{model_storage_dir}/novelai-animesfw-final-pruned.yaml\"\n",
"!mv \"novelaileak/stableckpt/animesfw-final-pruned/model.ckpt\" \"{model_storage_dir}/novelai-animesfw-final-pruned.ckpt\""
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Hypernetworks**\n",
"\n",
"A hypernetwork is trained much like a neural network and helps to guide the neural net towards the intended output."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"%store -r free_tier model_storage_dir repo_storage_dir activate_xformers link_novelai_anime_vae\n",
"!apt update\n",
"!apt install -y aria2\n",
"metalink = 'magnet:?xt=urn:btih:5bde442da86265b670a3e5ea3163afad2c6f8ecc&dn=novelaileak&tr=udp%3A%2F%2Ftracker.opentrackr.org%3A1337%2Fannounce&tr=udp%3A%2F%2F9.rarbg.com%3A2810%2Fannounce&tr=udp%3A%2F%2Ftracker.openbittorrent.com%3A6969%2Fannounce&tr=http%3A%2F%2Ftracker.openbittorrent.com%3A80%2Fannounce&tr=udp%3A%2F%2Fopentracker.i2p.rocks%3A6969%2Fannounce'\n",
"import re\n",
"infohash = re.search(\"^magnet:\\?xt=urn:btih:(.*?)&.*?$\", metalink).group(1)\n",
"import subprocess\n",
"tmp_dir = subprocess.check_output(['mktemp', '-d']).decode('ascii').strip('\\n')\n",
"%cd \"{tmp_dir}\"\n",
"# Have to convert the metalink to a torrent file so aria2c can read the files inside\n",
"!aria2c -d . --bt-metadata-only=true --bt-save-metadata=true --bt-max-peers=120 --summary-interval=0 --file-allocation=none \"magnet:?xt=urn:btih:5bde442da86265b670a3e5ea3163afad2c6f8ecc&dn=novelaileak&tr=udp%3A%2F%2Ftracker.opentrackr.org%3A1337%2Fannounce&tr=udp%3A%2F%2F9.rarbg.com%3A2810%2Fannounce&tr=udp%3A%2F%2Ftracker.openbittorrent.com%3A6969%2Fannounce&tr=http%3A%2F%2Ftracker.openbittorrent.com%3A80%2Fannounce&tr=udp%3A%2F%2Fopentracker.i2p.rocks%3A6969%2Fannounce\"\n",
"!aria2c --select-file=76,81,82,83,84,85,86,87,88,89,90,91,92,93 --seed-time=0 --max-overall-upload-limit=1K --bt-max-peers=120 --summary-interval=0 --file-allocation=none \"{infohash}.torrent\"\n",
"# -exec mv doesn't work with python variables so we'll set an environment variable instead\n",
"import os\n",
"os.environ[\"MODEL_STORAGE_DIR\"] = model_storage_dir\n",
"!rm novelaileak/stableckpt/extra-sd-prune/sd-prune/anime700k-64bs-0.1ucg-penultimate-1epoch-clip-ema-continue-76000.pt # aria2 downloads this file even though I told it not to\n",
"!find novelaileak/ -type f -name '*.pt' -exec mv {} \"$MODEL_STORAGE_DIR/hypernetworks\" \\;"
]
},
{
"cell_type": "markdown",
"metadata": {
@ -459,7 +600,7 @@
"metadata": {},
"outputs": [],
"source": [
"%store -r free_tier model_storage_dir repo_storage_dir\n",
"%store -r free_tier model_storage_dir repo_storage_dir activate_xformers link_novelai_anime_vae\n",
"\n",
"# Get some storage back\n",
"!pip cache purge\n",
@ -467,6 +608,7 @@
"!apt remove --purge -y aria2 p7zip-full\n",
"!apt autoremove --purge -y\n",
"!apt clean\n",
"!rm -rf /var/lib/apt/lists/*\n",
"\n",
"# Restart the kernel\n",
"import os\n",
@ -488,29 +630,63 @@
"metadata": {},
"outputs": [],
"source": [
"%store -r free_tier model_storage_dir repo_storage_dir\n",
"%store -r free_tier model_storage_dir repo_storage_dir activate_xformers link_novelai_anime_vae\n",
"import os\n",
"import glob\n",
"\n",
"def delete_broken_symlinks(dir):\n",
" deleted = False\n",
" for file in os.listdir(dir):\n",
" path = f'{dir}/{file}'\n",
" if os.path.islink(path) and not os.path.exists(os.readlink(path)):\n",
" print(f'Symlink broken, removing: {file}')\n",
" os.unlink(path)\n",
" deleted = True\n",
" if deleted:\n",
" print('')\n",
" \n",
"def symlink_models(source_dir, filetype, destination_dir):\n",
