{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "gd-vX3cavOCt"
},
"source": [
"# **Stable Diffusion** 🎨 \n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"cellView": "form",
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "aIrgth7sqFML",
"outputId": "b779f7d1-b752-433b-c763-d56389791ec1"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
"Collecting diffusers==0.3.0\n",
" Downloading diffusers-0.3.0-py3-none-any.whl (153 kB)\n",
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"\u001b[?25hRequirement already satisfied: torch>=1.4 in /usr/local/lib/python3.7/dist-packages (from diffusers==0.3.0) (1.12.1+cu113)\n",
"Collecting huggingface-hub>=0.8.1\n",
" Downloading huggingface_hub-0.10.0-py3-none-any.whl (163 kB)\n",
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"Requirement already satisfied: chardet<4,>=3.0.2 in /usr/local/lib/python3.7/dist-packages (from requests->diffusers==0.3.0) (3.0.4)\n",
"Installing collected packages: huggingface-hub, diffusers\n",
"Successfully installed diffusers-0.3.0 huggingface-hub-0.10.0\n",
"Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
"Collecting transformers\n",
" Downloading transformers-4.22.2-py3-none-any.whl (4.9 MB)\n",
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"Collecting tokenizers!=0.11.3,<0.13,>=0.11.1\n",
" Downloading tokenizers-0.12.1-cp37-cp37m-manylinux_2_12_x86_64.manylinux2010_x86_64.whl (6.6 MB)\n",
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"Installing collected packages: tokenizers, transformers, ftfy\n",
"Successfully installed ftfy-6.1.1 tokenizers-0.12.1 transformers-4.22.2\n",
"Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
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"Collecting jedi>=0.10\n",
" Downloading jedi-0.18.1-py2.py3-none-any.whl (1.6 MB)\n",
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"Installing collected packages: jedi\n",
"Successfully installed jedi-0.18.1\n"
]
}
],
"source": [
"#@title Install packages\n",
"!pip install diffusers==0.3.0\n",
"!pip install transformers scipy ftfy\n",
"!pip install \"ipywidgets>=7,<8\""
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "BHiV7acka4EY"
},
"source": [
"Now you can login with your user token."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"cellView": "form",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 299,
"referenced_widgets": [
"5e35b80f03f544fa82e419eabb1e8435",
"1dcceb125f51458fa0407085fcbc58b3",
"afff939f21da4beab8a3b184cc428118",
"fbbc3c25510d42ff96a304d5f2aa3fe5",
"233df1a955264958ae6e20e163fdff8c",
"15e60e475cd64092ab9000fdf6523bc6",
"0ce1d397110446cead1592136e25b292",
"05606e8e54e045188d3e733fac9c0f1b",
"c63823861ec3485c907af9f6d67f9ebc",
"f97cc8cd160341b3bc0bbdbe797a2ef3",
"3ee022f75dbd49569d67bcdfe2827e0c",
"6706609ca552487da5d7c753b7ab10db",
"d00192b0098f4f1faac75ed0b01ca094",
"94b840814c3d4ed980b1f00c64d18f36"
]
},
"id": "8TRAh8G6sNfA",
"outputId": "3e687e67-9687-4250-bb0c-34d3e19d8df4"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Login successful\n",
"Your token has been saved to /root/.huggingface/token\n"
]
}
],
"source": [
"#@title Hugging face login\n",
"# Enable custom widgets\n",
"from google.colab import output\n",
"output.enable_custom_widget_manager()\n",
"# Login\n",
"from huggingface_hub import notebook_login\n",
"\n",
"notebook_login()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"cellView": "form",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 675,
"referenced_widgets": [
"3f6e5eb3664c4ac9b880a946db1777d8",
"906360e180cb4f23a5a645ce5066550c",
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"a6d30def7e144fec9b2a4eef45a0a2bc",
"46a61e1a216847478cb4124e215b0577",
"c415db9a5f1a4d70a0abb1846ec7575e",
"7c04a345b3ff4ff5aab44b852546a43c",
"9ded50a54145428196c37c573f6e2330",
"96be59fbda6849d29b6ed4f776c2a22d",
"79896262b27849e491d102dd1d14c2d9",
"68e2d1f74f2841b9bbe5c6531b3e3dab",
"61eaf59189d7487e87030e4384d37ffc",
"76766bb3022d49239ce57c547b00adb7",
