diff --git a/source/examples/xgboost-azure-mnmg-daskcloudprovider/notebook.ipynb b/source/examples/xgboost-azure-mnmg-daskcloudprovider/notebook.ipynb
index 58740e0a..a6292b9e 100644
--- a/source/examples/xgboost-azure-mnmg-daskcloudprovider/notebook.ipynb
+++ b/source/examples/xgboost-azure-mnmg-daskcloudprovider/notebook.ipynb
@@ -106,95 +106,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": null,
    "metadata": {
     "tags": []
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Requirement already satisfied: adlfs in /home/skirui/anaconda3/envs/deployment-docs-dev/lib/python3.9/site-packages (2023.4.0)\n",
-      "Requirement already satisfied: azure-datalake-store<0.1,>=0.0.46 in /home/skirui/anaconda3/envs/deployment-docs-dev/lib/python3.9/site-packages (from adlfs) (0.0.53)\n",
-      "Requirement already satisfied: aiohttp>=3.7.0 in /home/skirui/anaconda3/envs/deployment-docs-dev/lib/python3.9/site-packages (from adlfs) (3.8.5)\n",
-      "Requirement already satisfied: azure-storage-blob>=12.12.0 in /home/skirui/anaconda3/envs/deployment-docs-dev/lib/python3.9/site-packages (from adlfs) (12.17.0)\n",
-      "Requirement already satisfied: azure-identity in /home/skirui/anaconda3/envs/deployment-docs-dev/lib/python3.9/site-packages (from adlfs) (1.13.0)\n",
-      "Requirement already satisfied: azure-core<2.0.0,>=1.23.1 in /home/skirui/anaconda3/envs/deployment-docs-dev/lib/python3.9/site-packages (from adlfs) (1.28.0)\n",
-      "Requirement already satisfied: fsspec>=2021.10.1 in /home/skirui/anaconda3/envs/deployment-docs-dev/lib/python3.9/site-packages (from adlfs) (2023.6.0)\n",
-      "Requirement already satisfied: yarl<2.0,>=1.0 in /home/skirui/anaconda3/envs/deployment-docs-dev/lib/python3.9/site-packages (from aiohttp>=3.7.0->adlfs) (1.9.2)\n",
-      "Requirement already satisfied: attrs>=17.3.0 in /home/skirui/anaconda3/envs/deployment-docs-dev/lib/python3.9/site-packages (from aiohttp>=3.7.0->adlfs) (22.2.0)\n",
-      "Requirement already satisfied: aiosignal>=1.1.2 in /home/skirui/anaconda3/envs/deployment-docs-dev/lib/python3.9/site-packages (from aiohttp>=3.7.0->adlfs) (1.3.1)\n",
-      "Requirement already satisfied: multidict<7.0,>=4.5 in /home/skirui/anaconda3/envs/deployment-docs-dev/lib/python3.9/site-packages (from aiohttp>=3.7.0->adlfs) (6.0.4)\n",
-      "Requirement already satisfied: async-timeout<5.0,>=4.0.0a3 in /home/skirui/anaconda3/envs/deployment-docs-dev/lib/python3.9/site-packages (from aiohttp>=3.7.0->adlfs) (4.0.2)\n",
-      "Requirement already satisfied: charset-normalizer<4.0,>=2.0 in /home/skirui/anaconda3/envs/deployment-docs-dev/lib/python3.9/site-packages (from aiohttp>=3.7.0->adlfs) (2.1.1)\n",
-      "Requirement already satisfied: frozenlist>=1.1.1 in /home/skirui/anaconda3/envs/deployment-docs-dev/lib/python3.9/site-packages (from aiohttp>=3.7.0->adlfs) (1.4.0)\n",
-      "Requirement already satisfied: typing-extensions>=4.3.0 in /home/skirui/anaconda3/envs/deployment-docs-dev/lib/python3.9/site-packages (from azure-core<2.0.0,>=1.23.1->adlfs) (4.4.0)\n",
-      "Requirement already satisfied: requests>=2.18.4 in /home/skirui/anaconda3/envs/deployment-docs-dev/lib/python3.9/site-packages (from azure-core<2.0.0,>=1.23.1->adlfs) (2.28.1)\n",
-      "Requirement already satisfied: six>=1.11.0 in /home/skirui/anaconda3/envs/deployment-docs-dev/lib/python3.9/site-packages (from azure-core<2.0.0,>=1.23.1->adlfs) (1.16.0)\n",
-      "Requirement already satisfied: cffi in /home/skirui/anaconda3/envs/deployment-docs-dev/lib/python3.9/site-packages (from azure-datalake-store<0.1,>=0.0.46->adlfs) (1.15.1)\n",
-      "Requirement already satisfied: msal<2,>=1.16.0 in /home/skirui/anaconda3/envs/deployment-docs-dev/lib/python3.9/site-packages (from azure-datalake-store<0.1,>=0.0.46->adlfs) (1.22.0)\n",
-      "Requirement already satisfied: isodate>=0.6.1 in /home/skirui/anaconda3/envs/deployment-docs-dev/lib/python3.9/site-packages (from azure-storage-blob>=12.12.0->adlfs) (0.6.1)\n",
-      "Requirement already satisfied: cryptography>=2.1.4 in /home/skirui/anaconda3/envs/deployment-docs-dev/lib/python3.9/site-packages (from azure-storage-blob>=12.12.0->adlfs) (39.0.0)\n",
-      "Requirement already satisfied: msal-extensions<2.0.0,>=0.3.0 in /home/skirui/anaconda3/envs/deployment-docs-dev/lib/python3.9/site-packages (from azure-identity->adlfs) (1.0.0)\n",
-      "Requirement already satisfied: pycparser in /home/skirui/anaconda3/envs/deployment-docs-dev/lib/python3.9/site-packages (from cffi->azure-datalake-store<0.1,>=0.0.46->adlfs) (2.21)\n",
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-      "Requirement already satisfied: urllib3<1.27,>=1.21.1 in /home/skirui/anaconda3/envs/deployment-docs-dev/lib/python3.9/site-packages (from requests>=2.18.4->azure-core<2.0.0,>=1.23.1->adlfs) (1.26.13)\n",
-      "Requirement already satisfied: certifi>=2017.4.17 in /home/skirui/anaconda3/envs/deployment-docs-dev/lib/python3.9/site-packages (from requests>=2.18.4->azure-core<2.0.0,>=1.23.1->adlfs) (2022.12.7)\n",
-      "Requirement already satisfied: idna<4,>=2.5 in /home/skirui/anaconda3/envs/deployment-docs-dev/lib/python3.9/site-packages (from requests>=2.18.4->azure-core<2.0.0,>=1.23.1->adlfs) (3.4)\n",
-      "Requirement already satisfied: dask-cloudprovider[azure] in /home/skirui/anaconda3/envs/deployment-docs-dev/lib/python3.9/site-packages (2022.10.0)\n",
-      "Requirement already satisfied: jinja2 in /home/skirui/anaconda3/envs/deployment-docs-dev/lib/python3.9/site-packages (from dask-cloudprovider[azure]) (3.1.2)\n",
-      "Requirement already satisfied: dask>=2021.01.1 in /home/skirui/anaconda3/envs/deployment-docs-dev/lib/python3.9/site-packages (from dask-cloudprovider[azure]) (2023.7.1)\n",
-      "Requirement already satisfied: tornado>=5 in /home/skirui/anaconda3/envs/deployment-docs-dev/lib/python3.9/site-packages (from dask-cloudprovider[azure]) (6.2)\n",
-      "Requirement already satisfied: aiohttp>=3.7.3 in /home/skirui/anaconda3/envs/deployment-docs-dev/lib/python3.9/site-packages (from dask-cloudprovider[azure]) (3.8.5)\n",
-      "Requirement already satisfied: distributed>=2021.01.1 in /home/skirui/anaconda3/envs/deployment-docs-dev/lib/python3.9/site-packages (from dask-cloudprovider[azure]) (2023.7.1)\n",
-      "Requirement already satisfied: azure-mgmt-network>=16.0.0 in /home/skirui/anaconda3/envs/deployment-docs-dev/lib/python3.9/site-packages (from dask-cloudprovider[azure]) (23.1.0)\n",
-      "Requirement already satisfied: azure-mgmt-compute>=18.0.0 in /home/skirui/anaconda3/envs/deployment-docs-dev/lib/python3.9/site-packages (from dask-cloudprovider[azure]) (30.0.0)\n",
-      "Requirement already satisfied: azure-identity in /home/skirui/anaconda3/envs/deployment-docs-dev/lib/python3.9/site-packages (from dask-cloudprovider[azure]) (1.13.0)\n",
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-      "Requirement already satisfied: multidict<7.0,>=4.5 in /home/skirui/anaconda3/envs/deployment-docs-dev/lib/python3.9/site-packages (from aiohttp>=3.7.3->dask-cloudprovider[azure]) (6.0.4)\n",
-      "Requirement already satisfied: attrs>=17.3.0 in /home/skirui/anaconda3/envs/deployment-docs-dev/lib/python3.9/site-packages (from aiohttp>=3.7.3->dask-cloudprovider[azure]) (22.2.0)\n",
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-      "Requirement already satisfied: frozenlist>=1.1.1 in /home/skirui/anaconda3/envs/deployment-docs-dev/lib/python3.9/site-packages (from aiohttp>=3.7.3->dask-cloudprovider[azure]) (1.4.0)\n",
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-      "Requirement already satisfied: isodate<1.0.0,>=0.6.1 in /home/skirui/anaconda3/envs/deployment-docs-dev/lib/python3.9/site-packages (from azure-mgmt-compute>=18.0.0->dask-cloudprovider[azure]) (0.6.1)\n",
