8726 lines
923 KiB
Plaintext
8726 lines
923 KiB
Plaintext
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{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {
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"id": "gd-vX3cavOCt"
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},
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"source": [
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"# **Stable Diffusion** 🎨 \n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {
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"cellView": "form",
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"colab": {
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"base_uri": "https://localhost:8080/"
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},
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"id": "aIrgth7sqFML",
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"outputId": "b779f7d1-b752-433b-c763-d56389791ec1"
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},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
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"Collecting diffusers==0.3.0\n",
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" Downloading diffusers-0.3.0-py3-none-any.whl (153 kB)\n",
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"\u001b[K |████████████████████████████████| 153 kB 33.1 MB/s \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",
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"Collecting huggingface-hub>=0.8.1\n",
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" Downloading huggingface_hub-0.10.0-py3-none-any.whl (163 kB)\n",
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"\u001b[K |████████████████████████████████| 163 kB 71.2 MB/s \n",
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"\u001b[?25hRequirement already satisfied: importlib-metadata in /usr/local/lib/python3.7/dist-packages (from diffusers==0.3.0) (4.12.0)\n",
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"Requirement already satisfied: requests in /usr/local/lib/python3.7/dist-packages (from diffusers==0.3.0) (2.23.0)\n",
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"Requirement already satisfied: filelock in /usr/local/lib/python3.7/dist-packages (from diffusers==0.3.0) (3.8.0)\n",
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"Requirement already satisfied: Pillow in /usr/local/lib/python3.7/dist-packages (from diffusers==0.3.0) (7.1.2)\n",
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"Requirement already satisfied: numpy in /usr/local/lib/python3.7/dist-packages (from diffusers==0.3.0) (1.21.6)\n",
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"Requirement already satisfied: regex!=2019.12.17 in /usr/local/lib/python3.7/dist-packages (from diffusers==0.3.0) (2022.6.2)\n",
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"Requirement already satisfied: packaging>=20.9 in /usr/local/lib/python3.7/dist-packages (from huggingface-hub>=0.8.1->diffusers==0.3.0) (21.3)\n",
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"Requirement already satisfied: tqdm in /usr/local/lib/python3.7/dist-packages (from huggingface-hub>=0.8.1->diffusers==0.3.0) (4.64.1)\n",
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"Requirement already satisfied: pyyaml>=5.1 in /usr/local/lib/python3.7/dist-packages (from huggingface-hub>=0.8.1->diffusers==0.3.0) (6.0)\n",
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"Requirement already satisfied: typing-extensions>=3.7.4.3 in /usr/local/lib/python3.7/dist-packages (from huggingface-hub>=0.8.1->diffusers==0.3.0) (4.1.1)\n",
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"Requirement already satisfied: pyparsing!=3.0.5,>=2.0.2 in /usr/local/lib/python3.7/dist-packages (from packaging>=20.9->huggingface-hub>=0.8.1->diffusers==0.3.0) (3.0.9)\n",
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"Requirement already satisfied: zipp>=0.5 in /usr/local/lib/python3.7/dist-packages (from importlib-metadata->diffusers==0.3.0) (3.8.1)\n",
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"Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.7/dist-packages (from requests->diffusers==0.3.0) (2022.6.15)\n",
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"Requirement already satisfied: idna<3,>=2.5 in /usr/local/lib/python3.7/dist-packages (from requests->diffusers==0.3.0) (2.10)\n",
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"Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /usr/local/lib/python3.7/dist-packages (from requests->diffusers==0.3.0) (1.24.3)\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",
