SIENTIAPDE-1222

SIENTIAPDE-1214: Enhance MLFlow and tests with datetime index handling and logging improvements

- Added a new method in MLFlow to detect and parse datetime indices in DataFrames, ensuring proper format and raising errors for invalid types.
- Updated prediction workflows to utilize the new datetime index handling, improving data integrity during transformations.
- Enhanced logging in model_repository to include detailed data outputs for better traceability.
- Adjusted timeout settings in prediction workflows for improved execution time management.
- Updated tests.ipynb to include additional checks for index types and outputs for better validation of functionality.

tests.ipynb

@@ -404,6 +404,60 @@
     "print(len(b))\n",
     "print(b.size)\n"
    ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "f3374174",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'str'>\n",
+      "All elements in index are of the same type\n"
+     ]
+    }
+   ],
+   "source": [
+    "from pandas import DataFrame\n",
+    "\n",
+    "data = DataFrame({\n",
+    "    \"a\": {\"2025-01-01\": 1, \"2025-01-02\": 2, \"2025-01-03\": 3},\n",
+    "    \"b\": {\"2025-01-01\": 4, \"2025-01-02\": 5, \"2025-01-03\": 6},\n",
+    "})\n",
+    "\n",
+    "index = data.index\n",
+    "\n",
+    "# Get type of first element of index\n",
+    "index_type = type(index[0])\n",
+    "\n",
+    "print(index_type)\n",
+    "\n",
+    "# Check if all in index are of the same type\n",
+    "if all(isinstance(i, index_type) for i in index):\n",
+    "    print(\"All elements in index are of the same type\")\n",
+    "else:\n",
+    "    print(\"Elements in index are of different types\")\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "40e72c60",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "1fbb3788",
+   "metadata": {},
+   "outputs": [],
+   "source": []
   }
  ],
  "metadata": {