-      "Requirement already satisfied: azure-common~=1.1 in /home/skirui/anaconda3/envs/deployment-docs-dev/lib/python3.9/site-packages (from azure-mgmt-compute>=18.0.0->dask-cloudprovider[azure]) (1.1.28)\n",
-      "Requirement already satisfied: toolz>=0.10.0 in /home/skirui/anaconda3/envs/deployment-docs-dev/lib/python3.9/site-packages (from dask>=2021.01.1->dask-cloudprovider[azure]) (0.12.0)\n",
-      "Requirement already satisfied: packaging>=20.0 in /home/skirui/anaconda3/envs/deployment-docs-dev/lib/python3.9/site-packages (from dask>=2021.01.1->dask-cloudprovider[azure]) (22.0)\n",
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-      "Requirement already satisfied: cloudpickle>=1.5.0 in /home/skirui/anaconda3/envs/deployment-docs-dev/lib/python3.9/site-packages (from dask>=2021.01.1->dask-cloudprovider[azure]) (2.2.1)\n",
-      "Requirement already satisfied: click>=8.0 in /home/skirui/anaconda3/envs/deployment-docs-dev/lib/python3.9/site-packages (from dask>=2021.01.1->dask-cloudprovider[azure]) (8.1.3)\n",
-      "Requirement already satisfied: importlib-metadata>=4.13.0 in /home/skirui/anaconda3/envs/deployment-docs-dev/lib/python3.9/site-packages (from dask>=2021.01.1->dask-cloudprovider[azure]) (6.0.0)\n",
-      "Requirement already satisfied: pyyaml>=5.3.1 in /home/skirui/anaconda3/envs/deployment-docs-dev/lib/python3.9/site-packages (from dask>=2021.01.1->dask-cloudprovider[azure]) (6.0)\n",
-      "Requirement already satisfied: partd>=1.2.0 in /home/skirui/anaconda3/envs/deployment-docs-dev/lib/python3.9/site-packages (from dask>=2021.01.1->dask-cloudprovider[azure]) (1.4.0)\n",
-      "Requirement already satisfied: msgpack>=1.0.0 in /home/skirui/anaconda3/envs/deployment-docs-dev/lib/python3.9/site-packages (from distributed>=2021.01.1->dask-cloudprovider[azure]) (1.0.5)\n",
-      "Requirement already satisfied: locket>=1.0.0 in /home/skirui/anaconda3/envs/deployment-docs-dev/lib/python3.9/site-packages (from distributed>=2021.01.1->dask-cloudprovider[azure]) (1.0.0)\n",
-      "Requirement already satisfied: urllib3>=1.24.3 in /home/skirui/anaconda3/envs/deployment-docs-dev/lib/python3.9/site-packages (from distributed>=2021.01.1->dask-cloudprovider[azure]) (1.26.13)\n",
-      "Requirement already satisfied: tblib>=1.6.0 in /home/skirui/anaconda3/envs/deployment-docs-dev/lib/python3.9/site-packages (from distributed>=2021.01.1->dask-cloudprovider[azure]) (2.0.0)\n",
-      "Requirement already satisfied: zict>=2.2.0 in /home/skirui/anaconda3/envs/deployment-docs-dev/lib/python3.9/site-packages (from distributed>=2021.01.1->dask-cloudprovider[azure]) (3.0.0)\n",
-      "Requirement already satisfied: sortedcontainers>=2.0.5 in /home/skirui/anaconda3/envs/deployment-docs-dev/lib/python3.9/site-packages (from distributed>=2021.01.1->dask-cloudprovider[azure]) (2.4.0)\n",
-      "Requirement already satisfied: psutil>=5.7.2 in /home/skirui/anaconda3/envs/deployment-docs-dev/lib/python3.9/site-packages (from distributed>=2021.01.1->dask-cloudprovider[azure]) (5.9.4)\n",
-      "Requirement already satisfied: MarkupSafe>=2.0 in /home/skirui/anaconda3/envs/deployment-docs-dev/lib/python3.9/site-packages (from jinja2->dask-cloudprovider[azure]) (2.1.1)\n",
-      "Requirement already satisfied: cryptography>=2.5 in /home/skirui/anaconda3/envs/deployment-docs-dev/lib/python3.9/site-packages (from azure-identity->dask-cloudprovider[azure]) (39.0.0)\n",
-      "Requirement already satisfied: six>=1.12.0 in /home/skirui/anaconda3/envs/deployment-docs-dev/lib/python3.9/site-packages (from azure-identity->dask-cloudprovider[azure]) (1.16.0)\n",
-      "Requirement already satisfied: msal<2.0.0,>=1.20.0 in /home/skirui/anaconda3/envs/deployment-docs-dev/lib/python3.9/site-packages (from azure-identity->dask-cloudprovider[azure]) (1.22.0)\n",
-      "Requirement already satisfied: azure-core<2.0.0,>=1.11.0 in /home/skirui/anaconda3/envs/deployment-docs-dev/lib/python3.9/site-packages (from azure-identity->dask-cloudprovider[azure]) (1.28.0)\n",
-      "Requirement already satisfied: msal-extensions<2.0.0,>=0.3.0 in /home/skirui/anaconda3/envs/deployment-docs-dev/lib/python3.9/site-packages (from azure-identity->dask-cloudprovider[azure]) (1.0.0)\n",
-      "Requirement already satisfied: requests>=2.18.4 in /home/skirui/anaconda3/envs/deployment-docs-dev/lib/python3.9/site-packages (from azure-core<2.0.0,>=1.11.0->azure-identity->dask-cloudprovider[azure]) (2.28.1)\n",
-      "Requirement already satisfied: typing-extensions>=4.3.0 in /home/skirui/anaconda3/envs/deployment-docs-dev/lib/python3.9/site-packages (from azure-core<2.0.0,>=1.11.0->azure-identity->dask-cloudprovider[azure]) (4.4.0)\n",
-      "Requirement already satisfied: cffi>=1.12 in /home/skirui/anaconda3/envs/deployment-docs-dev/lib/python3.9/site-packages (from cryptography>=2.5->azure-identity->dask-cloudprovider[azure]) (1.15.1)\n",
-      "Requirement already satisfied: zipp>=0.5 in /home/skirui/anaconda3/envs/deployment-docs-dev/lib/python3.9/site-packages (from importlib-metadata>=4.13.0->dask>=2021.01.1->dask-cloudprovider[azure]) (3.11.0)\n",
-      "Requirement already satisfied: PyJWT[crypto]<3,>=1.0.0 in /home/skirui/anaconda3/envs/deployment-docs-dev/lib/python3.9/site-packages (from msal<2.0.0,>=1.20.0->azure-identity->dask-cloudprovider[azure]) (2.8.0)\n",
-      "Requirement already satisfied: portalocker<3,>=1.0 in /home/skirui/anaconda3/envs/deployment-docs-dev/lib/python3.9/site-packages (from msal-extensions<2.0.0,>=0.3.0->azure-identity->dask-cloudprovider[azure]) (2.7.0)\n",
-      "Requirement already satisfied: idna>=2.0 in /home/skirui/anaconda3/envs/deployment-docs-dev/lib/python3.9/site-packages (from yarl<2.0,>=1.0->aiohttp>=3.7.3->dask-cloudprovider[azure]) (3.4)\n",
-      "Requirement already satisfied: pycparser in /home/skirui/anaconda3/envs/deployment-docs-dev/lib/python3.9/site-packages (from cffi>=1.12->cryptography>=2.5->azure-identity->dask-cloudprovider[azure]) (2.21)\n",
-      "Requirement already satisfied: certifi>=2017.4.17 in /home/skirui/anaconda3/envs/deployment-docs-dev/lib/python3.9/site-packages (from requests>=2.18.4->azure-core<2.0.0,>=1.11.0->azure-identity->dask-cloudprovider[azure]) (2022.12.7)\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# # Uncomment the following and install some libraries at the beginning.\n",
     "# If adlfs is not present, install adlfs to read from Azure data lake.\n",
@@ -204,7 +120,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 2,
    "metadata": {
     "editable": true,
     "slideshow": {
@@ -250,7 +166,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -291,7 +207,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [
     {
@@ -316,7 +232,7 @@
        "  'version': '23.03.0'}}"
       ]
      },
-     "execution_count": 5,
+     "execution_count": 4,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -347,7 +263,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [
     {
@@ -364,19 +280,19 @@
       "  \"privacyPolicyLink\": \"https://www.nvidia.com/en-us/about-nvidia/privacy-policy/\",\n",
       "  \"product\": \"ngc_azure_17_11\",\n",
       "  \"publisher\": \"nvidia\",\n",
-      "  \"retrieveDatetime\": \"2023-09-29T01:24:53.1227098Z\",\n",
-      "  \"signature\": \"XDBSQNKU3TR7KE7W7YHFGZUILAKO3GSO4GD3BBWIUVZNWUEC22BXQQS4PCZIXCMBVXEC3SSNN7IOKX4HAVFMCEWMZ6KKD4ZNOY2ZWKI\",\n",
+      "  \"retrieveDatetime\": \"2023-10-02T08:17:40.3203275Z\",\n",
+      "  \"signature\": \"SWCKS7PPTL3XIBGBE2IZCMF43KBRDLSIZ7XLXXTLI6SXDCPCXY53BAISH6DNIELVV63GPZ44AOMMMZ6RV2AL5ARNM6XWHXRJ4HDNTJI\",\n",
       "  \"systemData\": {\n",
-      "    \"createdAt\": \"2023-09-29T01:24:55.926280+00:00\",\n",
+      "    \"createdAt\": \"2023-10-02T08:17:43.219827+00:00\",\n",
       "    \"createdBy\": \"fc4f4a6b-4041-4b1c-8249-854d68edcf62\",\n",
