tf_model_garden.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "ba762026-d28b-45b4-8725-93f5d44f9ece",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2021-11-10 15:41:49.482503: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcudart.so.11.0\n",
      "2021-11-10 15:41:50.907640: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libnvinfer.so.7\n",
      "2021-11-10 15:41:50.909253: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libnvinfer_plugin.so.7\n"
     ]
    }
   ],
   "source": [
    "import tensorflow as tf\n",
    "import tensorflow_datasets as tfds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "9e740df1-af4e-4b9f-8013-8fd54c2a1586",
   "metadata": {},
   "outputs": [
    {
     "ename": "SyntaxError",
     "evalue": "invalid syntax (1269691439.py, line 1)",
     "output_type": "error",
     "traceback": [
      "\u001b[0;36m  File \u001b[0;32m\"/tmp/ipykernel_2127/1269691439.py\"\u001b[0;36m, line \u001b[0;32m1\u001b[0m\n\u001b[0;31m    git clone https://github.com/tensorflow/models.git\u001b[0m\n\u001b[0m            ^\u001b[0m\n\u001b[0;31mSyntaxError\u001b[0m\u001b[0;31m:\u001b[0m invalid syntax\n"
     ]
    }
   ],
   "source": [
    "git clone https://github.com/tensorflow/models.git"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "ab9e7704-7c62-4fe0-813c-86b4d82acac2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cloning into 'models'...\n",
      "remote: Enumerating objects: 66424, done.\u001b[K\n",
      "remote: Counting objects: 100% (135/135), done.\u001b[K\n",
      "remote: Compressing objects: 100% (64/64), done.\u001b[K\n",
      "remote: Total 66424 (delta 75), reused 129 (delta 71), pack-reused 66289\u001b[K\n",
      "Receiving objects: 100% (66424/66424), 575.89 MiB | 30.56 MiB/s, done.\n",
      "Resolving deltas: 100% (46517/46517), done.\n"
     ]
    }
   ],
   "source": [
    "!git clone https://github.com/tensorflow/models.git"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "1235f94b-1a61-470a-b8aa-cefc90eacb8d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Untitled.ipynb   \u001b[0m\u001b[01;34mmodels\u001b[0m/  \u001b[01;34mtensorflow_datasets\u001b[0m/\n",
      "Untitled1.ipynb  \u001b[01;34msrc\u001b[0m/     \u001b[01;34mtutorials\u001b[0m/\n"
     ]
    }
   ],
   "source": [
    "ls\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "e884411f-9ab6-4662-9bd6-4b0e9cc6a281",
   "metadata": {},
   "outputs": [],
   "source": [
    "!export PYTHONPATH=$PYTHONPATH:/home/jupyter/models"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "fddd1b71-9a60-43be-99df-022a09dc8e75",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "if('PYTHONPATH' not in os.environ):\n",
    "    os.environ['PYTHONPATH'] = \":/home/jupyter/models\"\n",
    "else:\n",
    "    os.environ['PYTHONPATH'] += \"/home/jupyter/models\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "a074cd84-0997-4d48-b3fa-7094dedffbe8",
   "metadata": {},
   "outputs": [
    {
     "ename": "SyntaxError",
     "evalue": "invalid syntax (1220292050.py, line 1)",
     "output_type": "error",
     "traceback": [
      "\u001b[0;36m  File \u001b[0;32m\"/tmp/ipykernel_2127/1220292050.py\"\u001b[0;36m, line \u001b[0;32m1\u001b[0m\n\u001b[0;31m    pip3 install --user -r official/requirements.txt\u001b[0m\n\u001b[0m               ^\u001b[0m\n\u001b[0;31mSyntaxError\u001b[0m\u001b[0;31m:\u001b[0m invalid syntax\n"
     ]
    }
   ],
   "source": [
    "pip3 install --user -r official/requirements.txt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "6a897f5c-fe12-460a-a980-209542970295",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[31mERROR: Could not open requirements file: [Errno 2] No such file or directory: 'official/requirements.txt'\u001b[0m\n"
     ]
    }
   ],
   "source": [
    "!pip3 install --user -r official/requirements.txt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "cbe6a2f9-b871-4dd1-83f3-2db5545dbf87",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Untitled.ipynb   \u001b[0m\u001b[01;34mmodels\u001b[0m/  \u001b[01;34mtensorflow_datasets\u001b[0m/\n",