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"Installing collected packages: huggingface-hub, diffusers\n",
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"Successfully installed diffusers-0.3.0 huggingface-hub-0.10.0\n",
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"Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
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"Collecting transformers\n",
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" Downloading transformers-4.22.2-py3-none-any.whl (4.9 MB)\n",
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"\u001b[K |████████████████████████████████| 4.9 MB 27.6 MB/s \n",
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"\u001b[?25hRequirement already satisfied: scipy in /usr/local/lib/python3.7/dist-packages (1.7.3)\n",
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"Collecting ftfy\n",
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" Downloading ftfy-6.1.1-py3-none-any.whl (53 kB)\n",
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"\u001b[K |████████████████████████████████| 53 kB 2.1 MB/s \n",
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"\u001b[?25hRequirement already satisfied: pyyaml>=5.1 in /usr/local/lib/python3.7/dist-packages (from transformers) (6.0)\n",
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"Collecting tokenizers!=0.11.3,<0.13,>=0.11.1\n",
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" Downloading tokenizers-0.12.1-cp37-cp37m-manylinux_2_12_x86_64.manylinux2010_x86_64.whl (6.6 MB)\n",
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"\u001b[K |████████████████████████████████| 6.6 MB 30.5 MB/s \n",
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"\u001b[?25hRequirement already satisfied: filelock in /usr/local/lib/python3.7/dist-packages (from transformers) (3.8.0)\n",
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"Requirement already satisfied: huggingface-hub<1.0,>=0.9.0 in /usr/local/lib/python3.7/dist-packages (from transformers) (0.10.0)\n",
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"Requirement already satisfied: requests in /usr/local/lib/python3.7/dist-packages (from transformers) (2.23.0)\n",
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"Requirement already satisfied: regex!=2019.12.17 in /usr/local/lib/python3.7/dist-packages (from transformers) (2022.6.2)\n",
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"Requirement already satisfied: numpy>=1.17 in /usr/local/lib/python3.7/dist-packages (from transformers) (1.21.6)\n",
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"Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.7/dist-packages (from transformers) (21.3)\n",
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"Requirement already satisfied: importlib-metadata in /usr/local/lib/python3.7/dist-packages (from transformers) (4.12.0)\n",
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"Requirement already satisfied: tqdm>=4.27 in /usr/local/lib/python3.7/dist-packages (from transformers) (4.64.1)\n",
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"Requirement already satisfied: typing-extensions>=3.7.4.3 in /usr/local/lib/python3.7/dist-packages (from huggingface-hub<1.0,>=0.9.0->transformers) (4.1.1)\n",
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"Requirement already satisfied: pyparsing!=3.0.5,>=2.0.2 in /usr/local/lib/python3.7/dist-packages (from packaging>=20.0->transformers) (3.0.9)\n",
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"Requirement already satisfied: wcwidth>=0.2.5 in /usr/local/lib/python3.7/dist-packages (from ftfy) (0.2.5)\n",
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"Requirement already satisfied: zipp>=0.5 in /usr/local/lib/python3.7/dist-packages (from importlib-metadata->transformers) (3.8.1)\n",
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"Requirement already satisfied: idna<3,>=2.5 in /usr/local/lib/python3.7/dist-packages (from requests->transformers) (2.10)\n",
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"Requirement already satisfied: chardet<4,>=3.0.2 in /usr/local/lib/python3.7/dist-packages (from requests->transformers) (3.0.4)\n",
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"Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.7/dist-packages (from requests->transformers) (2022.6.15)\n",
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"Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /usr/local/lib/python3.7/dist-packages (from requests->transformers) (1.24.3)\n",