       "    \"createdByType\": \"ManagedIdentity\",\n",
-      "    \"lastModifiedAt\": \"2023-09-29T01:24:55.926280+00:00\",\n",
+      "    \"lastModifiedAt\": \"2023-10-02T08:17:43.219827+00:00\",\n",
       "    \"lastModifiedBy\": \"fc4f4a6b-4041-4b1c-8249-854d68edcf62\",\n",
       "    \"lastModifiedByType\": \"ManagedIdentity\"\n",
       "  },\n",
       "  \"type\": \"Microsoft.MarketplaceOrdering/offertypes\"\n",
       "}\n",
-      "\u001b[32mCommand ran in 7.211 seconds (init: 0.145, invoke: 7.067)\u001b[0m\n"
+      "\u001b[32mCommand ran in 7.879 seconds (init: 0.159, invoke: 7.720)\u001b[0m\n"
      ]
     }
    ],
@@ -456,9 +372,7 @@
   },
   {
    "cell_type": "markdown",
-   "metadata": {
-    "jp-MarkdownHeadingCollapsed": true
-   },
+   "metadata": {},
    "source": [
     "#### d. Write packer configuration to a configuration file\n",
     "We now need to provide `packer` with a build file with platform related and cloud-init configurations. `packer` will use this to create the customized VM. \n",
@@ -508,9 +422,7 @@
   },
   {
    "cell_type": "markdown",
-   "metadata": {
-    "jp-MarkdownHeadingCollapsed": true
-   },
+   "metadata": {},
    "source": [
     "#### e. Run `packer` build and create the image"
    ]
@@ -700,7 +612,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [
     {
@@ -712,8 +624,8 @@
       "Network interface ready\n",
       "Using Marketplace VM image with a Plan\n",
       "Creating VM\n",
-      "Created VM dask-4c9c2dbb-scheduler\n",
-      "Waiting for scheduler to run at 20.83.253.1:8786\n",
+      "Created VM dask-92c5978e-scheduler\n",
+      "Waiting for scheduler to run at 4.155.2.188:8786\n",
       "Scheduler is running\n"
      ]
     },
@@ -737,10 +649,10 @@
       "Network interface ready\n",
       "Using Marketplace VM image with a Plan\n",
       "Creating VM\n",
-      "Created VM dask-4c9c2dbb-worker-b8c1bbbe\n",
-      "Created VM dask-4c9c2dbb-worker-76f1b037\n",
-      "CPU times: user 1.09 s, sys: 252 ms, total: 1.34 s\n",
-      "Wall time: 6min 20s\n"
+      "Created VM dask-92c5978e-worker-54f8d057\n",
+      "Created VM dask-92c5978e-worker-9f9a9c9b\n",
+      "CPU times: user 1.22 s, sys: 189 ms, total: 1.41 s\n",
+      "Wall time: 6min 58s\n"
      ]
     }
    ],
@@ -767,7 +679,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [
     {
@@ -777,7 +689,7 @@
        "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-72549c87-5e6d-11ee-890b-80e82cd32958</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-b8982284-60fe-11ee-a1e9-80e82cd32958</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "\n",
        "        <tr>\n",
@@ -790,7 +702,7 @@
        "        \n",
        "            <tr>\n",
        "                <td style=\"text-align: left;\">\n",
-       "                    <strong>Dashboard: </strong> <a href=\"http://20.83.253.1:8787/status\" target=\"_blank\">http://20.83.253.1:8787/status</a>\n",
+       "                    <strong>Dashboard: </strong> <a href=\"http://4.155.2.188:8787/status\" target=\"_blank\">http://4.155.2.188:8787/status</a>\n",
        "                </td>\n",
        "                <td style=\"text-align: left;\"></td>\n",
        "            </tr>\n",
@@ -808,11 +720,11 @@
        "    </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">AzureVMCluster</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">9f768a49</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">e0c95e38</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "            <tr>\n",
        "                <td style=\"text-align: left;\">\n",
-       "                    <strong>Dashboard:</strong> <a href=\"http://20.83.253.1:8787/status\" target=\"_blank\">http://20.83.253.1:8787/status</a>\n",
+       "                    <strong>Dashboard:</strong> <a href=\"http://4.155.2.188:8787/status\" target=\"_blank\">http://4.155.2.188:8787/status</a>\n",
        "                </td>\n",
        "                <td style=\"text-align: left;\">\n",
        "                    <strong>Workers:</strong> 4\n",
@@ -839,11 +751,11 @@
        "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
        "        <div style=\"margin-left: 48px;\">\n",
        "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
-       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-d7f5569e-b06f-4a1d-88ed-cff40a7d7e29</p>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-3bae5a4d-29d1-4317-bbfc-931e97a077fb</p>\n",
        "            <table style=\"width: 100%; text-align: left;\">\n",
        "                <tr>\n",
        "                    <td style=\"text-align: left;\">\n",
-       "                        <strong>Comm:</strong> tls://10.5.0.39:8786\n",
+       "                        <strong>Comm:</strong> tls://10.5.0.42:8786\n",
        "                    </td>\n",
        "                    <td style=\"text-align: left;\">\n",
        "                        <strong>Workers:</strong> 4\n",
@@ -851,7 +763,7 @@
        "                </tr>\n",
        "                <tr>\n",
        "                    <td style=\"text-align: left;\">\n",
-       "                        <strong>Dashboard:</strong> <a href=\"http://10.5.0.39:8787/status\" target=\"_blank\">http://10.5.0.39:8787/status</a>\n",
+       "                        <strong>Dashboard:</strong> <a href=\"http://10.5.0.42:8787/status\" target=\"_blank\">http://10.5.0.42:8787/status</a>\n",
        "                    </td>\n",
        "                    <td style=\"text-align: left;\">\n",
        "                        <strong>Total threads:</strong> 4\n",
@@ -859,7 +771,7 @@
        "                </tr>\n",
        "                <tr>\n",
        "                    <td style=\"text-align: left;\">\n",
-       "                        <strong>Started:</strong> 41 minutes ago\n",
+       "                        <strong>Started:</strong> 12 minutes ago\n",
        "                    </td>\n",
        "                    <td style=\"text-align: left;\">\n",
        "                        <strong>Total memory:</strong> 440.42 GiB\n",
@@ -880,12 +792,12 @@
        "            <div style=\"margin-left: 48px;\">\n",
        "            <details>\n",
        "                <summary>\n",
-       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: dask-4c9c2dbb-worker-76f1b037-0</h4>\n",
+       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: dask-92c5978e-worker-54f8d057-0</h4>\n",
        "                </summary>\n",
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tls://10.5.0.40:35311\n",
+       "                            <strong>Comm: </strong> tls://10.5.0.43:38107\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 1\n",
@@ -893,7 +805,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"http://10.5.0.40:36343/status\" target=\"_blank\">http://10.5.0.40:36343/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"http://10.5.0.43:45421/status\" target=\"_blank\">http://10.5.0.43:45421/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 110.11 GiB\n",
@@ -901,13 +813,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tls://10.5.0.40:39735\n",
+       "                            <strong>Nanny: </strong> tls://10.5.0.43:33657\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\"></td>\n",
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td colspan=\"2\" style=\"text-align: left;\">\n",
-       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-8zoxcbe1\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-ix8y4_eg\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -934,12 +846,12 @@
        "            <div style=\"margin-left: 48px;\">\n",
        "            <details>\n",
        "                <summary>\n",
-       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: dask-4c9c2dbb-worker-76f1b037-1</h4>\n",
