00 Setup Azure Computer Vision.ipynb

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   "source": [
    "# Azure Computer Vision 4 (Florence)\n",
    "## Setup Azure Computer Vision\n",
    "![Image](florence.jpg)\n",
    "> Serge Retkowsky | Microsoft | https://github.com/retkowsky | 3rd of May, 2023"
   ]
  },
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   "cell_type": "markdown",
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    "## 1 Azure Computer Vision 4 presentation\n",
    "\n",
    "\n",
    "### Presentation:\n",
    "Azure Computer Vision 4.pdf\n",
    "\n",
    "## 2 Azure Computer Vision service\n",
    "- An Azure subscription - Create one for free\n",
    "https://azure.microsoft.com/free/cognitive-services/\n",
    "\n",
    "- Once you have your Azure subscription, create a Computer Vision resource in the Azure portal. \n",
    "In order to use the captioning feature in this quickstart, you must create your resource in one of the following Azure regions: East US, France Central, Korea Central, North Europe, Southeast Asia, West Europe, West US. After it deploys, click Go to resource: https://portal.azure.com/#create/Microsoft.CognitiveServicesComputerVision\n",
    "\n",
    "You will need the key and endpoint from the resource you create to connect your application to the Computer Vision service.\n",
    "You can use the free pricing tier (F0) to try the service, and upgrade later to a paid tier for production.\n",
    "\n",
    "##  3 Declare your Azure Computer Vision endpoint and key\n",
    "Edit the **azure.env** file with your **Azure Computer Vision endpoint and key**"
   ]
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   "id": "ed2f2464",
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   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-rwxrwxrwx 1 root root 404 May  3 12:37 azure.env\r\n"
     ]
    }
   ],
   "source": [
    "!ls azure.env -lh"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3eb9f9d1",
   "metadata": {},
   "source": [
    "## 4 Python libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "4c0a16d2",
   "metadata": {
    "gather": {
     "logged": 1683118045155
    }
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    {
     "name": "stdout",
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     "text": [
      "Tested with Python 3.8.5\n",
      "\n",
      "You are using python: 3.8.5 (default, Sep  4 2020, 07:30:14) \n",
      "[GCC 7.3.0]\n"
     ]
    }
   ],
   "source": [
    "import sys\n",
    "\n",
    "print(\"Tested with Python 3.8.5\\n\")\n",
    "print(\"You are using python:\", sys.version)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "1d53ed5e",
   "metadata": {
    "gather": {
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    }
   },
   "outputs": [],
   "source": [
    "#%pip install python-dotenv opencv-python seaborn gradio cleanvision nomic umap-learn pprintjson"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "e2df2295",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Name: python-dotenv\n",
      "Version: 1.0.0\n",
      "Summary: Read key-value pairs from a .env file and set them as environment variables\n",
      "Home-page: https://github.com/theskumar/python-dotenv\n",
      "Author: Saurabh Kumar\n",
      "Author-email: me+github@saurabh-kumar.com\n",
      "License: BSD-3-Clause\n",
      "Location: /anaconda/envs/jupyter_env/lib/python3.8/site-packages\n",
      "Requires: \n",
      "Required-by: \n",
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "%pip show python-dotenv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "16e8af71",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Name: opencv-python\n",
      "Version: 4.7.0.72\n",
      "Summary: Wrapper package for OpenCV python bindings.\n",
      "Home-page: https://github.com/opencv/opencv-python\n",
      "Author: \n",
      "Author-email: \n",
      "License: Apache 2.0\n",
      "Location: /anaconda/envs/jupyter_env/lib/python3.8/site-packages\n",
      "Requires: numpy, numpy\n",
      "Required-by: controlnet-aux\n",
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "%pip show opencv-python"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "6a10144e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Name: seaborn\n",
      "Version: 0.12.2\n",
      "Summary: Statistical data visualization\n",
      "Home-page: \n",
      "Author: \n",
      "Author-email: Michael Waskom <mwaskom@gmail.com>\n",
      "License: \n",
      "Location: /anaconda/envs/jupyter_env/lib/python3.8/site-packages\n",
      "Requires: matplotlib, numpy, pandas\n",
      "Required-by: \n",
