Fetch model from known prefix

Author: Niklas Palm

05_deployment/sagemaker-deploy-model-for-inference.ipynb

@@ -111,10 +111,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "# Get S3 URI of the model artifact\n",
-    "s3_client = boto3.client('s3')\n",
-    "model_dir = s3_client.list_objects_v2(Bucket=bucket, Delimiter='/', Prefix=f'{prefix}/{prefix}')['CommonPrefixes'][-1]['Prefix']\n",
-    "bird_model_path = f's3://{bucket}/{model_dir}output/model.tar.gz'\n",
+    "bird_model_path = f's3://{bucket}/{prefix}/outputs/model/model.tar.gz'\n",
     "print(f'bird_model_path: {bird_model_path}')"
    ]
   },
@@ -175,9 +172,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 5,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "---!Endpoint [tensorflow-inference-2022-11-06-20-50-11-918] deployed\n"
+     ]
+    }
+   ],
    "source": [
     "from sagemaker.tensorflow import TensorFlowModel\n",
     "\n",
@@ -223,7 +228,23 @@
    "cell_type": "code",
    "execution_count": null,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "update_endpoint is a no-op in sagemaker>=2.\n",
+      "See: https://sagemaker.readthedocs.io/en/stable/v2.html for details.\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-"
+     ]
+    }
+   ],
    "source": [
     "from sagemaker.tensorflow import TensorFlowModel\n",
     "\n",
@@ -347,13 +368,6 @@
     "    cv_utils.predict_bird_from_file(inputfile,predictor,possible_classes)"
    ]
   },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Clean Up"
-   ]
-  },
   {
    "cell_type": "code",
    "execution_count": null,
@@ -367,7 +381,7 @@
   "kernelspec": {
    "display_name": "Python 3 (Data Science)",
    "language": "python",
-   "name": "python3__SAGEMAKER_INTERNAL__arn:aws:sagemaker:us-east-1:081325390199:image/datascience-1.0"
+   "name": "python3__SAGEMAKER_INTERNAL__arn:aws:sagemaker:eu-west-1:470317259841:image/datascience-1.0"
   },
   "language_info": {
    "codemirror_mode": {