      "Untitled1.ipynb  \u001b[01;34msrc\u001b[0m/     \u001b[01;34mtutorials\u001b[0m/\n"
     ]
    }
   ],
   "source": [
    "ls"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "a02bf5d7-248d-42b0-bfef-c8ec00f7be57",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "Building wheels for collected packages: kaggle, py-cpuinfo, pycocotools, seqeval\n",
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      "\u001b[?25h  Created wheel for kaggle: filename=kaggle-1.5.12-py3-none-any.whl size=73051 sha256=51ea882ec036ff417dd3ab48a7a344e83e923be19a105d66d9bcde8b30e343a4\n",
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      "\u001b[?25h  Created wheel for seqeval: filename=seqeval-1.2.2-py3-none-any.whl size=16181 sha256=b4781e3acaffc707f1f3561d3d48dde5da54d6512acdd07336b88236df19be09\n",
      "  Stored in directory: /home/jupyter/.cache/pip/wheels/05/96/ee/7cac4e74f3b19e3158dce26a20a1c86b3533c43ec72a549fd7\n",
      "Successfully built kaggle py-cpuinfo pycocotools seqeval\n",
      "Installing collected packages: typeguard, tabulate, portalocker, dm-tree, Cython, tf-slim, tensorflow-model-optimization, tensorflow-addons, seqeval, sentencepiece, sacrebleu, pyyaml, pycocotools, py-cpuinfo, opencv-python-headless, kaggle, gin-config\n",
      "\u001b[33m  WARNING: The script tabulate is installed in '/home/jupyter/.local/bin' which is not on PATH.\n",
      "  Consider adding this directory to PATH or, if you prefer to suppress this warning, use --no-warn-script-location.\u001b[0m\n",
      "\u001b[33m  WARNING: The scripts cygdb, cython and cythonize are installed in '/home/jupyter/.local/bin' which is not on PATH.\n",
      "  Consider adding this directory to PATH or, if you prefer to suppress this warning, use --no-warn-script-location.\u001b[0m\n",
      "\u001b[33m  WARNING: The script sacrebleu is installed in '/home/jupyter/.local/bin' which is not on PATH.\n",
      "  Consider adding this directory to PATH or, if you prefer to suppress this warning, use --no-warn-script-location.\u001b[0m\n",
      "\u001b[33m  WARNING: The script cpuinfo is installed in '/home/jupyter/.local/bin' which is not on PATH.\n",
      "  Consider adding this directory to PATH or, if you prefer to suppress this warning, use --no-warn-script-location.\u001b[0m\n",
      "\u001b[33m  WARNING: The script kaggle is installed in '/home/jupyter/.local/bin' which is not on PATH.\n",
      "  Consider adding this directory to PATH or, if you prefer to suppress this warning, use --no-warn-script-location.\u001b[0m\n",
      "\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n",
      "tfx 0.21.5 requires click<8,>=7, but you have click 8.0.3 which is incompatible.\n",
      "tfx 0.21.5 requires docker<5,>=4.1, but you have docker 5.0.3 which is incompatible.\n",
      "tfx 0.21.5 requires google-api-python-client<2,>=1.7.8, but you have google-api-python-client 2.28.0 which is incompatible.\n",
      "tfx 0.21.5 requires kubernetes<11,>=10.0.1, but you have kubernetes 19.15.0 which is incompatible.\n",
      "tfx 0.21.5 requires pyarrow<0.16,>=0.15, but you have pyarrow 6.0.0 which is incompatible.\n",
      "pandas-profiling 3.0.0 requires tangled-up-in-unicode==0.1.0, but you have tangled-up-in-unicode 0.2.0 which is incompatible.\u001b[0m\n",
      "Successfully installed Cython-0.29.24 dm-tree-0.1.6 gin-config-0.5.0 kaggle-1.5.12 opencv-python-headless-4.5.4.58 portalocker-2.3.2 py-cpuinfo-8.0.0 pycocotools-2.0.2 pyyaml-5.4.1 sacrebleu-2.0.0 sentencepiece-0.1.96 seqeval-1.2.2 tabulate-0.8.9 tensorflow-addons-0.14.0 tensorflow-model-optimization-0.7.0 tf-slim-1.1.0 typeguard-2.13.0\n"
     ]
    }
   ],
   "source": [
    "!cd models && pip3 install --user -r official/requirements.txt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "af09912f-edb4-4a2e-9e45-501e808c8ce2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting tf-models-official\n",
      "  Downloading tf_models_official-2.6.0-py2.py3-none-any.whl (1.8 MB)\n",
