{
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  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "df50504b-9d55-47f9-bdd0-9a14338d9ed7",
   "metadata": {},
   "source": [
    "# Delete SageMaker resources\n",
    "\n",
    "Delete the endpoint, model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "973d7e56-8f9a-400d-bd0b-d743ca2234a5",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Imports\n",
    "import boto3\n",
    "import time\n",
    "import sagemaker"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "df7c6235-f01b-4543-84a9-e95974c7ed48",
   "metadata": {},
   "outputs": [],
   "source": [
    "sagemaker_session  = sagemaker.session.Session()\n",
    "role = sagemaker.get_execution_role()\n",
    "bucket = sagemaker.session.Session().default_bucket()\n",
    "\n",
    "sagemaker_client = boto3.client('sagemaker')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "33f0273a-0396-4967-9714-58d5c487b940",
   "metadata": {},
   "outputs": [],
   "source": [
    "%store -r"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "7a147353-1ae8-4252-905e-1dc3ec127f4e",
   "metadata": {},
   "source": [
    "# 1. Delete Endpoint"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "62a79a27-bcdc-456d-b5c0-3d1d589db68a",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Delete the endpoint\n",
    "sagemaker_client.delete_endpoint(\n",
    "    EndpointName=endpoint_name\n",
    ")\n",
    "print(f\"Endpoint '{endpoint_name}' deleted.\")\n",
    "time.sleep(10)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "08d9d7b4-48bd-433f-9433-556cd1f0f01f",
   "metadata": {},
   "source": [
    "# 2. Delete Endpoint configuration"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e2fc1ac7-2c51-4e07-9544-477d23d7ce99",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Delete the endpoint config\n",
    "sagemaker_client.delete_endpoint_config(\n",
    "    EndpointConfigName=endpoint_config_name\n",
    ")\n",
    "print(f\"Endpoint config '{endpoint_config_name}' deleted.\")\n",
    "\n",
    "time.sleep(10)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "c3c42105-cc88-4007-8bb9-9c2b45d0af8d",
   "metadata": {},
   "source": [
    "# 3. Delete Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "fed3b5b0-60b7-4d7d-a726-81e51445e7f7",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Delete the model\n",
    "sagemaker_client.delete_model(\n",
    "    ModelName=model_name\n",
    ")\n",
    "print(f\"Model '{model_name}' deleted.\")"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "f4191ce8-9e49-4504-8820-fc8a1ed17266",
   "metadata": {},
   "source": [
    "# 4. Delete S3 files(model, code)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "859a0bd3-e3ed-4736-bc99-d88e9692126b",
   "metadata": {},
   "outputs": [],
   "source": [
    "s3_path = \"s3://{}/{}/\".format(bucket, 'ncf')\n",
    "\n",
    "! aws s3 rm {s3_path} --recursive"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "267b724c-caad-480b-9a7c-e85436cd35c9",
   "metadata": {
    "tags": []
   },
   "source": [
    "### Delete local stored variable\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c09d2261-2a45-498b-88ac-faeed40f274b",
   "metadata": {},
   "outputs": [],
   "source": [
    "%store -Z"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "21678f54-1178-44b4-83d5-3af7b6eff7d9",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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