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "%pip show seaborn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "60a7ffc5",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Name: gradio\n",
      "Version: 3.27.0\n",
      "Summary: Python library for easily interacting with trained machine learning models\n",
      "Home-page: \n",
      "Author: \n",
      "Author-email: Abubakar Abid <team@gradio.app>, Ali Abid <team@gradio.app>, Ali Abdalla <team@gradio.app>, Dawood Khan <team@gradio.app>, Ahsen Khaliq <team@gradio.app>, Pete Allen <team@gradio.app>, Ömer Faruk Özdemir <team@gradio.app>\n",
      "License: \n",
      "Location: /anaconda/envs/jupyter_env/lib/python3.8/site-packages\n",
      "Requires: aiofiles, aiohttp, altair, fastapi, ffmpy, gradio-client, httpx, huggingface-hub, jinja2, markdown-it-py, markupsafe, matplotlib, mdit-py-plugins, numpy, orjson, pandas, pillow, pydantic, pydub, python-multipart, pyyaml, requests, semantic-version, typing-extensions, uvicorn, websockets\n",
      "Required-by: \n",
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "%pip show gradio"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "3c8317a3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Name: cleanvision\r\n",
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      "Summary: Find issues in image datasets\r\n",
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      "Author: \r\n",
      "Author-email: \"Cleanlab Inc.\" <team@cleanlab.ai>\r\n",
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      "        \r\n",
      "          A \"User Product\" is either (1) a \"consumer product\", which means any\r\n",
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      "          Corresponding Source conveyed, and Installation Information provided,\r\n",
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      "        documented (and with an implementation available to the public in\r\n",
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      "        unpacking, reading or copying.\r\n",
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      "          7. Additional Terms.\r\n",
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      "          \"Additional permissions\" are terms that supplement the terms of this\r\n",
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      "        Additional permissions that are applicable to the entire Program shall\r\n",
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      "        apply only to part of the Program, that part may be used separately\r\n",
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      "        covered work in a country, or your recipient's use of the covered work\r\n",
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      "          A patent license is \"discriminatory\" if it does not include within\r\n",
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      "        conditioned on the non-exercise of one or more of the rights that are\r\n",
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      "        or that patent license was granted, prior to 28 March 2007.\r\n",
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      "          Nothing in this License shall be construed as excluding or limiting\r\n",
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      "        \r\n",
      "          12. No Surrender of Others' Freedom.\r\n",
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      "        not convey it at all.  For example, if you agree to terms that obligate you\r\n",
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      "        License would be to refrain entirely from conveying the Program.\r\n",
      "        \r\n",
      "          13. Remote Network Interaction; Use with the GNU General Public License.\r\n",
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      "          Notwithstanding any other provision of this License, if you modify the\r\n",
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      "        means of facilitating copying of software.  This Corresponding Source\r\n",
      "        shall include the Corresponding Source for any work covered by version 3\r\n",
      "        of the GNU General Public License that is incorporated pursuant to the\r\n",
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      "        License will continue to apply to the part which is the covered work,\r\n",
      "        but the work with which it is combined will remain governed by version\r\n",
      "        3 of the GNU General Public License.\r\n",
      "        \r\n",