" # don't pass directory paths with trailing slash\n",
" for file in os.listdir(source_dir):\n",
" if file.endswith(filetype):\n",
" path = f'{destination_dir}/{file}'\n",
" if not os.path.exists(path):\n",
" print(f'New model: {file}')\n",
" !ln -s \"{source_dir}/{file}\" \"{destination_dir}/{file}\"\n",
" !ls -la --block-size=GB \"{destination_dir}/{file}\"\n",
"\n",
"# Check for broken symlinks and remove them\n",
"deleted = False\n",
"for file in os.listdir(f'{repo_storage_dir}/stable-diffusion-webui/models/Stable-diffusion/'):\n",
" path = f'{repo_storage_dir}/stable-diffusion-webui/models/Stable-diffusion/{file}'\n",
" if os.path.islink(path) and not os.path.exists(os.readlink(path)):\n",
" print(f'Symlink broken, removing: {file}')\n",
" os.unlink(path)\n",
" deleted = True\n",
"if deleted:\n",
" print('')\n",
"delete_broken_symlinks(f'{repo_storage_dir}/stable-diffusion-webui/models/Stable-diffusion')\n",
"delete_broken_symlinks(f'{repo_storage_dir}/stable-diffusion-webui/models/hypernetworks')\n",
"\n",
"# Make symlinks for new files\n",
"for file in os.listdir(model_storage_dir):\n",
" if file.endswith(\"ckpt\"):\n",
" path = f'{repo_storage_dir}/stable-diffusion-webui/models/Stable-diffusion/{file}'\n",
" if not os.path.exists(path):\n",
" print(f'New model: {file}')\n",
" !ln -s \"{model_storage_dir}/$file\" \"{repo_storage_dir}/stable-diffusion-webui/models/Stable-diffusion/$file\"\n",
" !ls -la --block-size=GB \"{repo_storage_dir}/stable-diffusion-webui/models/Stable-diffusion/$file\"\n",
" print('')"
"# Link models\n",
"symlink_models(model_storage_dir, 'ckpt', f'{repo_storage_dir}/stable-diffusion-webui/models/Stable-diffusion')\n",
"\n",
"# Link config yaml files\n",
"symlink_models(model_storage_dir, 'yaml', f'{repo_storage_dir}/stable-diffusion-webui/models/Stable-diffusion')\n",
"\n",
"# Link hypernetworks\n",
"symlink_models(f'{model_storage_dir}/hypernetworks', 'pt', f'{repo_storage_dir}/stable-diffusion-webui/models/hypernetworks')\n",
"\n",
"# Link the NovelAI files for each of the NovelAI models\n",
"os.chdir(f'{model_storage_dir}')\n",
"for model in glob.glob('novelai-*.ckpt'):\n",
" yaml = model.replace('.ckpt', '.yaml')\n",
" if os.path.exists(yaml) and not os.path.exists(f'{repo_storage_dir}/stable-diffusion-webui/models/Stable-diffusion/{yaml}'): \n",
" print(f'New NovelAI model config: {yaml}')\n",
" !ln -s \"{model_storage_dir}/{yaml}\" \"{repo_storage_dir}/stable-diffusion-webui/models/Stable-diffusion/{yaml}\"\n",
" !ls -la --block-size=GB \"{repo_storage_dir}/stable-diffusion-webui/models/Stable-diffusion/{yaml}\"\n",
"\n",
"if link_novelai_anime_vae:\n",
" for model in glob.glob('novelai-*.ckpt'):\n",
" if os.path.exists(f'{model_storage_dir}/hypernetworks/animevae.pt'):\n",
" vae = model.replace('.ckpt', '.vae.pt')\n",
" if not os.path.exists(f'{repo_storage_dir}/stable-diffusion-webui/models/Stable-diffusion/{vae}'):\n",
" print(f'Linking NovelAI {vae} and {model}')\n",
" !ln -s \"{model_storage_dir}/hypernetworks/animevae.pt\" \"{repo_storage_dir}/stable-diffusion-webui/models/Stable-diffusion/{vae}\"\n",
" !ls -la --block-size=GB \"{repo_storage_dir}/stable-diffusion-webui/models/Stable-diffusion/{vae}\"\n",
" else:\n",
" print(f'{model_storage_dir}/hypernetworks/animevae.pt NOT FOUND')"
]
},
{
@ -530,7 +706,7 @@
"source": [
"Run this block to launch the WebUI. You will get a link to nnn.gradio.app, that's your WebUI. Follow it.\n",
"\n",