      "     |████████████████████████████████| 1.8 MB 5.1 MB/s            \n",
      "\u001b[?25hRequirement already satisfied: tensorflow-addons in ./.local/lib/python3.7/site-packages (from tf-models-official) (0.14.0)\n",
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      "Requirement already satisfied: Cython in ./.local/lib/python3.7/site-packages (from tf-models-official) (0.29.24)\n",
      "Collecting tensorflow-text>=2.5.0\n",
      "  Downloading tensorflow_text-2.6.0-cp37-cp37m-manylinux1_x86_64.whl (4.4 MB)\n",
      "     |████████████████████████████████| 4.4 MB 54.8 MB/s            \n",
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      "Requirement already satisfied: opencv-python-headless in ./.local/lib/python3.7/site-packages (from tf-models-official) (4.5.4.58)\n",
      "Requirement already satisfied: six in /opt/conda/lib/python3.7/site-packages (from tf-models-official) (1.16.0)\n",
      "Collecting tensorflow>=2.5.0\n",
      "  Downloading tensorflow-2.7.0-cp37-cp37m-manylinux2010_x86_64.whl (489.6 MB)\n",
      "     |████████████████████████████████| 489.6 MB 19 kB/s               MB 37.2 MB/s eta 0:00:01\n",
      "\u001b[?25hRequirement already satisfied: tensorflow-datasets in /opt/conda/lib/python3.7/site-packages (from tf-models-official) (2.0.0)\n",
      "Requirement already satisfied: py-cpuinfo>=3.3.0 in ./.local/lib/python3.7/site-packages (from tf-models-official) (8.0.0)\n",
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      "Requirement already satisfied: google-auth-httplib2>=0.1.0 in /opt/conda/lib/python3.7/site-packages (from google-api-python-client>=1.6.7->tf-models-official) (0.1.0)\n",
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      "Collecting tensorflow-estimator<2.8,~=2.7.0rc0\n",
      "  Downloading tensorflow_estimator-2.7.0-py2.py3-none-any.whl (463 kB)\n",
      "     |████████████████████████████████| 463 kB 22.7 MB/s            \n",
      "\u001b[?25hCollecting astunparse>=1.6.0\n",
      "  Downloading astunparse-1.6.3-py2.py3-none-any.whl (12 kB)\n",
      "Requirement already satisfied: termcolor>=1.1.0 in /opt/conda/lib/python3.7/site-packages (from tensorflow>=2.5.0->tf-models-official) (1.1.0)\n",
      "Collecting tensorflow-io-gcs-filesystem>=0.21.0\n",
      "  Downloading tensorflow_io_gcs_filesystem-0.21.0-cp37-cp37m-manylinux_2_12_x86_64.manylinux2010_x86_64.whl (2.1 MB)\n",
      "     |████████████████████████████████| 2.1 MB 41.6 MB/s            \n",
      "\u001b[?25hCollecting flatbuffers<3.0,>=1.12\n",
      "  Downloading flatbuffers-2.0-py2.py3-none-any.whl (26 kB)\n",
      "Collecting keras<2.8,>=2.7.0rc0\n",
      "  Downloading keras-2.7.0-py2.py3-none-any.whl (1.3 MB)\n",
      "     |████████████████████████████████| 1.3 MB 46.8 MB/s            \n",
      "\u001b[?25hRequirement already satisfied: wheel<1.0,>=0.32.0 in /opt/conda/lib/python3.7/site-packages (from tensorflow>=2.5.0->tf-models-official) (0.37.0)\n",
      "Collecting keras-preprocessing>=1.1.1\n",
      "  Downloading Keras_Preprocessing-1.1.2-py2.py3-none-any.whl (42 kB)\n",
      "     |████████████████████████████████| 42 kB 1.6 MB/s             \n",
      "\u001b[?25hRequirement already satisfied: opt-einsum>=2.3.2 in /opt/conda/lib/python3.7/site-packages (from tensorflow>=2.5.0->tf-models-official) (3.3.0)\n",
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      "Collecting libclang>=9.0.1\n",
      "  Downloading libclang-12.0.0-py2.py3-none-manylinux1_x86_64.whl (13.4 MB)\n",
      "     |████████████████████████████████| 13.4 MB 56.8 MB/s            \n",
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      "  Downloading tensorflow_hub-0.12.0-py2.py3-none-any.whl (108 kB)\n",
      "     |████████████████████████████████| 108 kB 48.7 MB/s            \n",
      "\u001b[?25hCollecting tensorflow>=2.5.0\n",
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      "     |████████████████████████████████| 458.3 MB 6.9 kB/s             B 44.2 MB/s eta 0:00:03\n",