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"Installing collected packages: tokenizers, transformers, ftfy\n",
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"Successfully installed ftfy-6.1.1 tokenizers-0.12.1 transformers-4.22.2\n",
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"Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
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"Requirement already satisfied: ipywidgets<8,>=7 in /usr/local/lib/python3.7/dist-packages (7.7.1)\n",
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"Requirement already satisfied: ipython-genutils~=0.2.0 in /usr/local/lib/python3.7/dist-packages (from ipywidgets<8,>=7) (0.2.0)\n",
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"Requirement already satisfied: jupyterlab-widgets>=1.0.0 in /usr/local/lib/python3.7/dist-packages (from ipywidgets<8,>=7) (3.0.3)\n",
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"Requirement already satisfied: ipython>=4.0.0 in /usr/local/lib/python3.7/dist-packages (from ipywidgets<8,>=7) (7.9.0)\n",
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"Requirement already satisfied: traitlets>=4.3.1 in /usr/local/lib/python3.7/dist-packages (from ipywidgets<8,>=7) (5.1.1)\n",
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"Requirement already satisfied: ipykernel>=4.5.1 in /usr/local/lib/python3.7/dist-packages (from ipywidgets<8,>=7) (5.3.4)\n",
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"Requirement already satisfied: widgetsnbextension~=3.6.0 in /usr/local/lib/python3.7/dist-packages (from ipywidgets<8,>=7) (3.6.1)\n",
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"Requirement already satisfied: jupyter-client in /usr/local/lib/python3.7/dist-packages (from ipykernel>=4.5.1->ipywidgets<8,>=7) (6.1.12)\n",
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"Requirement already satisfied: tornado>=4.2 in /usr/local/lib/python3.7/dist-packages (from ipykernel>=4.5.1->ipywidgets<8,>=7) (5.1.1)\n",
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"Requirement already satisfied: setuptools>=18.5 in /usr/local/lib/python3.7/dist-packages (from ipython>=4.0.0->ipywidgets<8,>=7) (57.4.0)\n",
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"Requirement already satisfied: pygments in /usr/local/lib/python3.7/dist-packages (from ipython>=4.0.0->ipywidgets<8,>=7) (2.6.1)\n",
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"Collecting jedi>=0.10\n",
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" Downloading jedi-0.18.1-py2.py3-none-any.whl (1.6 MB)\n",
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"\u001b[K |████████████████████████████████| 1.6 MB 35.7 MB/s \n",
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"\u001b[?25hRequirement already satisfied: prompt-toolkit<2.1.0,>=2.0.0 in /usr/local/lib/python3.7/dist-packages (from ipython>=4.0.0->ipywidgets<8,>=7) (2.0.10)\n",
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"Requirement already satisfied: decorator in /usr/local/lib/python3.7/dist-packages (from ipython>=4.0.0->ipywidgets<8,>=7) (4.4.2)\n",
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"Requirement already satisfied: backcall in /usr/local/lib/python3.7/dist-packages (from ipython>=4.0.0->ipywidgets<8,>=7) (0.2.0)\n",
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"Requirement already satisfied: pexpect in /usr/local/lib/python3.7/dist-packages (from ipython>=4.0.0->ipywidgets<8,>=7) (4.8.0)\n",
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"Requirement already satisfied: pickleshare in /usr/local/lib/python3.7/dist-packages (from ipython>=4.0.0->ipywidgets<8,>=7) (0.7.5)\n",
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"Requirement already satisfied: parso<0.9.0,>=0.8.0 in /usr/local/lib/python3.7/dist-packages (from jedi>=0.10->ipython>=4.0.0->ipywidgets<8,>=7) (0.8.3)\n",
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"Requirement already satisfied: wcwidth in /usr/local/lib/python3.7/dist-packages (from prompt-toolkit<2.1.0,>=2.0.0->ipython>=4.0.0->ipywidgets<8,>=7) (0.2.5)\n",
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"Requirement already satisfied: six>=1.9.0 in /usr/local/lib/python3.7/dist-packages (from prompt-toolkit<2.1.0,>=2.0.0->ipython>=4.0.0->ipywidgets<8,>=7) (1.15.0)\n",
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"Requirement already satisfied: notebook>=4.4.1 in /usr/local/lib/python3.7/dist-packages (from widgetsnbextension~=3.6.0->ipywidgets<8,>=7) (5.3.1)\n",