+       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: dask-92c5978e-worker-54f8d057-1</h4>\n",
        "                </summary>\n",
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tls://10.5.0.40:34803\n",
+       "                            <strong>Comm: </strong> tls://10.5.0.43:36201\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 1\n",
@@ -947,7 +859,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"http://10.5.0.40:40839/status\" target=\"_blank\">http://10.5.0.40:40839/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"http://10.5.0.43:44817/status\" target=\"_blank\">http://10.5.0.43:44817/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 110.11 GiB\n",
@@ -955,13 +867,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tls://10.5.0.40:46037\n",
+       "                            <strong>Nanny: </strong> tls://10.5.0.43:42265\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\"></td>\n",
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td colspan=\"2\" style=\"text-align: left;\">\n",
-       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-g0sbrrkg\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-6bghw_yx\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -988,12 +900,12 @@
        "            <div style=\"margin-left: 48px;\">\n",
        "            <details>\n",
        "                <summary>\n",
-       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: dask-4c9c2dbb-worker-b8c1bbbe-0</h4>\n",
+       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: dask-92c5978e-worker-9f9a9c9b-0</h4>\n",
        "                </summary>\n",
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tls://10.5.0.41:34097\n",
+       "                            <strong>Comm: </strong> tls://10.5.0.44:37791\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 1\n",
@@ -1001,7 +913,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"http://10.5.0.41:45739/status\" target=\"_blank\">http://10.5.0.41:45739/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"http://10.5.0.44:32965/status\" target=\"_blank\">http://10.5.0.44:32965/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 110.11 GiB\n",
@@ -1009,13 +921,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tls://10.5.0.41:34665\n",
+       "                            <strong>Nanny: </strong> tls://10.5.0.44:36779\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\"></td>\n",
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td colspan=\"2\" style=\"text-align: left;\">\n",
-       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-mnshzg_o\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-7y8g_hu7\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -1031,6 +943,47 @@
        "                    \n",
        "\n",
        "                    \n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Tasks executing: </strong> \n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Tasks in memory: </strong> \n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Tasks ready: </strong> \n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Tasks in flight: </strong>\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>CPU usage:</strong> 0.0%\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Last seen: </strong> 6 minutes ago\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory usage: </strong> 329.71 MiB\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Spilled bytes: </strong> 0 B\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Read bytes: </strong> 0.0 B\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Write bytes: </strong> 0.0 B\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    \n",
        "\n",
        "                </table>\n",
        "            </details>\n",
@@ -1042,12 +995,12 @@
        "            <div style=\"margin-left: 48px;\">\n",
        "            <details>\n",
        "                <summary>\n",
-       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: dask-4c9c2dbb-worker-b8c1bbbe-1</h4>\n",
+       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: dask-92c5978e-worker-9f9a9c9b-1</h4>\n",
        "                </summary>\n",
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tls://10.5.0.41:42091\n",
+       "                            <strong>Comm: </strong> tls://10.5.0.44:34087\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 1\n",
@@ -1055,7 +1008,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"http://10.5.0.41:40161/status\" target=\"_blank\">http://10.5.0.41:40161/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"http://10.5.0.44:36073/status\" target=\"_blank\">http://10.5.0.44:36073/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 110.11 GiB\n",
@@ -1063,13 +1016,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tls://10.5.0.41:33299\n",
+       "                            <strong>Nanny: </strong> tls://10.5.0.44:37979\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\"></td>\n",
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td colspan=\"2\" style=\"text-align: left;\">\n",
-       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-rn6cb623\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-1d7vbddw\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -1085,6 +1038,47 @@
        "                    \n",
        "\n",
        "                    \n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Tasks executing: </strong> \n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Tasks in memory: </strong> \n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Tasks ready: </strong> \n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Tasks in flight: </strong>\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>CPU usage:</strong> 0.0%\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Last seen: </strong> 6 minutes ago\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory usage: </strong> 329.50 MiB\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Spilled bytes: </strong> 0 B\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Read bytes: </strong> 0.0 B\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Write bytes: </strong> 0.0 B\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    \n",
        "\n",
        "                </table>\n",
        "            </details>\n",
@@ -1105,10 +1099,10 @@
        "</div>"
       ],
       "text/plain": [
-       "<Client: 'tls://10.5.0.39:8786' processes=4 threads=4, memory=440.42 GiB>"
+       "<Client: 'tls://10.5.0.42:8786' processes=4 threads=4, memory=440.42 GiB>"
       ]
      },
-     "execution_count": 8,
+     "execution_count": 14,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1120,49 +1114,26 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [
     {
-     "data": {
-      "text/plain": [
-       "'1780db02-1e0c-4d50-a695-60636d83'"
-      ]
-     },
-     "execution_count": 9,
-     "metadata": {},
-     "output_type": "execute_result"
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "CPU times: user 0 ns, sys: 6.1 ms, total: 6.1 ms\n",
+      "Wall time: 29 ms\n"
+     ]
     }
    ],
    "source": [
-    "client.cluster.scheduler.admin_password"
+    "%%time\n",
+    "client.wait_for_workers(2)"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "metadata": {
-    "scrolled": true
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "'d699bac8-3e7e-4967-938f-83e12c8a'"
-      ]
-     },
-     "execution_count": 10,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "client.cluster.workers[0].admin_password"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 11,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1178,16 +1149,6 @@
     "#### Wait till all the workers are up. This will wait for `n_workers` number of VMs to be up."
