fixed pipeline to use Kubeflow instead of using Tekton

Author: Milstein

1_experiment_train.ipynb

@@ -171,7 +171,7 @@
  "metadata": {
   "celltoolbar": "Raw Cell Format",
   "kernelspec": {
-   "display_name": "Python 3.9",
+   "display_name": "Python 3.11",
    "language": "python",
    "name": "python3"
   },
@@ -185,7 +185,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.18"
+   "version": "3.11.9"
   }
  },
  "nbformat": 4,

2_save_model.ipynb

@@ -55,7 +55,6 @@
    "source": [
     "import requests\n",
     "\n",
-    "\n",
     "def rest_request(data):\n",
     "    json_data = {\n",
     "        \"inputs\": [\n",
@@ -182,7 +181,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": "Python 3.11",
    "language": "python",
    "name": "python3"
   },
@@ -196,7 +195,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.11.2"
+   "version": "3.11.9"
   }
  },
  "nbformat": 4,

3_rest_requests_multi_model.ipynb

@@ -29,8 +29,8 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "!pip install grpcio grpcio-tools\n",
-    "!pip install --upgrade pip"
+    "!pip install --upgrade pip\n",
+    "!pip install grpcio grpcio-tools"
    ]
   },
   {
@@ -70,7 +70,6 @@
     "import utils.grpc_predict_v2_pb2 as grpc_predict_v2_pb2\n",
     "import utils.grpc_predict_v2_pb2_grpc as grpc_predict_v2_pb2_grpc\n",
     "\n",
-    "\n",
     "channel = grpc.insecure_channel(f\"{grpc_host}:{grpc_port}\")\n",
     "stub = grpc_predict_v2_pb2_grpc.GRPCInferenceServiceStub(channel)\n",
     "\n",
@@ -236,7 +235,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": "Python 3.11",
    "language": "python",
    "name": "python3"
   },
@@ -250,7 +249,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.11.2"
+   "version": "3.11.9"
   }
  },
  "nbformat": 4,

4_grpc_requests_multi_model.ipynb

@@ -29,12 +29,12 @@
               "kubernetes_tolerations": [],
               "mounted_volumes": [],
               "filename": "1_experiment_train.ipynb",
-              "runtime_image": "quay.io/modh/runtime-images@sha256:ba76fd74b7595329a23f710485a7701caa0a7b495e60c89a23d5338ca13cf2e2"
+              "runtime_image": "quay.io/modh/runtime-images@sha256:4c3098b7a369b8dad113be97f35ea202dde0a03d3d08a2c010e3b81209b39735"
             },
             "label": "",
             "ui_data": {
               "label": "1_experiment_train.ipynb",
-              "image": "/notebook/<your-namespace>/fraud-detection/static/elyra/notebook.svg",
+              "image": "/notebook/nerc-demo-5b7ce1/fraud-detection/static/elyra/notebook.svg",
               "x_pos": 118.00000381469727,
               "y_pos": 221,
               "description": "Run notebook file"
@@ -113,14 +113,15 @@
               "kubernetes_shared_mem_size": {},
               "kubernetes_tolerations": [],
               "mounted_volumes": [],
-              "filename": "2_save_model.ipynb"
+              "filename": "2_save_model.ipynb",
+              "runtime_image": "quay.io/modh/runtime-images@sha256:4c3098b7a369b8dad113be97f35ea202dde0a03d3d08a2c010e3b81209b39735"
             },
             "label": "",
             "ui_data": {
               "label": "2_save_model.ipynb",
-              "image": "/notebook/<your-namespace>/fraud-detection/static/elyra/notebook.svg",
+              "image": "/notebook/nerc-demo-5b7ce1/fraud-detection/static/elyra/notebook.svg",
               "x_pos": 387,
-              "y_pos": 221,
+              "y_pos": 220,
               "description": "Run notebook file"
             }
           },
@@ -172,18 +173,18 @@
           "runtime": "Data Science Pipelines",
           "pipeline_defaults": {
             "kubernetes_shared_mem_size": {},
-            "kubernetes_tolerations": [],
+            "kubernetes_pod_labels": [],
             "mounted_volumes": [],
+            "kubernetes_tolerations": [],
             "kubernetes_pod_annotations": [],
-            "kubernetes_pod_labels": [],
-            "env_vars": [],
             "kubernetes_secrets": [],
-            "runtime_image": "quay.io/modh/runtime-images@sha256:ba76fd74b7595329a23f710485a7701caa0a7b495e60c89a23d5338ca13cf2e2"
+            "env_vars": [],
+            "runtime_image": "quay.io/modh/runtime-images@sha256:4c3098b7a369b8dad113be97f35ea202dde0a03d3d08a2c010e3b81209b39735"
           }
         }
       },
       "runtime_ref": ""
     }
   ],
   "schemas": []
-}
+}