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"Requirement already satisfied: jinja2 in /usr/local/lib/python3.7/dist-packages (from notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets<8,>=7) (2.11.3)\n",
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"Requirement already satisfied: nbconvert in /usr/local/lib/python3.7/dist-packages (from notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets<8,>=7) (5.6.1)\n",
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"Requirement already satisfied: terminado>=0.8.1 in /usr/local/lib/python3.7/dist-packages (from notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets<8,>=7) (0.13.3)\n",
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"Requirement already satisfied: jupyter-core>=4.4.0 in /usr/local/lib/python3.7/dist-packages (from notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets<8,>=7) (4.11.1)\n",
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"Requirement already satisfied: python-dateutil>=2.1 in /usr/local/lib/python3.7/dist-packages (from jupyter-client->ipykernel>=4.5.1->ipywidgets<8,>=7) (2.8.2)\n",
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"Requirement already satisfied: MarkupSafe>=0.23 in /usr/local/lib/python3.7/dist-packages (from jinja2->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets<8,>=7) (2.0.1)\n",
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"Requirement already satisfied: pandocfilters>=1.4.1 in /usr/local/lib/python3.7/dist-packages (from nbconvert->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets<8,>=7) (1.5.0)\n",
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"Requirement already satisfied: entrypoints>=0.2.2 in /usr/local/lib/python3.7/dist-packages (from nbconvert->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets<8,>=7) (0.4)\n",
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"Requirement already satisfied: attrs>=17.4.0 in /usr/local/lib/python3.7/dist-packages (from jsonschema>=2.6->nbformat->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets<8,>=7) (22.1.0)\n",
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"Requirement already satisfied: importlib-resources>=1.4.0 in /usr/local/lib/python3.7/dist-packages (from jsonschema>=2.6->nbformat->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets<8,>=7) (5.9.0)\n",
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"Requirement already satisfied: typing-extensions in /usr/local/lib/python3.7/dist-packages (from jsonschema>=2.6->nbformat->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets<8,>=7) (4.1.1)\n",
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"Requirement already satisfied: zipp>=3.1.0 in /usr/local/lib/python3.7/dist-packages (from importlib-resources>=1.4.0->jsonschema>=2.6->nbformat->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets<8,>=7) (3.8.1)\n",
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"Requirement already satisfied: webencodings in /usr/local/lib/python3.7/dist-packages (from bleach->nbconvert->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets<8,>=7) (0.5.1)\n",
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"Installing collected packages: jedi\n",
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"Successfully installed jedi-0.18.1\n"
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]
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}
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],
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"source": [
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"#@title Install packages\n",
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"!pip install diffusers==0.3.0\n",
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"!pip install transformers scipy ftfy\n",
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"!pip install \"ipywidgets>=7,<8\""
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {
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"id": "BHiV7acka4EY"
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},
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"source": [
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"Now you can login with your user token."
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
|
|||
|
|
"metadata": {
|
|||
|
|
"cellView": "form",
|
|||
|
|
"colab": {
|
|||
|
|
"base_uri": "https://localhost:8080/",
|
|||
|
|
"height": 299,
|
|||
|
|
"referenced_widgets": [
|
|||
|
|
"5e35b80f03f544fa82e419eabb1e8435",
|
|||
|
|
"1dcceb125f51458fa0407085fcbc58b3",
|
|||
|
|
"afff939f21da4beab8a3b184cc428118",
|
|||
|
|
