doc: update example for better nubison integration

example/model.ipynb

@@ -9,7 +9,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -56,22 +56,22 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "2024/11/28 14:29:24 WARNING mlflow.utils.requirements_utils: Detected one or more mismatches between the model's dependencies and the current Python environment:\n",
+      "2024/11/28 16:58:19 WARNING mlflow.utils.requirements_utils: Detected one or more mismatches between the model's dependencies and the current Python environment:\n",
       " - nubison-model (current: 0.0.2.dev3+3e1558a.20241118053748, required: nubison-model==0.0.1)\n",
       "To fix the mismatches, call `mlflow.pyfunc.get_model_dependencies(model_uri)` to fetch the model's environment and install dependencies using the resulting environment file.\n",
-      "2024/11/28 14:29:24 WARNING mlflow.models.model: Model logged without a signature and input example. Please set `input_example` parameter when logging the model to auto infer the model signature.\n",
-      "Registered model 'Default' already exists. Creating a new version of this model...\n",
-      "2024/11/28 14:29:24 INFO mlflow.store.model_registry.abstract_store: Waiting up to 300 seconds for model version to finish creation. Model name: Default, version 141\n",
-      "Created version '141' of model 'Default'.\n",
-      "2024/11/28 14:29:24 INFO mlflow.tracking._tracking_service.client: 🏃 View run bittersweet-wren-934 at: http://127.0.0.1:5000/#/experiments/0/runs/f6de73428f38482f9d4ee6ae86494793.\n",
-      "2024/11/28 14:29:24 INFO mlflow.tracking._tracking_service.client: 🧪 View experiment at: http://127.0.0.1:5000/#/experiments/0.\n"
+      "2024/11/28 16:58:19 WARNING mlflow.models.model: Model logged without a signature and input example. Please set `input_example` parameter when logging the model to auto infer the model signature.\n",
+      "Registered model 'nubison_model' already exists. Creating a new version of this model...\n",
+      "2024/11/28 16:58:20 INFO mlflow.store.model_registry.abstract_store: Waiting up to 300 seconds for model version to finish creation. Model name: nubison_model, version 8\n",
+      "Created version '8' of model 'nubison_model'.\n",
+      "2024/11/28 16:58:20 INFO mlflow.tracking._tracking_service.client: 🏃 View run bustling-mare-593 at: https://model.nubison.io/#/experiments/1207/runs/dbebfd0f99594a0fa1c67a6a00b3e270.\n",
+      "2024/11/28 16:58:20 INFO mlflow.tracking._tracking_service.client: 🧪 View experiment at: https://model.nubison.io/#/experiments/1207.\n"
      ]
     },
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Model registered: runs:/f6de73428f38482f9d4ee6ae86494793/\n"
+      "Model registered: runs:/dbebfd0f99594a0fa1c67a6a00b3e270/\n"
      ]
     }
    ],
@@ -81,7 +81,7 @@
     "\n",
     "# Register the user model\n",
     "# The `artifact_dirs` argument specifies the folders containing the files used by the model class.\n",
-    "model_id = register(UserModel(), artifact_dirs=\"src\", params={\"desc\": \"This is a test model\"}, metrics={\"train_score\": 0.9, \"val_score\": 0.8, \"test_score\": 0.7})\n",
+    "model_id = register(UserModel(), mlflow_uri=\"https://model.nubison.io\", model_name=\"nubison_model\", artifact_dirs=\"src\", params={\"desc\": \"This is a test model\"}, metrics={\"train\": 0.9, \"validation\": 0.8, \"test\": 0.7})\n",
     "print(f\"Model registered: {model_id}\")\n"
    ]
   },