    ]
   },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "%%time\n",
-    "client.wait_for_workers(2)"
-   ]
-  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -1197,192 +1158,192 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 17,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "{'address': 'tls://10.5.0.39:8786',\n",
-      " 'id': 'Scheduler-d7f5569e-b06f-4a1d-88ed-cff40a7d7e29',\n",
+      "{'address': 'tls://10.5.0.42:8786',\n",
+      " 'id': 'Scheduler-3bae5a4d-29d1-4317-bbfc-931e97a077fb',\n",
       " 'services': {'dashboard': 8787},\n",
-      " 'started': 1695951001.9592168,\n",
+      " 'started': 1696235012.5914223,\n",
       " 'type': 'Scheduler',\n",
-      " 'workers': {'tls://10.5.0.40:34803': {'gpu': {'memory-total': 17179869184,\n",
+      " 'workers': {'tls://10.5.0.43:36201': {'gpu': {'memory-total': 17179869184,\n",
       "                                               'name': 'Tesla V100-PCIE-16GB'},\n",
-      "                                       'host': '10.5.0.40',\n",
-      "                                       'id': 'dask-4c9c2dbb-worker-76f1b037-1',\n",
-      "                                       'last_seen': 1695953470.497012,\n",
-      "                                       'local_directory': '/tmp/dask-scratch-space/worker-g0sbrrkg',\n",
+      "                                       'host': '10.5.0.43',\n",
+      "                                       'id': 'dask-92c5978e-worker-54f8d057-1',\n",
+      "                                       'last_seen': 1696235778.2340653,\n",
+      "                                       'local_directory': '/tmp/dask-scratch-space/worker-6bghw_yx',\n",
       "                                       'memory_limit': 118225670144,\n",
       "                                       'metrics': {'bandwidth': {'total': 100000000,\n",
       "                                                                 'types': {},\n",
       "                                                                 'workers': {}},\n",
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       "                                                   'gpu': {'memory-used': 598867968,\n",
       "                                                           'utilization': 0},\n",
       "                                                   'gpu_memory_used': 598867968,\n",
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       "                                                   'host_disk_io': {'read_bps': 0.0,\n",
-      "                                                                    'write_bps': 4193835.372448998},\n",
-      "                                                   'host_net_io': {'read_bps': 1091.8779913697972,\n",
-      "                                                                   'write_bps': 3775.5781093519727},\n",
+      "                                                                    'write_bps': 0.0},\n",
+      "                                                   'host_net_io': {'read_bps': 612.42422993883,\n",
+      "                                                                   'write_bps': 3346.3180145677247},\n",
       "                                                   'managed_bytes': 0,\n",
-      "                                                   'memory': 625364992,\n",
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       "                                                   'num_fds': 86,\n",
       "                                                   'rmm': {'rmm-total': 0,\n",
       "                                                           'rmm-used': 0},\n",
       "                                                   'spilled_bytes': {'disk': 0,\n",
       "                                                                     'memory': 0},\n",
       "                                                   'task_counts': {},\n",
-      "                                                   'time': 1695953469.9885857,\n",
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       "                                                   'transfer': {'incoming_bytes': 0,\n",
       "                                                                'incoming_count': 0,\n",
       "                                                                'incoming_count_total': 0,\n",
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       "                                                                'outgoing_count': 0,\n",
       "                                                                'outgoing_count_total': 0}},\n",
-      "                                       'name': 'dask-4c9c2dbb-worker-76f1b037-1',\n",
-      "                                       'nanny': 'tls://10.5.0.40:46037',\n",
+      "                                       'name': 'dask-92c5978e-worker-54f8d057-1',\n",
+      "                                       'nanny': 'tls://10.5.0.43:42265',\n",
       "                                       'nthreads': 1,\n",
       "                                       'resources': {},\n",
-      "                                       'services': {'dashboard': 40839},\n",
+      "                                       'services': {'dashboard': 44817},\n",
       "                                       'status': 'running',\n",
       "                                       'type': 'Worker'},\n",
-      "             'tls://10.5.0.40:35311': {'gpu': {'memory-total': 17179869184,\n",
+      "             'tls://10.5.0.43:38107': {'gpu': {'memory-total': 17179869184,\n",
       "                                               'name': 'Tesla V100-PCIE-16GB'},\n",
-      "                                       'host': '10.5.0.40',\n",
-      "                                       'id': 'dask-4c9c2dbb-worker-76f1b037-0',\n",
-      "                                       'last_seen': 1695953470.4960296,\n",
-      "                                       'local_directory': '/tmp/dask-scratch-space/worker-8zoxcbe1',\n",
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       "                                       'memory_limit': 118225670144,\n",
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-      "                                                   'host_net_io': {'read_bps': 1092.023207677097,\n",
-      "                                                                   'write_bps': 3776.0802492570674},\n",
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+      "                                                   'host_net_io': {'read_bps': 611.5250712835996,\n",
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       "                                                   'managed_bytes': 0,\n",
-      "                                                   'memory': 627507200,\n",
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-      "                                       'name': 'dask-4c9c2dbb-worker-76f1b037-0',\n",
-      "                                       'nanny': 'tls://10.5.0.40:39735',\n",
+      "                                       'name': 'dask-92c5978e-worker-54f8d057-0',\n",
+      "                                       'nanny': 'tls://10.5.0.43:33657',\n",
       "                                       'nthreads': 1,\n",
       "                                       'resources': {},\n",
-      "                                       'services': {'dashboard': 36343},\n",
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       "                                       'status': 'running',\n",
       "                                       'type': 'Worker'},\n",
-      "             'tls://10.5.0.41:34097': {'gpu': {'memory-total': 17179869184,\n",
+      "             'tls://10.5.0.44:34087': {'gpu': {'memory-total': 17179869184,\n",
       "                                               'name': 'Tesla V100-PCIE-16GB'},\n",
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-      "                                       'local_directory': '/tmp/dask-scratch-space/worker-mnshzg_o',\n",
-      "                                       'memory_limit': 118225672192,\n",
+      "                                       'host': '10.5.0.44',\n",
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-      "                                                   'host_net_io': {'read_bps': 611.0919735482165,\n",
-      "                                                                   'write_bps': 3339.038495988948},\n",
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+      "                                                   'host_net_io': {'read_bps': 612.7208378808626,\n",
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       "                                                   'managed_bytes': 0,\n",
-      "                                                   'memory': 623763456,\n",
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       "                                                   'rmm': {'rmm-total': 0,\n",
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       "                                                   'spilled_bytes': {'disk': 0,\n",
       "                                                                     'memory': 0},\n",
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-      "                                                   'time': 1695953470.1122046,\n",
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-      "                                       'name': 'dask-4c9c2dbb-worker-b8c1bbbe-0',\n",
-      "                                       'nanny': 'tls://10.5.0.41:34665',\n",
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       "                                       'nthreads': 1,\n",
       "                                       'resources': {},\n",
-      "                                       'services': {'dashboard': 45739},\n",
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       "                                       'status': 'running',\n",
       "                                       'type': 'Worker'},\n",
-      "             'tls://10.5.0.41:42091': {'gpu': {'memory-total': 17179869184,\n",
+      "             'tls://10.5.0.44:37791': {'gpu': {'memory-total': 17179869184,\n",
       "                                               'name': 'Tesla V100-PCIE-16GB'},\n",
-      "                                       'host': '10.5.0.41',\n",
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-      "                                       'memory_limit': 118225672192,\n",
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-      "                                                                                     'tick-duration': 0.5005879402160645},\n",
-      "                                                   'event_loop_interval': 0.020002059936523438,\n",
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       "                                                   'gpu': {'memory-used': 598867968,\n",
       "                                                           'utilization': 0},\n",
       "                                                   'gpu_memory_used': 598867968,\n",
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       "                                                   'host_disk_io': {'read_bps': 0.0,\n",
-      "                                                                    'write_bps': 0.0},\n",
-      "                                                   'host_net_io': {'read_bps': 612.2766412813328,\n",
-      "                                                                   'write_bps': 3345.5115824261056},\n",
+      "                                                                    'write_bps': 12589746.67130889},\n",
+      "                                                   'host_net_io': {'read_bps': 612.3324205749067,\n",
+      "                                                                   'write_bps': 3345.8163634027583},\n",
