TF-Minions-Spongebob-Classification-Part5.ipynb

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     "text": [
      "export_path = docker\\models\\model\\1\n",
      "\n",
      "WARNING:tensorflow:From C:\\Users\\easlai\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\tensorflow_core\\python\\ops\\resource_variable_ops.py:1786: calling BaseResourceVariable.__init__ (from tensorflow.python.ops.resource_variable_ops) with constraint is deprecated and will be removed in a future version.\n",
      "Instructions for updating:\n",
      "If using Keras pass *_constraint arguments to layers.\n",
      "INFO:tensorflow:Assets written to: docker\\models\\model\\1\\assets\n",
      "\n",
      "Saved model\n"
     ]
    }
   ],
   "source": [
    "# Fetch the Keras session and save the model\n",
    "# The signature definition is defined by the input and output tensors, and stored with the default serving key\n",
    "import tempfile\n",
    "\n",
    "MODEL_DIR = 'docker\\models\\model'\n",
    "version = 1\n",
    "export_path = os.path.join(MODEL_DIR, str(version))\n",
    "print('export_path = {}\\n'.format(export_path))\n",
    "\n",
    "tf.keras.models.save_model(\n",
    "    model,\n",
    "    export_path,\n",
    "    overwrite=True,\n",
    "    include_optimizer=True,\n",
    "    save_format=None,\n",
    "    signatures=None,\n",
    "    options=None\n",
    ")\n",
    "\n",
    "print('\\nSaved model')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'docker\\\\zip_models\\\\1.zip'"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Packaging model file as zip for later on DevOps integration use\n",
    "import shutil\n",
    "model_version = str(version)\n",
    "shutil.make_archive(model_version, 'zip', 'docker\\models\\model')\n",
    "model_version_source = str(version) + '.zip'\n",
    "model_version_dest = \"docker\\\\zip_models\\\\\" + model_version + '.zip'\n",
    "shutil.move(model_version_source, model_version_dest)"
   ]
  }
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