From 403801dae2cc2f2178c3c5a072c4f24af0c6f98c Mon Sep 17 00:00:00 2001
From: Swaraj Kumar <swaraj.kumar@samsung.com>
Date: Fri, 7 Feb 2025 13:52:53 +0530
Subject: [PATCH] Removal of direct kubeflow innvocation from Retrain Pipeline

Change-Id: I6513ecadb7372214f15f591e647963d9655f54c5
Signed-off-by: Swaraj Kumar <swaraj.kumar@samsung.com>
---
 kf-pipelines/qoe-pipeline-retrain-2.ipynb | 42 +++----------------------------
 1 file changed, 3 insertions(+), 39 deletions(-)

diff --git a/kf-pipelines/qoe-pipeline-retrain-2.ipynb b/kf-pipelines/qoe-pipeline-retrain-2.ipynb
index 7604066..e339505 100644
--- a/kf-pipelines/qoe-pipeline-retrain-2.ipynb
+++ b/kf-pipelines/qoe-pipeline-retrain-2.ipynb
@@ -129,11 +129,12 @@
     "    else:\n",
     "        print(f'Zip file not found: {zip_file_path}')\n",
     "\n",
-    "    # Load the model in SavedModel format\n",
     "    # Path to the directory containing the saved model\n",
     "    model_path = f\"./Model/{modelversion}\"\n",
-    "        \n",
+    "\n",
+    "    # Load the model in SavedModel format     \n",
     "    model = tf.keras.models.load_model(model_path)\n",
+    "    \n",
     "    model.compile(loss='mse', optimizer='adam', metrics=['mse'])\n",
     "    model.summary()\n",
     "\n",
@@ -242,43 +243,6 @@
     "requests.post(\"http://tm.traininghost:32002/pipelines/{}/upload\".format(pipeline_name), files={'file':open(pipeline_file,'rb')})"
    ]
   },
-  {
-   "cell_type": "code",
-   "execution_count": 14,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<a href=\"http://ml-pipeline-ui.kubeflow:80/#/experiments/details/c7714054-ee78-484d-ae94-086901f98693\" target=\"_blank\" >Experiment details</a>."
-      ],
-      "text/plain": [
-       "<IPython.core.display.HTML object>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/html": [
-       "<a href=\"http://ml-pipeline-ui.kubeflow:80/#/runs/details/86ef1c74-2978-4a1d-9743-831b9b9c9dfe\" target=\"_blank\" >Run details</a>."
-      ],
-      "text/plain": [
-       "<IPython.core.display.HTML object>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "from kfp.client import Client\n",
-    "client = Client(host='http://ml-pipeline-ui.kubeflow:80')\n",
-    "# client.upload_pipeline_version(pipeline_package_path='pipeline.yaml',pipeline_version_name='v2', pipeline_name='sample-pipeline')\n",
-    "result = client.create_run_from_pipeline_package('qoe_model_pipeline_retrain_2.yaml', arguments={'trainingjob_name':'testing_influxdb_301', 'epochs':'5', 'version':'1'})"
-   ]
-  },
   {
    "cell_type": "code",
    "execution_count": null,
-- 
2.16.6