       "                                                   'managed_bytes': 0,\n",
-      "                                                   'memory': 626257920,\n",
+      "                                                   'memory': 623104000,\n",
       "                                                   'num_fds': 86,\n",
       "                                                   'rmm': {'rmm-total': 0,\n",
       "                                                           'rmm-used': 0},\n",
       "                                                   'spilled_bytes': {'disk': 0,\n",
       "                                                                     'memory': 0},\n",
       "                                                   'task_counts': {},\n",
-      "                                                   'time': 1695953470.1103535,\n",
+      "                                                   'time': 1696235778.0250378,\n",
       "                                                   'transfer': {'incoming_bytes': 0,\n",
       "                                                                'incoming_count': 0,\n",
       "                                                                'incoming_count_total': 0,\n",
       "                                                                'outgoing_bytes': 0,\n",
       "                                                                'outgoing_count': 0,\n",
       "                                                                'outgoing_count_total': 0}},\n",
-      "                                       'name': 'dask-4c9c2dbb-worker-b8c1bbbe-1',\n",
-      "                                       'nanny': 'tls://10.5.0.41:33299',\n",
+      "                                       'name': 'dask-92c5978e-worker-9f9a9c9b-0',\n",
+      "                                       'nanny': 'tls://10.5.0.44:36779',\n",
       "                                       'nthreads': 1,\n",
       "                                       'resources': {},\n",
-      "                                       'services': {'dashboard': 40161},\n",
+      "                                       'services': {'dashboard': 32965},\n",
       "                                       'status': 'running',\n",
       "                                       'type': 'Worker'}}}\n"
      ]
@@ -1425,19 +1386,19 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 18,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "{'tls://10.5.0.40:34803': {'status': 'OK'},\n",
-       " 'tls://10.5.0.40:35311': {'status': 'OK'},\n",
-       " 'tls://10.5.0.41:34097': {'status': 'OK'},\n",
-       " 'tls://10.5.0.41:42091': {'status': 'OK'}}"
+       "{'tls://10.5.0.43:36201': {'status': 'OK'},\n",
+       " 'tls://10.5.0.43:38107': {'status': 'OK'},\n",
+       " 'tls://10.5.0.44:34087': {'status': 'OK'},\n",
+       " 'tls://10.5.0.44:37791': {'status': 'OK'}}"
       ]
      },
-     "execution_count": 13,
+     "execution_count": 18,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1485,7 +1446,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 19,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1587,7 +1548,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 20,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1736,7 +1697,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 21,
    "metadata": {},
    "outputs": [
     {
@@ -1751,7 +1712,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Wall clock time taken for ETL and persisting : 81.09707983396947 s\n"
+      "Wall clock time taken for ETL and persisting : 83.1002215759363 s\n"
      ]
     }
    ],
@@ -1770,7 +1731,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 22,
    "metadata": {},
    "outputs": [
     {
@@ -1779,7 +1740,7 @@
        "48817562"
       ]
      },
-     "execution_count": 17,
+     "execution_count": 22,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1797,7 +1758,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 23,
    "metadata": {},
    "outputs": [
     {
@@ -1938,7 +1899,7 @@
        "294464         0.0  "
       ]
      },
-     "execution_count": 18,
+     "execution_count": 23,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1947,6 +1908,156 @@
     "X_train.head()"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div><strong>Dask DataFrame Structure:</strong></div>\n",
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>index</th>\n",
+       "      <th>passengerCount</th>\n",
+       "      <th>tripDistance</th>\n",
+       "      <th>startLon</th>\n",
+       "      <th>startLat</th>\n",
+       "      <th>rateCodeId</th>\n",
+       "      <th>endLon</th>\n",
+       "      <th>endLat</th>\n",
+       "      <th>diff</th>\n",
+       "      <th>h_distance</th>\n",
+       "      <th>day_of_week</th>\n",
+       "      <th>is_weekend</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>npartitions=84</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th></th>\n",
+       "      <td>int64</td>\n",
+       "      <td>float32</td>\n",
+       "      <td>float32</td>\n",
+       "      <td>float32</td>\n",
+       "      <td>float32</td>\n",
+       "      <td>float32</td>\n",
+       "      <td>float32</td>\n",
+       "      <td>float32</td>\n",
+       "      <td>float32</td>\n",
+       "      <td>float32</td>\n",
+       "      <td>float32</td>\n",
+       "      <td>float32</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th></th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
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+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
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+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
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+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th></th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th></th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>\n",
+       "<div>Dask Name: split, 1 graph layer</div>"
+      ],
+      "text/plain": [
+       "<dask_cudf.DataFrame | 84 tasks | 84 npartitions>"
+      ]
+     },
+     "execution_count": 24,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "X_infer"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {
@@ -1971,7 +2082,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 25,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2011,14 +2122,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 26,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Wall clock time taken for this cell : 8.824828339042142 s\n"
+      "Wall clock time taken for this cell : 9.483002611901611 s\n"
      ]
     }
    ],
@@ -2044,11 +2155,31 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 27,
    "metadata": {},
-   "outputs": [],
-   "source": [
-    "model_filename = \"trained-model_nyctaxi.xgb\"\n",
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<xgboost.core.Booster at 0x7fcee8055bd0>"
+      ]
+     },
+     "execution_count": 27,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "xgb_gpu_model"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "model_filename = \"trained-model_nyctaxi.xgb\"\n",
     "xgb_gpu_model.save_model(model_filename)"
    ]
   },
@@ -2076,7 +2207,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 29,
    "metadata": {},
    "outputs": [
     {
@@ -2085,7 +2216,7 @@
        "DoneAndNotDoneFutures(done=set(), not_done=set())"
       ]
      },
-     "execution_count": 22,
+     "execution_count": 29,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2097,14 +2228,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 30,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Wall clock time taken for xgb.dask.predict : 1.7484522090526298 s\n"
+      "Wall clock time taken for xgb.dask.predict : 1.5550181320868433 s\n"
      ]
     }
    ],
@@ -2133,14 +2264,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": 31,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Wall clock time taken for inplace inference : 2.449480475974269 s\n"
+      "Wall clock time taken for inplace inference : 1.8849179210374132 s\n"
      ]
     }
    ],
@@ -2155,7 +2286,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": 32,
    "metadata": {
     "editable": true,
     "slideshow": {
@@ -2169,8 +2300,8 @@
      "output_type": "stream",
      "text": [
       "Calculating MSE\n",
-      "Workflow Complete - RMSE:  2.2963696\n",
-      "Wall clock time taken for this cell : 0.014316914952360094 s\n"
+      "Workflow Complete - RMSE:  2.2968235\n",
+      "Wall clock time taken for this cell : 0.009336891933344305 s\n"
      ]
     }
    ],
@@ -2208,630 +2339,88 @@
     "To perform prediction individually on the dask workers, each dask worker needs to load the XGB model using FIL. However, the dask workers are remote and do not have access to the locally saved model. Hence we need to send the locally saved XGB model to the dask workers. "
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Persist the local model in the remote dask workers"
+   ]
+  },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": 33,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# the code below will read the locally saved xgboost model\n",
+    "# in binary format and write a copy of it to all dask workers\n",
+    "def read_model(path):\n",
+    "    \"\"\"Read model file into memory.\"\"\"\n",
+    "    with open(path, \"rb\") as fh:\n",
+    "        return fh.read()\n",
+    "\n",
+    "\n",
+    "def write_model(path, data):\n",
+    "    \"\"\"Write model file to disk.\"\"\"\n",
+    "    with open(path, \"wb\") as fh:\n",
+    "        fh.write(data)\n",
+    "    return path\n",
+    "\n",
+    "\n",
+    "model_data = read_model(\"trained-model_nyctaxi.xgb\")\n",
+    "\n",
+    "# Tell all the workers to write the model to disk\n",
+    "client.run(write_model, \"/tmp/model.dat\", model_data)\n",
+    "\n",
+    "\n",
+    "# this code reads the binary file in worker directory\n",
+    "# and loads the model via FIL for prediction\n",
+    "def predict_model(input_df):\n",
+    "    import xgboost as xgb\n",
+    "    from cuml import ForestInference\n",
+    "\n",
+    "    # load xgboost model using FIL and make prediction\n",
+    "    fm = ForestInference.load(\"/tmp/model.dat\", model_type=\"xgboost\")\n",
+    "    print(fm)\n",
+    "    pred = fm.predict(input_df)\n",
+    "\n",
+    "    return pred"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Inference with distributed predict with FIL"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
    "metadata": {},
    "outputs": [
     {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
-       "    <div style=\"margin-left: 48px;\">\n",
-       "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-72549c87-5e6d-11ee-890b-80e82cd32958</p>\n",
-       "        <table style=\"width: 100%; text-align: left;\">\n",
-       "\n",
-       "        <tr>\n",
-       "        \n",
-       "            <td style=\"text-align: left;\"><strong>Connection method:</strong> Cluster object</td>\n",
-       "            <td style=\"text-align: left;\"><strong>Cluster type:</strong> dask_cloudprovider.AzureVMCluster</td>\n",
-       "        \n",
-       "        </tr>\n",
-       "\n",
-       "        \n",
-       "            <tr>\n",
-       "                <td style=\"text-align: left;\">\n",
-       "                    <strong>Dashboard: </strong> <a href=\"http://20.83.253.1:8787/status\" target=\"_blank\">http://20.83.253.1:8787/status</a>\n",
-       "                </td>\n",
-       "                <td style=\"text-align: left;\"></td>\n",
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-       "\n",
-       "        </table>\n",
-       "\n",
-       "        \n",
-       "\n",
-       "        \n",
-       "            <details>\n",
-       "            <summary style=\"margin-bottom: 20px;\"><h3 style=\"display: inline;\">Cluster Info</h3></summary>\n",
-       "            <div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
