updating benchmarks in 4.3 to the sync

Author: manu-sj

benchmarks/online-inference-pipeline/1_fraud_online_feature_pipeline.ipynb

@@ -101,7 +101,7 @@
    "source": [
     "# Read the profiles data from a CSV file\n",
     "profiles_df = pd.read_csv(\n",
-    "    \"https://repo.hops.works/branch-4.3/hopsworks-tutorials/data/card_fraud_online/profiles.csv\", \n",
+    "    \"https://repo.hops.works/master/hopsworks-tutorials/data/card_fraud_online/profiles.csv\", \n",
     "    parse_dates=[\"birthdate\"],\n",
     ")\n",
     "\n",
@@ -223,7 +223,7 @@
    "source": [
     "# Read the transactions data from a CSV file\n",
     "trans_df = pd.read_csv(\n",
-    "    \"https://repo.hops.works/branch-4.3/hopsworks-tutorials/data/card_fraud_online/transactions.csv\", \n",
+    "    \"https://repo.hops.works/master/hopsworks-tutorials/data/card_fraud_online/transactions.csv\", \n",
     "    parse_dates=[\"datetime\"],\n",
     ")\n",
     "\n",
@@ -418,11 +418,11 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "2025-06-26 10:51:40,162 INFO: Initializing external client\n",
-      "2025-06-26 10:51:40,162 INFO: Base URL: https://10.87.42.15:28181\n",
-      "2025-06-26 10:51:40,956 INFO: Python Engine initialized.\n",
+      "2025-06-26 17:24:25,984 INFO: Initializing external client\n",
+      "2025-06-26 17:24:25,984 INFO: Base URL: https://10.87.43.79:28181\n",
+      "2025-06-26 17:24:26,739 INFO: Python Engine initialized.\n",
       "\n",
-      "Logged in to project, explore it here https://10.87.42.15:28181/p/119\n"
+      "Logged in to project, explore it here https://10.87.43.79:28181/p/119\n"
      ]
     }
    ],
@@ -463,14 +463,14 @@
      "output_type": "stream",
      "text": [
       "Feature Group created successfully, explore it at \n",
-      "https://10.87.42.15:28181/p/119/fs/67/fg/1037\n"
+      "https://10.87.43.79:28181/p/119/fs/67/fg/13\n"
      ]
     },
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "Uploading Dataframe: 100.00% |█████████████████████████████████████████████████████████████████████████████████████████████████| Rows 365112/365112 | Elapsed Time: 02:18 | Remaining Time: 00:00\n"
+      "Uploading Dataframe: 100.00% |█████████████████████████████████████████████████████████████████████████████████████████████████| Rows 365112/365112 | Elapsed Time: 02:06 | Remaining Time: 00:00\n"
      ]
     },
     {
@@ -479,7 +479,7 @@
      "text": [
       "Launching job: transactions_fraud_online_fg_1_offline_fg_materialization\n",
       "Job started successfully, you can follow the progress at \n",
-      "https://10.87.42.15:28181/p/119/jobs/named/transactions_fraud_online_fg_1_offline_fg_materialization/executions\n",
+      "https://10.87.43.79:28181/p/119/jobs/named/transactions_fraud_online_fg_1_offline_fg_materialization/executions\n",
       "✅ Done!\n"
      ]
     }
@@ -532,7 +532,7 @@
      "output_type": "stream",
      "text": [
       "Feature Group created successfully, explore it at \n",
-      "https://10.87.42.15:28181/p/119/fs/67/fg/1038\n"
+      "https://10.87.43.79:28181/p/119/fs/67/fg/14\n"
      ]
     },
     {
@@ -548,7 +548,7 @@
      "text": [
       "Launching job: profile_fraud_online_fg_1_offline_fg_materialization\n",
       "Job started successfully, you can follow the progress at \n",
-      "https://10.87.42.15:28181/p/119/jobs/named/profile_fraud_online_fg_1_offline_fg_materialization/executions\n",
+      "https://10.87.43.79:28181/p/119/jobs/named/profile_fraud_online_fg_1_offline_fg_materialization/executions\n",
       "✅ Done!\n"
      ]
     }
@@ -584,28 +584,6 @@
     "    profile_fg.update_feature_description(desc[\"name\"], desc[\"description\"])"
    ]
   },
-  {
-   "cell_type": "code",
-   "execution_count": 13,
-   "id": "25199ca6-a3ad-4780-8cc9-580549bc204a",
-   "metadata": {},
-   "outputs": [
-    {
-     "ename": "AttributeError",
-     "evalue": "'Project' object has no attribute '_api_key_value'",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
-      "Cell \u001b[0;32mIn[13], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[43mproject\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_api_key_value\u001b[49m\n",
-      "\u001b[0;31mAttributeError\u001b[0m: 'Project' object has no attribute '_api_key_value'"
-     ]
-    }
-   ],
-   "source": [
-    "project._api_key_value"
-   ]
-  },
   {
    "cell_type": "code",
    "execution_count": null,