Jeffshep/fixbankmarketing (#2728)

Fix the automl-classification-task-bankmarketing.ipynb sample notebook to work in the case were a new curated environment is being tested.

sdk/python/jobs/automl-standalone-jobs/automl-classification-task-bankmarketing/automl-classification-task-bankmarketing.ipynb

@@ -77,6 +77,7 @@
    "cell_type": "code",
    "execution_count": null,
    "metadata": {
+    "collapsed": false,
     "gather": {
      "logged": 1634852261744
     },
@@ -256,6 +257,7 @@
    "cell_type": "code",
    "execution_count": null,
    "metadata": {
+    "collapsed": false,
     "gather": {
      "logged": 1634852262026
     },
@@ -314,6 +316,7 @@
    "cell_type": "code",
    "execution_count": null,
    "metadata": {
+    "collapsed": false,
     "gather": {
      "logged": 1634852267930
     },
@@ -936,6 +939,26 @@
     "print(\"Artifacts: {}\".format(os.listdir(local_path)))"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Find the curated environment used for training\n",
+    "\n",
+    "import yaml\n",
+    "\n",
+    "model_file = os.path.join(local_dir, \"outputs\", \"mlflow-model\", \"MLmodel\")\n",
+    "\n",
+    "with open(model_file, \"r\") as model_stream:\n",
+    "    model_yaml = yaml.safe_load(model_stream)\n",
+    "    training_environment_name = (\n",
+    "        \"AzureML-AutoML:\" + model_yaml[\"metadata\"][\"azureml.base_image\"].split(\":\")[-1]\n",
+    "    )\n",
+    "    print(\"Training emvironment {}\".format(training_environment_name))"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -955,7 +978,7 @@
     "    code=\"./artifact_downloads/outputs/generated_code/\",\n",
     "    command=command_str,\n",
     "    tags=dict(automl_child_run_id=best_run.info.run_id),\n",
-    "    environment=\"AzureML-AutoML@latest\",\n",
+    "    environment=training_environment_name,\n",
     "    compute=compute_name,\n",
     "    experiment_name=exp_name,\n",
     ")\n",