{
  "cells": [
    {
      "cell_type": "code",
      "execution_count": 3,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "JFlFEP7QqJBv",
        "outputId": "9885f10f-21ee-4d6d-e2a5-af4b5ae8786b"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Writing /content/requiremnts.txt\n"
          ]
        }
      ],
      "source": [
        "%%writefile /content/requiremnts.txt\n",
        "\n",
        "diffusers\n",
        "transformers\n",
        "nvidia-ml-py3\n",
        "ftfy\n",
        "--extra-index-url https://download.pytorch.org/whl/cu113 torch"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 11,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "oDgfdiLIrVAd",
        "outputId": "2169a909-f0e5-4341-af17-29aea98df8fc"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/, https://download.pytorch.org/whl/cu113\n",
            "Requirement already satisfied: diffusers in /usr/local/lib/python3.7/dist-packages (from -r /content/requiremnts.txt (line 2)) (0.6.0)\n",
            "Requirement already satisfied: transformers in /usr/local/lib/python3.7/dist-packages (from -r /content/requiremnts.txt (line 3)) (4.23.1)\n",
            "Requirement already satisfied: nvidia-ml-py3 in /usr/local/lib/python3.7/dist-packages (from -r /content/requiremnts.txt (line 4)) (7.352.0)\n",
            "Requirement already satisfied: ftfy in /usr/local/lib/python3.7/dist-packages (from -r /content/requiremnts.txt (line 5)) (6.1.1)\n",
            "Requirement already satisfied: importlib-metadata in /usr/local/lib/python3.7/dist-packages (from diffusers->-r /content/requiremnts.txt (line 2)) (4.13.0)\n",
            "Requirement already satisfied: filelock in /usr/local/lib/python3.7/dist-packages (from diffusers->-r /content/requiremnts.txt (line 2)) (3.8.0)\n",
            "Requirement already satisfied: huggingface-hub>=0.10.0 in /usr/local/lib/python3.7/dist-packages (from diffusers->-r /content/requiremnts.txt (line 2)) (0.10.1)\n",
            "Requirement already satisfied: regex!=2019.12.17 in /usr/local/lib/python3.7/dist-packages (from diffusers->-r /content/requiremnts.txt (line 2)) (2022.6.2)\n",
            "Requirement already satisfied: requests in /usr/local/lib/python3.7/dist-packages (from diffusers->-r /content/requiremnts.txt (line 2)) (2.23.0)\n",
            "Requirement already satisfied: numpy in /usr/local/lib/python3.7/dist-packages (from diffusers->-r /content/requiremnts.txt (line 2)) (1.21.6)\n",
            "Requirement already satisfied: Pillow<10.0 in /usr/local/lib/python3.7/dist-packages (from diffusers->-r /content/requiremnts.txt (line 2)) (7.1.2)\n",
            "Requirement already satisfied: tqdm in /usr/local/lib/python3.7/dist-packages (from huggingface-hub>=0.10.0->diffusers->-r /content/requiremnts.txt (line 2)) (4.64.1)\n",
            "Requirement already satisfied: typing-extensions>=3.7.4.3 in /usr/local/lib/python3.7/dist-packages (from huggingface-hub>=0.10.0->diffusers->-r /content/requiremnts.txt (line 2)) (4.1.1)\n",
            "Requirement already satisfied: packaging>=20.9 in /usr/local/lib/python3.7/dist-packages (from huggingface-hub>=0.10.0->diffusers->-r /content/requiremnts.txt (line 2)) (21.3)\n",
            "Requirement already satisfied: pyyaml>=5.1 in /usr/local/lib/python3.7/dist-packages (from huggingface-hub>=0.10.0->diffusers->-r /content/requiremnts.txt (line 2)) (6.0)\n",
            "Requirement already satisfied: pyparsing!=3.0.5,>=2.0.2 in /usr/local/lib/python3.7/dist-packages (from packaging>=20.9->huggingface-hub>=0.10.0->diffusers->-r /content/requiremnts.txt (line 2)) (3.0.9)\n",
            "Requirement already satisfied: tokenizers!=0.11.3,<0.14,>=0.11.1 in /usr/local/lib/python3.7/dist-packages (from transformers->-r /content/requiremnts.txt (line 3)) (0.13.1)\n",