"2eeec8e7bfa04199b9ed10214561f2aa",
"dd3259049de3429f8770c329fd2c27d3",
"9b50944b1a404ed280818664bea1f51e",
"0e1e1dc8b1eb43b5befba5462a161a2f",
"f8f2c1091ce54497b75fbc132797a578",
"7f66875203f84ae298a2a62673e643c7",
"f98d25b0ca674c5c9b0699b84e901a73",
"dd0168101e9b4f75aff3f56106ee7c01",
"e17f536aab2e48ce9a3734b9ece32b2e",
"a5562f5a63094254b811daaefcf782f5",
"0336b2eb53784193b83cecbd36c79d05",
"8f02425b9caa4bbb91453fcfac02fc6b",
"322ec3d298a34160ad35684bf2c2457d",
"18f8cdee7ef1464ba953364298a90d83",
"4576964251574a2bb86f90bc67b686cc",
"0d9ec62da0b442dd8a3de1a4f7003b12",
"deb9d3278db743d58839a1672913d02c",
"e69b0131a4dd4632833dfdbce1ef7e6e",
"ab841b1335c54a9d9296c0561989f286",
"fd775886029047768678487a630ff0df",
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"323a2bbddcd946c89693664105ccf645",
"c01e44a77ad24900b878268877a95db0",
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"d0cff903a57f443bae1ba0e9622aafe0",
"f6ef80c0394a47c1922bc10f8858831b",
"01f61615202543eb8da61ce7413a5f15",
"94e6c5ed5efa4ffca7df570212fe8032",
"7ccd3c6edd85401cb12a5bfa4039b068",
"8356b3754a8a44a3b39c90ba01acdf43",
"bf888e7294594085a1dbd4087782f3f8",
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"Fetching 19 files: 0%| | 0/19 [00:00"
]
},
"execution_count": 75,
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"source": [
"#@title Run Stable Diffusion\n",
"from torch import autocast\n",
"\n",
"prompt = PROMPT if len(PROMPT) > 0 else \"An astronaut riding a horse\"\n",
"with autocast(\"cuda\"):\n",
" image = pipe(prompt).images[0] # image here is in [PIL format](https://pillow.readthedocs.io/en/stable/)\n",
"\n",
"# or if you're in a google colab you can directly display it with \n",
"image"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "QS3HjMEe3dSc"
},
"source": [
"## Save image to Drive"
]
},
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"cellView": "form",
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"base_uri": "https://localhost:8080/"
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"text": [
"Reading package lists... Done\n",
"Building dependency tree \n",
"Reading state information... Done\n",
"Note, selecting 'libimage-exiftool-perl' instead of 'exiftool'\n",
"libimage-exiftool-perl is already the newest version (10.80-1ubuntu0.1).\n",
"The following package was automatically installed and is no longer required:\n",
" libnvidia-common-460\n",
"Use 'apt autoremove' to remove it.\n",
"0 upgraded, 0 newly installed, 0 to remove and 20 not upgraded.\n",
"Drive already mounted at /content/gdrive; to attempt to forcibly remount, call drive.mount(\"/content/gdrive\", force_remount=True).\n"
]
}
],
"source": [
"#@title Load dependencies\n",
"!apt-get install exiftool\n",
"\n",
"from google.colab import drive\n",
"drive.mount('/content/gdrive')\n",
"\n",
"import os\n",
"import datetime\n",
"\n",
"def filename(FILENAME, FOLDER):\n",
" ext = \".png\"\n",
" ls = sorted(os.listdir(FOLDER))\n",
" counter = sum([ 1 for item in ls if FILENAME in item])\n",
" suffix = \"_\" + str(counter + 1) if counter > 0 else \"\"\n",
" name = FILENAME + suffix + ext\n",
" return name\n",
" \n",
"def metadata(imagepath):\n",
" AUTHOR = \"Samuel ORTION\"\n",
" COPYRIGHT = \"Creative Commons By SA 4.0 or later\"\n",
" RELATION = \"https://samuel.ortion.fr/\"\n",
" DESCRIPTION = f\"prompt: {PROMPT}\"\n",
" cmd = f\"\"\"exiftool -use MWG -P -m -overwrite_original_in_place -Copyright=\"{COPYRIGHT}\" -Creator=\"{AUTHOR}\" -Relation=\"{RELATION}\" -Exif:ImageDescription=\"{DESCRIPTION}\" -Description=\"{DESCRIPTION}\" \"{imagepath}\" \"\"\"\n",
" os.system(cmd)\n",
"\n",
"def save(image):\n",
" OUTFOLDER = \"/content/gdrive/MyDrive/media/stablediff\"\n",
" FILEPATH = os.path.join(OUTFOLDER, filename(FILENAME, OUTFOLDER))\n",
" image.save(FILEPATH)\n",
" metadata(FILEPATH)"
]
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"source": [
"#@title Save\n",
"save(image)"
]
}
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