      "\u001b[?25hCollecting wrapt>=1.11.0\n",
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      "  Preparing metadata (setup.py) ... \u001b[?25ldone\n",
      "\u001b[?25hCollecting typing-extensions>=3.6.6\n",
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      "     |████████████████████████████████| 132 kB 48.9 MB/s            \n",
      "\u001b[?25hCollecting h5py>=2.9.0\n",
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      "     |████████████████████████████████| 4.0 MB 33.1 MB/s            \n",
      "\u001b[?25hCollecting gast<0.5.0,>=0.2.1\n",
      "  Downloading gast-0.4.0-py3-none-any.whl (9.8 kB)\n",
      "Collecting tensorflow>=2.5.0\n",
      "  Downloading tensorflow-2.6.1-cp37-cp37m-manylinux2010_x86_64.whl (458.3 MB)\n",
      "     |████████████████████████████████| 458.3 MB 10 kB/s              \n",
      "\u001b[?25h  Downloading tensorflow-2.6.0-cp37-cp37m-manylinux2010_x86_64.whl (458.3 MB)\n",
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      "\u001b[?25hCollecting flatbuffers<3.0,>=1.12\n",
      "  Downloading flatbuffers-1.12-py2.py3-none-any.whl (15 kB)\n",
      "Collecting clang~=5.0\n",
      "  Downloading clang-5.0.tar.gz (30 kB)\n",
      "  Preparing metadata (setup.py) ... \u001b[?25ldone\n",
      "\u001b[?25hCollecting six\n",
      "  Downloading six-1.15.0-py2.py3-none-any.whl (10 kB)\n",
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      "Collecting cached-property\n",
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      "Building wheels for collected packages: clang, wrapt\n",
      "  Building wheel for clang (setup.py) ... \u001b[?25ldone\n",
      "\u001b[?25h  Created wheel for clang: filename=clang-5.0-py3-none-any.whl size=30692 sha256=6297055d7877b0a990327ea3033f0fe5f9350387afa4bf7c04bda3533212985b\n",
      "  Stored in directory: /home/jupyter/.cache/pip/wheels/98/91/04/971b4c587cf47ae952b108949b46926f426c02832d120a082a\n",
      "  Building wheel for wrapt (setup.py) ... \u001b[?25ldone\n",
      "\u001b[?25h  Created wheel for wrapt: filename=wrapt-1.12.1-cp37-cp37m-linux_x86_64.whl size=76317 sha256=4411b71ca1428098f8df7a0188249e38ebbfc0c83ae966a98717a9453aa0f75b\n",
      "  Stored in directory: /home/jupyter/.cache/pip/wheels/62/76/4c/aa25851149f3f6d9785f6c869387ad82b3fd37582fa8147ac6\n",
      "Successfully built clang wrapt\n",
      "Installing collected packages: typing-extensions, six, cached-property, absl-py, wrapt, tensorflow-estimator, keras-preprocessing, keras, h5py, gast, flatbuffers, clang, astunparse, tensorflow-hub, tensorflow, tensorflow-text, tf-models-official\n",
      "  Attempting uninstall: typing-extensions\n",
      "    Found existing installation: typing-extensions 3.10.0.2\n",
      "    Uninstalling typing-extensions-3.10.0.2:\n",
      "      Successfully uninstalled typing-extensions-3.10.0.2\n",
      "  Attempting uninstall: six\n",
      "    Found existing installation: six 1.16.0\n",
      "    Uninstalling six-1.16.0:\n",
      "      Successfully uninstalled six-1.16.0\n",
      "  Attempting uninstall: absl-py\n",
      "    Found existing installation: absl-py 0.8.1\n",
      "    Uninstalling absl-py-0.8.1:\n",
      "      Successfully uninstalled absl-py-0.8.1\n",
      "\u001b[31mERROR: Could not install packages due to an OSError: [Errno 13] Permission denied: '_exceptions.cpython-37.pyc'\n",
      "Consider using the `--user` option or check the permissions.\n",
      "\u001b[0m\n"
     ]
    }
   ],
   "source": [
    "!pip install tf-models-official"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "489a2822-8594-430b-b62b-18c56b64a275",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "environment": {
   "kernel": "python3",
   "name": "tf2-gpu.2-1.m84",
   "type": "gcloud",
   "uri": "gcr.io/deeplearning-platform-release/tf2-gpu.2-1:m84"
  },
  "kernelspec": {
   "display_name": "Python 3",
   "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": "3.7.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}