"- See [webui.py](https://github.com/AUTOMATIC1111/stable-diffusion-webui/blob/master/modules/shared.py#L22) to view the code for the launch args. There's a lot of good info in here about exactly what the args do. If you aren't a programmer, [here's the wiki](https://github.com/AUTOMATIC1111/stable-diffusion-webui/wiki/Run-with-Custom-Parameters).\n",
"- See [webui.py](https://github.com/AUTOMATIC1111/stable-diffusion-webui/blob/master/modules/shared.py#L22) to view the code for the launch args. There's a lot of good info in there about exactly what the args do. If you aren't a programmer, [here's the wiki](https://github.com/AUTOMATIC1111/stable-diffusion-webui/wiki/Run-with-Custom-Parameters).\n",
"- If you have a lot of VRAM and desire high generation speeds, add `--disable-opt-split-attention` to disable VRAM optimizations.\n",
"- If you have a decent about of VRAM and aren't generating large images you can remove `--medvram` for a speed boost.\n",
"\n",
@ -549,11 +725,15 @@
},
"outputs": [],
"source": [
"%store -r free_tier model_storage_dir repo_storage_dir\n",
"%store -r free_tier model_storage_dir repo_storage_dir activate_xformers activate_deepdanbooru\n",
"%cd \"{repo_storage_dir}/stable-diffusion-webui\"\n",
"\n",
"# Enable optional args automatically\n",
"x_arg = '--xformers' if activate_xformers else ''\n",
"dd_arg = '--deepdanbooru' if activate_deepdanbooru else ''\n",
"\n",
"# Launch args go below:\n",
"!python webui.py --gradio-debug --share --medvram # --gradio-auth me:password1234"
"!python webui.py {x_arg} {dd_arg} --gradio-debug --share --medvram # --gradio-auth me:password1234"
]
},
{
@ -582,14 +762,14 @@
},
"outputs": [],
"source": [
"%store -r free_tier model_storage_dir repo_storage_dir\n",
"%store -r free_tier model_storage_dir repo_storage_dir activate_xformers link_novelai_anime_vae\n",
"!apt update\n",
"!apt install -y p7zip-full\n",
"from datetime import datetime\n",
"datetime_str = datetime.now().strftime('%m-%d-%Y_%H:%M:%S')\n",
"%cd /notebooks/\n",
"!mkdir \"{datetime_str}\"\n",
"!mv \"{repo_storage_dir}/stable-diffusion-webui/log\" \"/notebooks/{datetime_str}\"\n",
"!mkdir -p \"{datetime_str}/log\"\n",
"!cd \"{repo_storage_dir}/stable-diffusion-webui/log/\" && mv * \"/notebooks/{datetime_str}/log\"\n",
"!cd \"{repo_storage_dir}/stable-diffusion-webui/outputs/\" && mv * \"/notebooks/{datetime_str}\"\n",
"!TEMP=\"/notebooks/{datetime_str}\" # find command has issues with ipynb variables??\n",
"# !find $TEMP -name .ipynb_checkpoints -exec rm -rf \"{}\" +\n",
@ -659,7 +839,8 @@
"outputs": [],
"source": [
"!mv /notebooks/StableDiffusionUI_Voldemort_paperspace.ipynb /notebooks/StableDiffusionUI_Voldemort_paperspace.ipynb.backup # save your old notebook to a backup\n",
"!wget https://raw.githubusercontent.com/Engineer-of-Stuff/stable-diffusion-paperspace/main/StableDiffusionUI_Voldemort_paperspace.ipynb -O /notebooks/StableDiffusionUI_Voldemort_paperspace.ipynb"
"!wget https://raw.githubusercontent.com/Engineer-of-Stuff/stable-diffusion-paperspace/main/StableDiffusionUI_Voldemort_paperspace.ipynb -O /notebooks/StableDiffusionUI_Voldemort_paperspace.ipynb\n",
"!echo \"Downloaded! Now, refresh the page (press F5). Don't save anything or you will overwrite the downloaded file.\""
]
},
{
@ -672,6 +853,9 @@
"\n",
"Sometimes AUTOMATIC1111 breaks something. Go to https://github.com/AUTOMATIC1111/stable-diffusion-webui/commits/master and choose a commit to revert to.\n",
"\n",
"If you're looking for a specific date, do: `git log --since='Sept 17 2022' --until='Sept 18 2022'`\n",
"\n",
"\n",
"**This shouldn't delete your outputs or any changes you've made to files, but I'd back up anything important just to be safe.**"