            "Requirement already satisfied: wcwidth>=0.2.5 in /usr/local/lib/python3.7/dist-packages (from ftfy->-r /content/requiremnts.txt (line 5)) (0.2.5)\n",
            "Requirement already satisfied: zipp>=0.5 in /usr/local/lib/python3.7/dist-packages (from importlib-metadata->diffusers->-r /content/requiremnts.txt (line 2)) (3.9.0)\n",
            "Requirement already satisfied: chardet<4,>=3.0.2 in /usr/local/lib/python3.7/dist-packages (from requests->diffusers->-r /content/requiremnts.txt (line 2)) (3.0.4)\n",
            "Requirement already satisfied: idna<3,>=2.5 in /usr/local/lib/python3.7/dist-packages (from requests->diffusers->-r /content/requiremnts.txt (line 2)) (2.10)\n",
            "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->-r /content/requiremnts.txt (line 2)) (1.25.11)\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: packaging in /usr/local/lib/python3.7/dist-packages (from datasets) (21.3)\n",
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            "Requirement already satisfied: multidict<7.0,>=4.5 in /usr/local/lib/python3.7/dist-packages (from aiohttp->datasets) (6.0.2)\n",
            "Requirement already satisfied: typing-extensions>=3.7.4 in /usr/local/lib/python3.7/dist-packages (from aiohttp->datasets) (4.1.1)\n",
            "Requirement already satisfied: aiosignal>=1.1.2 in /usr/local/lib/python3.7/dist-packages (from aiohttp->datasets) (1.2.0)\n",
            "Requirement already satisfied: attrs>=17.3.0 in /usr/local/lib/python3.7/dist-packages (from aiohttp->datasets) (22.1.0)\n",
            "Requirement already satisfied: asynctest==0.13.0 in /usr/local/lib/python3.7/dist-packages (from aiohttp->datasets) (0.13.0)\n",
            "Requirement already satisfied: frozenlist>=1.1.1 in /usr/local/lib/python3.7/dist-packages (from aiohttp->datasets) (1.3.1)\n",
            "Requirement already satisfied: filelock in /usr/local/lib/python3.7/dist-packages (from huggingface-hub<1.0.0,>=0.2.0->datasets) (3.8.0)\n",
            "Requirement already satisfied: pyparsing!=3.0.5,>=2.0.2 in /usr/local/lib/python3.7/dist-packages (from packaging->datasets) (3.0.9)\n",
            "Requirement already satisfied: idna<3,>=2.5 in /usr/local/lib/python3.7/dist-packages (from requests>=2.19.0->datasets) (2.10)\n",
            "Requirement already satisfied: chardet<4,>=3.0.2 in /usr/local/lib/python3.7/dist-packages (from requests>=2.19.0->datasets) (3.0.4)\n",
            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.7/dist-packages (from requests>=2.19.0->datasets) (2022.9.24)\n",
            "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>=2.19.0->datasets) (1.25.11)\n",
            "Requirement already satisfied: zipp>=0.5 in /usr/local/lib/python3.7/dist-packages (from importlib-metadata->datasets) (3.9.0)\n",
            "Requirement already satisfied: pytz>=2017.3 in /usr/local/lib/python3.7/dist-packages (from pandas->datasets) (2022.5)\n",
            "Requirement already satisfied: python-dateutil>=2.7.3 in /usr/local/lib/python3.7/dist-packages (from pandas->datasets) (2.8.2)\n",
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            "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
            "Collecting streamlit\n",
            "  Downloading streamlit-1.14.0-py2.py3-none-any.whl (9.2 MB)\n",
            "\u001b[K     |████████████████████████████████| 9.2 MB 5.0 MB/s \n",
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            "Collecting validators>=0.2\n",
            "  Downloading validators-0.20.0.tar.gz (30 kB)\n",
            "Requirement already satisfied: tzlocal>=1.1 in /usr/local/lib/python3.7/dist-packages (from streamlit) (1.5.1)\n",
            "Collecting blinker>=1.0.0\n",
            "  Downloading blinker-1.5-py2.py3-none-any.whl (12 kB)\n",