"fbbc3c25510d42ff96a304d5f2aa3fe5",
|
|||
|
|
"233df1a955264958ae6e20e163fdff8c",
|
|||
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|
"15e60e475cd64092ab9000fdf6523bc6",
|
|||
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|
"0ce1d397110446cead1592136e25b292",
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|||
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|
"05606e8e54e045188d3e733fac9c0f1b",
|
|||
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|
"c63823861ec3485c907af9f6d67f9ebc",
|
|||
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|
"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": [
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|||
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|
"3f6e5eb3664c4ac9b880a946db1777d8",
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"906360e180cb4f23a5a645ce5066550c",
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{
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"output_type": "stream",
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"text": [
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"{'trained_betas'} was not found in config. Values will be initialized to default values.\n"
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"source": [
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|||
|
|
"#@title Import model\n",
|
|||
|
|
"import torch\n",
|
|||
|
|
"from diffusers import StableDiffusionPipeline\n",
|
|||
|
|
"\n",
|
|||
|
|
"# make sure you're logged in with `huggingface-cli login`\n",
|
|||
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|
"pipe = StableDiffusionPipeline.from_pretrained(\"CompVis/stable-diffusion-v1-4\", revision=\"fp16\", torch_dtype=torch.float16, use_auth_token=True) "
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{
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"id": "LA9myHTxbDhm"
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},
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|||
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"outputs": [],
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|||
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|
"source": [
|
|||
|
|
"#@title Put to GPU\n",
|
|||
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|
"pipe = pipe.to(\"cuda\")"
|
|||
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|
]
|
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|
},
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{
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},
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"outputs": [],
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"source": [
|
|||
|
|
"#@title Prompt\n",
|
|||
|
|
"PROMPT = \"An astronaut riding a horse, black and white, photorealist\" #@param [\"\"] {allow-input: true}\n",
|
|||
|
|
"FILENAME = \"horse_astronaut\" #@param [\"horse\", \"frog\"] {allow-input: true}"
|
|||
|
|
]
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|||
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},
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"height": 561,
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"image/png": "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
|
|||
|
|
"text/plain": [
|
|||
|
|
"<PIL.Image.Image image mode=RGB size=512x512 at 0x7F3F88617510>"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"execution_count": 75,
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "execute_result"
|
|||
|
|
}
|
|||
|
|
],
|
|||
|
|
"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"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "code",
|
|||
|
|
"execution_count": null,
|
|||
|
|
"metadata": {
|
|||
|
|
"cellView": "form",
|
|||
|
|
"colab": {
|
|||
|
|
"base_uri": "https://localhost:8080/"
|
|||
|
|
},
|
|||
|
|
"id": "ELTiJbYkvuN7",
|
|||
|
|
"outputId": "6f174c1a-66d2-4535-cd7e-0d12ff9276f7"
|
|||
|
|
},
|
|||
|
|
"outputs": [
|
|||
|
|
{
|
|||
|
|
"name": "stdout",
|
|||
|
|
"output_type": "stream",
|
|||
|
|
"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)"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "code",
|
|||
|
|
"execution_count": null,
|
|||
|
|
"metadata": {
|
|||
|
|
"cellView": "form",
|
|||
|
|
"id": "XJqMq-UZ2njc"
|
|||
|
|
},
|
|||
|
|
"outputs": [],
|
|||
|
|
"source": [
|
|||
|
|
"#@title Save\n",
|
|||
|
|
"save(image)"
|
|||
|
|
]
|
|||
|
|
}
|
|||
|
|
],
|
|||
|
|
"metadata": {
|
|||
|
|
"accelerator": "GPU",
|
|||
|
|
"colab": {
|
|||
|
|
"collapsed_sections": [],
|
|||
|
|
"machine_shape": "hm",
|
|||
|
|
"provenance": [],
|
|||
|
|
"toc_visible": true