]
},
@ -681,7 +865,7 @@
"metadata": {},
"outputs": [],
"source": [
"%store -r free_tier model_storage_dir repo_storage_dir\n",
"%store -r free_tier model_storage_dir repo_storage_dir activate_xformers link_novelai_anime_vae\n",
"%cd \"{repo_storage_dir}/stable-diffusion-webui\"\n",
"!git reset --hard <commit>"
]
@ -722,7 +906,7 @@
"outputs": [],
"source": [
"# Uncomment the lines below to run this block. You can highlight the lines and do ctrl + /\n",
"# %store -r free_tier model_storage_dir repo_storage_dir\n",
"# %store -r free_tier model_storage_dir repo_storage_dir activate_xformers link_novelai_anime_vae\n",
"# !rm -rf /storage/*\n",
"# !mv /notebooks/*.ipynb / # move the notebook out of the directory before we nuke it\n",
"# !rm -rf /notebooks/*\n",
@ -737,13 +921,16 @@
"tags": []
},
"source": [
"### Download and Install Custom Scripts\n",
"### Build and Install Xformers\n",
"\n",
"This block will prompt you to enter the URL of the script you want to download.\n",
"This is an advanced feature that should boost your generation speeds.\n",
"\n",
"See [https://github.com/AUTOMATIC1111/stable-diffusion-webui/wiki/Custom-Scripts](https://github.com/AUTOMATIC1111/stable-diffusion-webui/wiki/Custom-Scripts)\n",
"1. Run the block below to download the install script to `/notebooks/`\n",
"2. Go to https://developer.nvidia.com/cuda-gpus and find the Cuda arch for your GPU model. It's likely 7.5, but double check.\n",
"3. Once you have read these instructions, uncomment the second line and insert your Cuda arch.\n",
"4. Add `--xformers` to your launch args.\n",
"\n",
"<mark>This is basically remote code execution so be careful.</mark>"
"If you have any issues, open the Jpyter Lab and run `build-xformers.sh` from the terminal."
]
},
{
@ -752,45 +939,9 @@
"metadata": {},
"outputs": [],
"source": [
"%store -r free_tier model_storage_dir repo_storage_dir\n",
"import validators\n",
"import requests\n",
"import sys\n",
"\n",
"def download_file(url, directory):\n",
" print('Checking if text...', end='\\r')\n",
" content_type = requests.head(url).headers['content-type'].split(';')[0]\n",
" if (content_type != 'text/plain'):\n",
" while True:\n",
" print(f'This is not a text file, it\\'s {content_type}! Continue? y/n', end='\\r')\n",
" ask = input().lower()\n",
" if (ask == 'y'):\n",
" break\n",
" if (ask == 'n'):\n",
" sys.exit(0)\n",
" print('\\033[F' + '\\033[K' + 'Downloading...', end='\\r')\n",
" local_filename = f'{directory}{url.split(\"/\")[-1]}'\n",
" with requests.get(url, stream=True) as r:\n",
" try:\n",
" r.raise_for_status()\n",
" except requests.exceptions.HTTPError as err:\n",
" print(err)\n",
" raise Exception(err)\n",
" with open(local_filename, 'wb') as f:\n",
" for chunk in r.iter_content(chunk_size=8192): \n",
" f.write(chunk)\n",
" print('Downloading... done!')\n",
" return local_filename\n",
"\n",
"print('URL to script then press ENTER: ')\n",
"i = input().strip()\n",
"valid_url = validators.url(i)\n",
"if not valid_url:\n",
" print('Not a valid URL')\n",
"else:\n",
" download_file(i, f'{repo_storage_dir}/stable-diffusion-webui/scripts/') # this will overwrite any existing files\n",
" print('\\nScripts folder content:')\n",
" !ls \"{repo_storage_dir}/stable-diffusion-webui/scripts\""
"!wget https://raw.githubusercontent.com/Engineer-of-Stuff/stable-diffusion-paperspace/main/other/build-xformers.sh -O /notebooks/build-xformers.sh\n",
"# !bash /notebooks/build-xformers.sh [your cuda arch]\n",
"!echo \"COMPLETED!\""
]
}
],