debug: create repo

notebooks/official/model_evaluation/custom_tabular_classification_model_evaluation.ipynb

@@ -29,7 +29,7 @@
         "id": "JAPoU8Sm5E6e"
       },
       "source": [
-        "# Vertex AI Pipelines: Evaluating BatchPrediction results from a Custom Tabular classification model\n",
+        "# Vertex AI Pipelines: Evaluating BatchPrediction results from a custom tabular classification model\n",
         "\n",
         "<table align=\"left\">\n",
         "\n",
@@ -151,15 +151,16 @@
       "outputs": [],
       "source": [
         "# Install the latest versions of the following packages\n",
-        "! pip3 install --upgrade google-cloud-aiplatform \\\n",
-        "                            google-cloud-pipeline-components==1.0.26 \\\n",
-        "                            matplotlib \\\n",
-        "                            pyarrow -q\n",
+        "! pip3 install --upgrade --quiet google-cloud-aiplatform \\\n",
+        "                                 google-cloud-pipeline-components==1.0.26 \\\n",
+        "                                 matplotlib \\\n",
+        "                                 pyarrow \n",
         "# Install the specified versions of the following packages\n",
-        "! pip3 install scikit-learn==1.0 \\\n",
-        "                  pandas \\\n",
-        "                  joblib==1.2.0 \\\n",
-        "                  numpy==1.23.3 -q"
+        "! pip3 install --quiet scikit-learn==1.0 \\\n",
+        "                       pandas \\\n",
+        "                       joblib==1.2.0 \\\n",
+        "                       numpy==1.23.3 \\\n",
+        "                       db-dtypes"
       ]
     },
     {
@@ -401,12 +402,25 @@
       },
       "outputs": [],
       "source": [
-        "if SERVICE_ACCOUNT == \"[your-service-account]\":\n",
-        "    shell_output = ! gcloud projects list --filter=\"PROJECT_ID:'{PROJECT_ID}'\" --format='value(PROJECT_NUMBER)'\n",
-        "    PROJECT_NUMBER = shell_output[0]\n",
-        "    SERVICE_ACCOUNT = f\"{PROJECT_NUMBER}-compute@developer.gserviceaccount.com\"\n",
+        "import sys\n",
         "\n",
-        "print(\"Service Account:\", SERVICE_ACCOUNT)"
+        "IS_COLAB = \"google.colab\" in sys.modules\n",
+        "if (\n",
+        "    SERVICE_ACCOUNT == \"\"\n",
+        "    or SERVICE_ACCOUNT is None\n",
+        "    or SERVICE_ACCOUNT == \"[your-service-account]\"\n",
+        "):\n",
+        "    # Get your service account from gcloud\n",
+        "    if not IS_COLAB:\n",
+        "        shell_output = !gcloud auth list 2>/dev/null\n",
+        "        SERVICE_ACCOUNT = shell_output[2].replace(\"*\", \"\").strip()\n",
+        "\n",
+        "    else:  # IS_COLAB:\n",
+        "        shell_output = ! gcloud projects describe  $PROJECT_ID\n",
+        "        project_number = shell_output[-1].split(\":\")[1].strip().replace(\"'\", \"\")\n",
+        "        SERVICE_ACCOUNT = f\"{project_number}-compute@developer.gserviceaccount.com\"\n",
+        "\n",
+        "    print(\"Service Account:\", SERVICE_ACCOUNT)"
       ]
     },
     {
@@ -1035,6 +1049,34 @@
         "RUN pip install -r requirements.txt"
       ]
     },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "OrpUIkAIs_uQ"
+      },
+      "source": [
+        "#### Create a private Docker repository\n",
+        "\n",
+        "Your first step is to create your own Docker repository in Google Artifact Registry."
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "id": "0amu4063tDnG"
+      },
+      "outputs": [],
+      "source": [
+        "import os\n",
+        "\n",
+        "! gcloud services enable artifactregistry.googleapis.com\n",
+        "\n",
+        "if os.getenv(\"IS_TESTING\"):\n",
+        "    ! sudo apt-get update --yes && sudo apt-get --only-upgrade --yes install google-cloud-sdk-cloud-run-proxy google-cloud-sdk-harbourbridge google-cloud-sdk-cbt google-cloud-sdk-gke-gcloud-auth-plugin google-cloud-sdk-kpt google-cloud-sdk-local-extract google-cloud-sdk-minikube google-cloud-sdk-app-engine-java google-cloud-sdk-app-engine-go google-cloud-sdk-app-engine-python google-cloud-sdk-spanner-emulator google-cloud-sdk-bigtable-emulator google-cloud-sdk-nomos google-cloud-sdk-package-go-module google-cloud-sdk-firestore-emulator kubectl google-cloud-sdk-datastore-emulator google-cloud-sdk-app-engine-python-extras google-cloud-sdk-cloud-build-local google-cloud-sdk-kubectl-oidc google-cloud-sdk-anthos-auth google-cloud-sdk-app-engine-grpc google-cloud-sdk-pubsub-emulator google-cloud-sdk-datalab google-cloud-sdk-skaffold google-cloud-sdk google-cloud-sdk-terraform-tools google-cloud-sdk-config-connector\n",
+        "    ! gcloud components update --quiet"
+      ]
+    },
     {
       "cell_type": "markdown",
       "metadata": {