|
|||
|
|
},
|
|||
|
|
"gpuClass": "standard",
|
|||
|
|
"kernelspec": {
|
|||
|
|
"display_name": "Python 3 (ipykernel)",
|
|||
|
|
"language": "python",
|
|||
|
|
"name": "python3"
|
|||
|
|
},
|
|||
|
|
"language_info": {
|
|||
|
|
"codemirror_mode": {
|
|||
|
|
"name": "ipython",
|
|||
|
|
"version": 3
|
|||
|
|
},
|
|||
|
|
"file_extension": ".py",
|
|||
|
|
"mimetype": "text/x-python",
|
|||
|
|
"name": "python",
|
|||
|
|
"nbconvert_exporter": "python",
|
|||
|
|
"pygments_lexer": "ipython3",
|
|||
|
|
"version": "3.9.12"
|
|||
|
|
},
|
|||
|
|
"widgets": {
|
|||
|
|
"application/vnd.jupyter.widget-state+json": {
|
|||
|
|
"00c755f6ee7546eeb41fa799a646f31d": {
|
|||
|
|
"model_module": "@jupyter-widgets/controls",
|
|||
|
|
"model_module_version": "1.5.0",
|
|||
|
|
"model_name": "HTMLModel",
|
|||
|
|
"state": {
|
|||
|
|
"_dom_classes": [],
|
|||
|
|
"_model_module": "@jupyter-widgets/controls",
|
|||
|
|
"_model_module_version": "1.5.0",
|
|||
|
|
"_model_name": "HTMLModel",
|
|||
|
|
"_view_count": null,
|
|||
|
|
"_view_module": "@jupyter-widgets/controls",
|
|||
|
|
"_view_module_version": "1.5.0",
|
|||
|
|
"_view_name": "HTMLView",
|
|||
|
|
"description": "",
|
|||
|
|
"description_tooltip": null,
|
|||
|
|
"layout": "IPY_MODEL_43feb38824554a87866d974958d99b53",
|
|||
|
|
"placeholder": "",
|
|||
|
|
"style": "IPY_MODEL_e9c2d8b6c8bb4cc7b8b02678a772f732",
|
|||
|
|
"value": "Downloading: 100%"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"01f61615202543eb8da61ce7413a5f15": {
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|||
|
|
"model_module": "@jupyter-widgets/controls",
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|
"model_module_version": "1.5.0",
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|
"model_name": "HTMLModel",
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|
|
"state": {
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|
"_dom_classes": [],
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|
"_model_module": "@jupyter-widgets/controls",
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|
"_model_module_version": "1.5.0",
|
|||
|
|
"_model_name": "HTMLModel",
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|
"_view_count": null,
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|
"_view_module": "@jupyter-widgets/controls",
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|||
|
|
"_view_module_version": "1.5.0",
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|
|
"_view_name": "HTMLView",
|
|||
|
|
"description": "",
|
|||
|
|
"description_tooltip": null,
|
|||
|
|
"layout": "IPY_MODEL_56e0484af5324ac68c2153b42834e428",
|
|||
|
|
"placeholder": "",
|
|||
|
|
"style": "IPY_MODEL_ad03c19996964e54b2ffffe954e8110d",
|
|||
|
|
"value": " 543/543 [00:00<00:00, 18.4kB/s]"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"0336b2eb53784193b83cecbd36c79d05": {
|
|||
|
|
"model_module": "@jupyter-widgets/controls",
|
|||
|
|
"model_module_version": "1.5.0",
|
|||
|
|
"model_name": "ProgressStyleModel",
|
|||
|
|
"state": {
|
|||
|
|
"_model_module": "@jupyter-widgets/controls",
|
|||
|
|
"_model_module_version": "1.5.0",
|
|||
|
|
"_model_name": "ProgressStyleModel",
|
|||
|
|
"_view_count": null,
|
|||
|
|
"_view_module": "@jupyter-widgets/base",
|
|||
|
|
"_view_module_version": "1.2.0",
|
|||
|
|
"_view_name": "StyleView",
|
|||
|
|
"bar_color": null,
|
|||
|
|
"description_width": ""
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"03c99c27d6e241fcaa5f54d0a2f60cff": {
|
|||
|
|
"model_module": "@jupyter-widgets/controls",
|
|||
|
|
"model_module_version": "1.5.0",
|
|||
|
|
"model_name": "HTMLModel",
|
|||
|
|
"state": {
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|||
|
|
"_dom_classes": [],
|
|||
|
|
"_model_module": "@jupyter-widgets/controls",
|
|||
|
|
"_model_module_version": "1.5.0",
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|
|
"_model_name": "HTMLModel",
|
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|
"_view_count": null,
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|||
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|
"_view_module": "@jupyter-widgets/controls",
|
|||
|
|
"_view_module_version": "1.5.0",
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|||
|
|
"_view_name": "HTMLView",
|
|||
|
|
"description": "",
|
|||
|
|
"description_tooltip": null,
|
|||
|
|
"layout": "IPY_MODEL_9ef341f27a0142f798ff4df3b9df19af",
|
|||
|
|
"placeholder": "",
|
|||
|
|
"style": "IPY_MODEL_1f5013561782458ead4dc800cea629df",
|
|||
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