      "          14. Revised Versions of this License.\r\n",
      "        \r\n",
      "          The Free Software Foundation may publish revised and/or new versions of\r\n",
      "        the GNU Affero General Public License from time to time.  Such new versions\r\n",
      "        will be similar in spirit to the present version, but may differ in detail to\r\n",
      "        address new problems or concerns.\r\n",
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      "          Each version is given a distinguishing version number.  If the\r\n",
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      "        Public License \"or any later version\" applies to it, you have the\r\n",
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      "        version or of any later version published by the Free Software\r\n",
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      "        by the Free Software Foundation.\r\n",
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      "          If the Program specifies that a proxy can decide which future\r\n",
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      "        public statement of acceptance of a version permanently authorizes you\r\n",
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      "        author or copyright holder as a result of your choosing to follow a\r\n",
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      "          15. Disclaimer of Warranty.\r\n",
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      "          THERE IS NO WARRANTY FOR THE PROGRAM, TO THE EXTENT PERMITTED BY\r\n",
      "        APPLICABLE LAW.  EXCEPT WHEN OTHERWISE STATED IN WRITING THE COPYRIGHT\r\n",
      "        HOLDERS AND/OR OTHER PARTIES PROVIDE THE PROGRAM \"AS IS\" WITHOUT WARRANTY\r\n",
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      "        \r\n",
      "          16. Limitation of Liability.\r\n",
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      "          IN NO EVENT UNLESS REQUIRED BY APPLICABLE LAW OR AGREED TO IN WRITING\r\n",
      "        WILL ANY COPYRIGHT HOLDER, OR ANY OTHER PARTY WHO MODIFIES AND/OR CONVEYS\r\n",
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      "        PARTIES OR A FAILURE OF THE PROGRAM TO OPERATE WITH ANY OTHER PROGRAMS),\r\n",
      "        EVEN IF SUCH HOLDER OR OTHER PARTY HAS BEEN ADVISED OF THE POSSIBILITY OF\r\n",
      "        SUCH DAMAGES.\r\n",
      "        \r\n",
      "          17. Interpretation of Sections 15 and 16.\r\n",
      "        \r\n",
      "          If the disclaimer of warranty and limitation of liability provided\r\n",
      "        above cannot be given local legal effect according to their terms,\r\n",
      "        reviewing courts shall apply local law that most closely approximates\r\n",
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      "        Program, unless a warranty or assumption of liability accompanies a\r\n",
      "        copy of the Program in return for a fee.\r\n",
      "        \r\n",
      "                             END OF TERMS AND CONDITIONS\r\n",
      "        \r\n",
      "                    How to Apply These Terms to Your New Programs\r\n",
      "        \r\n",
      "          If you develop a new program, and you want it to be of the greatest\r\n",
      "        possible use to the public, the best way to achieve this is to make it\r\n",
      "        free software which everyone can redistribute and change under these terms.\r\n",
      "        \r\n",
      "          To do so, attach the following notices to the program.  It is safest\r\n",
      "        to attach them to the start of each source file to most effectively\r\n",
      "        state the exclusion of warranty; and each file should have at least\r\n",
      "        the \"copyright\" line and a pointer to where the full notice is found.\r\n",
      "        \r\n",
      "            <one line to give the program's name and a brief idea of what it does.>\r\n",
      "            Copyright (C) <year>  <name of author>\r\n",
      "        \r\n",
      "            This program is free software: you can redistribute it and/or modify\r\n",
      "            it under the terms of the GNU Affero General Public License as published\r\n",
      "            by the Free Software Foundation, either version 3 of the License, or\r\n",
      "            (at your option) any later version.\r\n",
      "        \r\n",
      "            This program is distributed in the hope that it will be useful,\r\n",
      "            but WITHOUT ANY WARRANTY; without even the implied warranty of\r\n",