-       "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\">\n",
-       "    </div>\n",
-       "    <div style=\"margin-left: 48px;\">\n",
-       "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">AzureVMCluster</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">9f768a49</p>\n",
-       "        <table style=\"width: 100%; text-align: left;\">\n",
-       "            <tr>\n",
-       "                <td style=\"text-align: left;\">\n",
-       "                    <strong>Dashboard:</strong> <a href=\"http://20.83.253.1:8787/status\" target=\"_blank\">http://20.83.253.1:8787/status</a>\n",
-       "                </td>\n",
-       "                <td style=\"text-align: left;\">\n",
-       "                    <strong>Workers:</strong> 4\n",
-       "                </td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                <td style=\"text-align: left;\">\n",
-       "                    <strong>Total threads:</strong> 4\n",
-       "                </td>\n",
-       "                <td style=\"text-align: left;\">\n",
-       "                    <strong>Total memory:</strong> 440.42 GiB\n",
-       "                </td>\n",
-       "            </tr>\n",
-       "            \n",
-       "        </table>\n",
-       "\n",
-       "        <details>\n",
-       "            <summary style=\"margin-bottom: 20px;\">\n",
-       "                <h3 style=\"display: inline;\">Scheduler Info</h3>\n",
-       "            </summary>\n",
-       "\n",
-       "            <div style=\"\">\n",
-       "    <div>\n",
-       "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
-       "        <div style=\"margin-left: 48px;\">\n",
-       "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
-       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-d7f5569e-b06f-4a1d-88ed-cff40a7d7e29</p>\n",
-       "            <table style=\"width: 100%; text-align: left;\">\n",
-       "                <tr>\n",
-       "                    <td style=\"text-align: left;\">\n",
-       "                        <strong>Comm:</strong> tls://10.5.0.39:8786\n",
-       "                    </td>\n",
-       "                    <td style=\"text-align: left;\">\n",
-       "                        <strong>Workers:</strong> 4\n",
-       "                    </td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"text-align: left;\">\n",
-       "                        <strong>Dashboard:</strong> <a href=\"http://10.5.0.39:8787/status\" target=\"_blank\">http://10.5.0.39:8787/status</a>\n",
-       "                    </td>\n",
-       "                    <td style=\"text-align: left;\">\n",
-       "                        <strong>Total threads:</strong> 4\n",
-       "                    </td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"text-align: left;\">\n",
-       "                        <strong>Started:</strong> 4 hours ago\n",
-       "                    </td>\n",
-       "                    <td style=\"text-align: left;\">\n",
-       "                        <strong>Total memory:</strong> 440.42 GiB\n",
-       "                    </td>\n",
-       "                </tr>\n",
-       "            </table>\n",
-       "        </div>\n",
-       "    </div>\n",
-       "\n",
-       "    <details style=\"margin-left: 48px;\">\n",
-       "        <summary style=\"margin-bottom: 20px;\">\n",
-       "            <h3 style=\"display: inline;\">Workers</h3>\n",
-       "        </summary>\n",
-       "\n",
-       "        \n",
-       "        <div style=\"margin-bottom: 20px;\">\n",
-       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
-       "            <div style=\"margin-left: 48px;\">\n",
-       "            <details>\n",
-       "                <summary>\n",
-       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: dask-4c9c2dbb-worker-76f1b037-0</h4>\n",
-       "                </summary>\n",
-       "                <table style=\"width: 100%; text-align: left;\">\n",
-       "                    <tr>\n",
-       "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tls://10.5.0.40:35311\n",
-       "                        </td>\n",
-       "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Total threads: </strong> 1\n",
-       "                        </td>\n",
-       "                    </tr>\n",
-       "                    <tr>\n",
-       "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"http://10.5.0.40:36343/status\" target=\"_blank\">http://10.5.0.40:36343/status</a>\n",
-       "                        </td>\n",
-       "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Memory: </strong> 110.11 GiB\n",
-       "                        </td>\n",
-       "                    </tr>\n",
-       "                    <tr>\n",
-       "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tls://10.5.0.40:39735\n",
-       "                        </td>\n",
-       "                        <td style=\"text-align: left;\"></td>\n",
-       "                    </tr>\n",
-       "                    <tr>\n",
-       "                        <td colspan=\"2\" style=\"text-align: left;\">\n",
-       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-8zoxcbe1\n",
-       "                        </td>\n",
-       "                    </tr>\n",
-       "\n",
-       "                    \n",
-       "                    <tr>\n",
-       "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>GPU: </strong>Tesla V100-PCIE-16GB\n",
-       "                        </td>\n",
-       "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>GPU memory: </strong> 16.00 GiB\n",
-       "                        </td>\n",
-       "                    </tr>\n",
-       "                    \n",
-       "\n",
-       "                    \n",
-       "                    <tr>\n",
-       "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Tasks executing: </strong> \n",
-       "                        </td>\n",
-       "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Tasks in memory: </strong> \n",
-       "                        </td>\n",
-       "                    </tr>\n",
-       "                    <tr>\n",
-       "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Tasks ready: </strong> \n",
-       "                        </td>\n",
-       "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Tasks in flight: </strong>\n",
-       "                        </td>\n",
-       "                    </tr>\n",
-       "                    <tr>\n",
-       "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>CPU usage:</strong> 4.0%\n",
-       "                        </td>\n",
-       "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Last seen: </strong> Just now\n",
-       "                        </td>\n",
-       "                    </tr>\n",
-       "                    <tr>\n",
-       "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Memory usage: </strong> 2.07 GiB\n",
-       "                        </td>\n",
-       "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Spilled bytes: </strong> 0 B\n",
-       "                        </td>\n",
-       "                    </tr>\n",
-       "                    <tr>\n",
-       "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Read bytes: </strong> 611.184871294189 B\n",
-       "                        </td>\n",
-       "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Write bytes: </strong> 3.35 kiB\n",
-       "                        </td>\n",
-       "                    </tr>\n",
-       "                    \n",
-       "\n",
-       "                </table>\n",
-       "            </details>\n",
-       "            </div>\n",
-       "        </div>\n",
-       "        \n",
-       "        <div style=\"margin-bottom: 20px;\">\n",
-       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
-       "            <div style=\"margin-left: 48px;\">\n",
-       "            <details>\n",
-       "                <summary>\n",
-       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: dask-4c9c2dbb-worker-76f1b037-1</h4>\n",
-       "                </summary>\n",
-       "                <table style=\"width: 100%; text-align: left;\">\n",
-       "                    <tr>\n",
-       "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tls://10.5.0.40:34803\n",
-       "                        </td>\n",
-       "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Total threads: </strong> 1\n",
-       "                        </td>\n",
-       "                    </tr>\n",
-       "                    <tr>\n",
-       "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"http://10.5.0.40:40839/status\" target=\"_blank\">http://10.5.0.40:40839/status</a>\n",
-       "                        </td>\n",
-       "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Memory: </strong> 110.11 GiB\n",
-       "                        </td>\n",
-       "                    </tr>\n",
-       "                    <tr>\n",
-       "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tls://10.5.0.40:46037\n",
-       "                        </td>\n",
-       "                        <td style=\"text-align: left;\"></td>\n",
-       "                    </tr>\n",
-       "                    <tr>\n",
-       "                        <td colspan=\"2\" style=\"text-align: left;\">\n",
-       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-g0sbrrkg\n",
-       "                        </td>\n",
-       "                    </tr>\n",
-       "\n",
-       "                    \n",
-       "                    <tr>\n",
-       "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>GPU: </strong>Tesla V100-PCIE-16GB\n",
-       "                        </td>\n",
-       "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>GPU memory: </strong> 16.00 GiB\n",
-       "                        </td>\n",
-       "                    </tr>\n",
-       "                    \n",
-       "\n",
-       "                    \n",
-       "                    <tr>\n",
-       "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Tasks executing: </strong> \n",
-       "                        </td>\n",
-       "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Tasks in memory: </strong> \n",
-       "                        </td>\n",
-       "                    </tr>\n",
-       "                    <tr>\n",
-       "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Tasks ready: </strong> \n",
-       "                        </td>\n",
-       "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Tasks in flight: </strong>\n",
-       "                        </td>\n",
-       "                    </tr>\n",
-       "                    <tr>\n",
-       "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>CPU usage:</strong> 2.0%\n",
-       "                        </td>\n",
-       "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Last seen: </strong> Just now\n",
-       "                        </td>\n",
-       "                    </tr>\n",
-       "                    <tr>\n",
-       "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Memory usage: </strong> 2.07 GiB\n",
-       "                        </td>\n",
-       "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Spilled bytes: </strong> 0 B\n",
-       "                        </td>\n",
-       "                    </tr>\n",
-       "                    <tr>\n",
-       "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Read bytes: </strong> 611.5532566773229 B\n",
-       "                        </td>\n",
-       "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Write bytes: </strong> 3.36 kiB\n",
-       "                        </td>\n",
-       "                    </tr>\n",
-       "                    \n",
-       "\n",
-       "                </table>\n",
-       "            </details>\n",
-       "            </div>\n",
-       "        </div>\n",
-       "        \n",