            "Collecting rich>=10.11.0\n",
            "  Downloading rich-12.6.0-py3-none-any.whl (237 kB)\n",
            "\u001b[K     |████████████████████████████████| 237 kB 64.2 MB/s \n",
            "\u001b[?25hRequirement already satisfied: pillow>=6.2.0 in /usr/local/lib/python3.7/dist-packages (from streamlit) (7.1.2)\n",
            "Requirement already satisfied: altair>=3.2.0 in /usr/local/lib/python3.7/dist-packages (from streamlit) (4.2.0)\n",
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            "Collecting pydeck>=0.1.dev5\n",
            "  Downloading pydeck-0.8.0b4-py2.py3-none-any.whl (4.7 MB)\n",
            "\u001b[K     |████████████████████████████████| 4.7 MB 46.1 MB/s \n",
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            "Collecting gitpython!=3.1.19\n",
            "  Downloading GitPython-3.1.29-py3-none-any.whl (182 kB)\n",
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            "\u001b[?25hCollecting watchdog\n",
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            "\u001b[?25hRequirement already satisfied: tornado>=5.0 in /usr/local/lib/python3.7/dist-packages (from streamlit) (5.1.1)\n",
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            "Collecting pympler>=0.9\n",
            "  Downloading Pympler-1.0.1-py3-none-any.whl (164 kB)\n",
            "\u001b[K     |████████████████████████████████| 164 kB 68.5 MB/s \n",
            "\u001b[?25hCollecting semver\n",
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            "\u001b[?25hCollecting smmap<6,>=3.0.1\n",
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            "Requirement already satisfied: zipp>=0.5 in /usr/local/lib/python3.7/dist-packages (from importlib-metadata>=1.4->streamlit) (3.9.0)\n",
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            "Collecting commonmark<0.10.0,>=0.9.0\n",
            "  Downloading commonmark-0.9.1-py2.py3-none-any.whl (51 kB)\n",
            "\u001b[K     |████████████████████████████████| 51 kB 6.3 MB/s \n",
            "\u001b[?25hRequirement already satisfied: decorator>=3.4.0 in /usr/local/lib/python3.7/dist-packages (from validators>=0.2->streamlit) (4.4.2)\n",
            "Building wheels for collected packages: validators\n",
            "  Building wheel for validators (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for validators: filename=validators-0.20.0-py3-none-any.whl size=19582 sha256=7f134224f780cc412d32b951f9ebf59acd8c809f76cf3c785a2742c45e80d618\n",
            "  Stored in directory: /root/.cache/pip/wheels/5f/55/ab/36a76989f7f88d9ca7b1f68da6d94252bb6a8d6ad4f18e04e9\n",
            "Successfully built validators\n",
            "Installing collected packages: smmap, gitdb, commonmark, watchdog, validators, semver, rich, pympler, pydeck, gitpython, blinker, streamlit\n",
            "Successfully installed blinker-1.5 commonmark-0.9.1 gitdb-4.0.9 gitpython-3.1.29 pydeck-0.8.0b4 pympler-1.0.1 rich-12.6.0 semver-2.13.0 smmap-5.0.0 streamlit-1.14.0 validators-0.20.0 watchdog-2.1.9\n"
          ]
        }
      ],
      "source": [
        "!pip install -r /content/requiremnts.txt\n",
        "!pip install datasets\n",
        "!pip install streamlit"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 12,
      "metadata": {
        "id": "VeJxObtenyPn"
      },
      "outputs": [],
      "source": [
        "# import gradio as gr\n",
        "\n",
        "import torch\n",
        "from torch import autocast\n",
        "from diffusers import StableDiffusionPipeline\n",
        "from datasets import load_dataset\n",
        "from PIL import Image  \n",
        "import re\n",
        "import streamlit as st"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 13,
      "metadata": {
        "id": "mUy8Sm3Gn83l"
      },
      "outputs": [],