      "            MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the\r\n",
      "            GNU Affero General Public License for more details.\r\n",
      "        \r\n",
      "            You should have received a copy of the GNU Affero General Public License\r\n",
      "            along with this program.  If not, see <https://www.gnu.org/licenses/>.\r\n",
      "        \r\n",
      "        Also add information on how to contact you by electronic and paper mail.\r\n",
      "        \r\n",
      "          If your software can interact with users remotely through a computer\r\n",
      "        network, you should also make sure that it provides a way for users to\r\n",
      "        get its source.  For example, if your program is a web application, its\r\n",
      "        interface could display a \"Source\" link that leads users to an archive\r\n",
      "        of the code.  There are many ways you could offer source, and different\r\n",
      "        solutions will be better for different programs; see section 13 for the\r\n",
      "        specific requirements.\r\n",
      "        \r\n",
      "          You should also get your employer (if you work as a programmer) or school,\r\n",
      "        if any, to sign a \"copyright disclaimer\" for the program, if necessary.\r\n",
      "        For more information on this, and how to apply and follow the GNU AGPL, see\r\n",
      "        <https://www.gnu.org/licenses/>.\r\n",
      "        \r\n",
      "Location: /anaconda/envs/jupyter_env/lib/python3.8/site-packages\r\n",
      "Requires: imagehash, matplotlib, numpy, pandas, Pillow, tabulate, tqdm\r\n",
      "Required-by: \r\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "%pip show cleanvision"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "70c0e1b0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Name: nomic\n",
      "Version: 1.1.6\n",
      "Summary: The offical Nomic python client.\n",
      "Home-page: https://github.com/nomic-ai/nomic\n",
      "Author: nomic.ai\n",
      "Author-email: support@nomic.ai\n",
      "License: UNKNOWN\n",
      "Location: /anaconda/envs/jupyter_env/lib/python3.8/site-packages\n",
      "Requires: click, cohere, jsonlines, loguru, numpy, pyarrow, pydantic, requests, rich, tqdm, wonderwords\n",
      "Required-by: \n",
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "%pip show nomic"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "17a5ee78",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Name: umap-learn\n",
      "Version: 0.5.3\n",
      "Summary: Uniform Manifold Approximation and Projection\n",
      "Home-page: http://github.com/lmcinnes/umap\n",
      "Author: \n",
      "Author-email: \n",
      "License: BSD\n",
      "Location: /anaconda/envs/jupyter_env/lib/python3.8/site-packages\n",
      "Requires: numba, numpy, pynndescent, scikit-learn, scipy, tqdm\n",
      "Required-by: \n",
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "%pip show umap-learn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "f45d86c1",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Name: pprintjson\n",
      "Version: 1.4.2\n",
      "Summary: A json pretty printer for python\n",
      "Home-page: https://github.com/clarketm/pprintjson\n",
      "Author: Travis Clarke\n",
      "Author-email: travis.m.clarke@gmail.com\n",
      "License: UNKNOWN\n",
      "Location: /anaconda/envs/jupyter_env/lib/python3.8/site-packages\n",
      "Requires: pygments\n",
      "Required-by: \n",
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "%pip show pprintjson"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f3b027d8",
   "metadata": {},
   "source": [
    "## 5 Azure Vision Studio\n",
    "\n",
    "### Studio: \n",
    "https://portal.vision.cognitive.azure.com\n",
    "\n",
    "![Azure CV](vision-studio-home-page.png)\n",
    "\n",
    "https://learn.microsoft.com/en-us/azure/cognitive-services/computer-vision/overview-vision-studio\n",
    "\n",
    "## 6 Documentation\n",
    "- https://learn.microsoft.com/en-us/azure/cognitive-services/computer-vision\n",
    "- https://learn.microsoft.com/en-us/azure/cognitive-services/computer-vision/overview\n",
    "\n",
    "## 7 What's new\n",
    "https://learn.microsoft.com/en-us/azure/cognitive-services/computer-vision/whats-new\n",
    "\n",
    "## 8 Pricing\n",
    "https://azure.microsoft.com/en-us/pricing/details/cognitive-services/computer-vision\n",
    "\n",
    "## 9 Project Florence\n",
    "- https://www.microsoft.com/en-us/research/project/projectflorence\n",
    "- https://arxiv.org/abs/2111.11432"
   ]
  }
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