      "source": [
        "model_id = \"CompVis/stable-diffusion-v1-4\"\n",
        "device = \"cpu\""
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 15,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "-8LVoTCutdrK",
        "outputId": "40df6de9-517d-473f-a464-878864829cfb"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Writing /content/.streamlit/secrets.toml\n"
          ]
        }
      ],
      "source": [
        "%%writefile /content/.streamlit/secrets.toml\n",
        "AUTH_KEY='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'"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 16,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 561,
          "referenced_widgets": [
            "d2b5092132af482cbef9684b65f49b79",
            "935dd943a62d47ff886478e3f772d0cb",
            "efcac3c804a34c98b689e66b246e05d3",
            "e2fdd0d3a3cd4760a5ea292fd523cd2f",
            "0cbe2e2da01b4676b49449ebd44c0047",
            "9193e07c32474be683fc0007cfe6592d",
            "5e473a47022e4701a0900edd0fff3585",
            "bbddc11161b14387a7cc71ee0289fefd",
            "18474831578a4d87a2be4b9892293c2f",
            "8a0468bcbbaf4632a1a97f8c7266194b",
            "35295354b3254e8fa56f0e3f91c87680",
            "cb67f8424048490d992096ddd7ad6e51",
            "ed152a37d9274a2e86cb31f9d370d825",
            "63a3e4fc2ef24e0ebc1959b52796689f",
            "5e67bae2c3e048e28f7b27ec7a5ebe90",
            "1c119e0da2e348c392d9217440f5b908",
            "ba295289fa614a079fbb3e7ec465fbc2",
            "f933c712e6af40baa1f7f40a379d6da9",
            "ccfdf694de1647d9805a63c202c27841",
            "8fbd291232984df8b818700e1c6687e4",
            "5fb50ccbd016411cbe2d573404eb5889",
            "45ce66cbbc4b4c06bba32d5d9bd21384",
            "ea987d93ffc7435891f7067325f34295",
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      "source": [
        "#If you are running this code locally, you need to either do a 'huggingface-cli login` or paste your User Access Token from here https://huggingface.co/settings/tokens into the use_auth_token field below. \n",
        "pipe = StableDiffusionPipeline.from_pretrained(model_id, use_auth_token=st.secrets[\"AUTH_KEY\"], torch_dtype=torch.float32)\n",
        "def dummy(images, **kwargs): return images, False \n",
        "pipe.safety_checker = dummy"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 17,
      "metadata": {
        "id": "F8oiom9wpFsU"
      },
      "outputs": [],
      "source": [
        "def infer(prompt, width, height, steps, scale, seed):      \n",
        "    if seed == -1:\t\n",
        "        images_list = pipe(\n",
        "            [prompt],\n",
        "            height=height, \n",
        "            width=width,\n",
        "            num_inference_steps=steps,\n",
        "            guidance_scale=scale,\n",
        "            generator=torch.Generator(device=device).manual_seed(seed))\n",
        "    else:\n",
        "        images_list = pipe(\n",
        "            [prompt],\n",
        "            height=height, \n",
        "            width=width,\n",
        "            num_inference_steps=steps,\n",
        "            guidance_scale=scale)\n",
        "\n",
        "    return images_list[\"sample\"]"
      ]
    },
    {
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        },
        "id": "5UI6NnpNvP0l",
        "outputId": "0736df9c-9713-4f18-b1e5-fb997374908e"
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        {
          "ename": "KeyError",
          "evalue": "ignored",
          "output_type": "error",
          "traceback": [
            "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
            "\u001b[0;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
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