-       "        <div style=\"margin-bottom: 20px;\">\n",
-       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
-       "            <div style=\"margin-left: 48px;\">\n",
-       "            <details>\n",
-       "                <summary>\n",
-       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: dask-4c9c2dbb-worker-b8c1bbbe-0</h4>\n",
-       "                </summary>\n",
-       "                <table style=\"width: 100%; text-align: left;\">\n",
-       "                    <tr>\n",
-       "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tls://10.5.0.41:34097\n",
-       "                        </td>\n",
-       "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Total threads: </strong> 1\n",
-       "                        </td>\n",
-       "                    </tr>\n",
-       "                    <tr>\n",
-       "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"http://10.5.0.41:45739/status\" target=\"_blank\">http://10.5.0.41:45739/status</a>\n",
-       "                        </td>\n",
-       "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Memory: </strong> 110.11 GiB\n",
-       "                        </td>\n",
-       "                    </tr>\n",
-       "                    <tr>\n",
-       "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tls://10.5.0.41:34665\n",
-       "                        </td>\n",
-       "                        <td style=\"text-align: left;\"></td>\n",
-       "                    </tr>\n",
-       "                    <tr>\n",
-       "                        <td colspan=\"2\" style=\"text-align: left;\">\n",
-       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-mnshzg_o\n",
-       "                        </td>\n",
-       "                    </tr>\n",
-       "\n",
-       "                    \n",
-       "                    <tr>\n",
-       "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>GPU: </strong>Tesla V100-PCIE-16GB\n",
-       "                        </td>\n",
-       "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>GPU memory: </strong> 16.00 GiB\n",
-       "                        </td>\n",
-       "                    </tr>\n",
-       "                    \n",
-       "\n",
-       "                    \n",
-       "                    <tr>\n",
-       "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Tasks executing: </strong> \n",
-       "                        </td>\n",
-       "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Tasks in memory: </strong> \n",
-       "                        </td>\n",
-       "                    </tr>\n",
-       "                    <tr>\n",
-       "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Tasks ready: </strong> \n",
-       "                        </td>\n",
-       "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Tasks in flight: </strong>\n",
-       "                        </td>\n",
-       "                    </tr>\n",
-       "                    <tr>\n",
-       "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>CPU usage:</strong> 2.0%\n",
-       "                        </td>\n",
-       "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Last seen: </strong> Just now\n",
-       "                        </td>\n",
-       "                    </tr>\n",
-       "                    <tr>\n",
-       "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Memory usage: </strong> 2.06 GiB\n",
-       "                        </td>\n",
-       "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Spilled bytes: </strong> 0 B\n",
-       "                        </td>\n",
-       "                    </tr>\n",
-       "                    <tr>\n",
-       "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Read bytes: </strong> 612.4098589714848 B\n",
-       "                        </td>\n",
-       "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Write bytes: </strong> 3.36 kiB\n",
-       "                        </td>\n",
-       "                    </tr>\n",
-       "                    \n",
-       "\n",
-       "                </table>\n",
-       "            </details>\n",
-       "            </div>\n",
-       "        </div>\n",
-       "        \n",
-       "        <div style=\"margin-bottom: 20px;\">\n",
-       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
-       "            <div style=\"margin-left: 48px;\">\n",
-       "            <details>\n",
-       "                <summary>\n",
-       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: dask-4c9c2dbb-worker-b8c1bbbe-1</h4>\n",
-       "                </summary>\n",
-       "                <table style=\"width: 100%; text-align: left;\">\n",
-       "                    <tr>\n",
-       "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tls://10.5.0.41:42091\n",
-       "                        </td>\n",
-       "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Total threads: </strong> 1\n",
-       "                        </td>\n",
-       "                    </tr>\n",
-       "                    <tr>\n",
-       "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"http://10.5.0.41:40161/status\" target=\"_blank\">http://10.5.0.41:40161/status</a>\n",
-       "                        </td>\n",
-       "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Memory: </strong> 110.11 GiB\n",
-       "                        </td>\n",
-       "                    </tr>\n",
-       "                    <tr>\n",
-       "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tls://10.5.0.41:33299\n",
-       "                        </td>\n",
-       "                        <td style=\"text-align: left;\"></td>\n",
-       "                    </tr>\n",
-       "                    <tr>\n",
-       "                        <td colspan=\"2\" style=\"text-align: left;\">\n",
-       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-rn6cb623\n",
-       "                        </td>\n",
-       "                    </tr>\n",
-       "\n",
-       "                    \n",
-       "                    <tr>\n",
-       "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>GPU: </strong>Tesla V100-PCIE-16GB\n",
-       "                        </td>\n",
-       "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>GPU memory: </strong> 16.00 GiB\n",
-       "                        </td>\n",
-       "                    </tr>\n",
-       "                    \n",
-       "\n",
-       "                    \n",
-       "                    <tr>\n",
-       "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Tasks executing: </strong> \n",
-       "                        </td>\n",
-       "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Tasks in memory: </strong> \n",
-       "                        </td>\n",
-       "                    </tr>\n",
-       "                    <tr>\n",
-       "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Tasks ready: </strong> \n",
-       "                        </td>\n",
-       "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Tasks in flight: </strong>\n",
-       "                        </td>\n",
-       "                    </tr>\n",
-       "                    <tr>\n",
-       "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>CPU usage:</strong> 4.0%\n",
-       "                        </td>\n",
-       "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Last seen: </strong> Just now\n",
-       "                        </td>\n",
-       "                    </tr>\n",
-       "                    <tr>\n",
-       "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Memory usage: </strong> 2.07 GiB\n",
-       "                        </td>\n",
-       "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Spilled bytes: </strong> 0 B\n",
-       "                        </td>\n",
-       "                    </tr>\n",
-       "                    <tr>\n",
-       "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Read bytes: </strong> 612.1243065312581 B\n",
-       "                        </td>\n",
-       "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Write bytes: </strong> 3.35 kiB\n",
-       "                        </td>\n",
-       "                    </tr>\n",
-       "                    \n",
-       "\n",
-       "                </table>\n",
-       "            </details>\n",
-       "            </div>\n",
-       "        </div>\n",
-       "        \n",
-       "\n",
-       "    </details>\n",
-       "</div>\n",
-       "\n",
-       "        </details>\n",
-       "    </div>\n",
-       "</div>\n",
-       "            </details>\n",
-       "        \n",
-       "\n",
-       "    </div>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "<Client: 'tls://10.5.0.39:8786' processes=4 threads=4, memory=440.42 GiB>"
-      ]
-     },
-     "execution_count": 26,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "client"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "#### Persist the local model in the remote dask workers"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 27,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "{'tls://10.5.0.40:34803': None,\n",
-       " 'tls://10.5.0.40:35311': None,\n",
-       " 'tls://10.5.0.41:34097': None,\n",
-       " 'tls://10.5.0.41:42091': None}"
-      ]
-     },
-     "execution_count": 27,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "def read_model(path):\n",
-    "    \"\"\"Read model file into memory.\"\"\"\n",
-    "    with open(path, \"rb\") as fh:\n",
-    "        return fh.read()  # reads binary data\n",
-    "\n",
-    "\n",
-    "def write_model(path, data):\n",
-    "    \"\"\"Write model file to disk.\"\"\"\n",
-    "    with open(path, \"wb\") as fh:\n",
-    "        fh.write(data)  # writes binary data to file\n",
-    "\n",
-    "\n",
-    "model_data = read_model(\"trained-model_nyctaxi.xgb\")\n",
-    "\n",
-    "# Tell all the workers to write the model to disk\n",
-    "client.run(write_model, \"/tmp/model.dat\", model_data)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 29,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def predict_model(model_file, input_df):\n",
-    "    import xgboost as xgb\n",
-    "    from cuml import ForestInference\n",
-    "\n",
-    "    # load binary data from file\n",
-    "    model_data = read_model(model_file)\n",
-    "\n",
-    "    # deserialize the model\n",
-    "    model = xgb.Booster(model_file=model_data)\n",
-    "\n",
-    "    # load xgboost model using FIL and make prediction\n",
-    "    fm = ForestInference.load(model, model_type=\"xgboost\")\n",
-    "    pred = fm.predict(input_df)\n",
-    "\n",
-    "    return pred"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "#### Inference with distributed predict with FIL"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 31,
-   "metadata": {},
-   "outputs": [
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/skirui/anaconda3/envs/rapids-23.08/lib/python3.10/site-packages/dask/dataframe/core.py:7047: FutureWarning: Meta is not valid, `map_partitions` and `map_overlap` expects output to be a pandas object. Try passing a pandas object as meta or a dict or tuple representing the (name, dtype) of the columns. In the future the meta you passed will not work.\n",
+      "  warnings.warn(\n"
+     ]
+    },
     {
-     "ename": "TypeError",
-     "evalue": "('Long error message', '(\\'Unknown type:\\', 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-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
-      "Cell \u001b[0;32mIn[31], line 11\u001b[0m\n\u001b[1;32m      8\u001b[0m     futures\u001b[38;5;241m.\u001b[39mappend(future)\n\u001b[1;32m     10\u001b[0m \u001b[38;5;66;03m# Collect the results from the workers\u001b[39;00m\n\u001b[0;32m---> 11\u001b[0m y_pred \u001b[38;5;241m=\u001b[39m [future\u001b[38;5;241m.\u001b[39mresult() \u001b[38;5;28;01mfor\u001b[39;00m future \u001b[38;5;129;01min\u001b[39;00m futures]\n\u001b[1;32m     13\u001b[0m wait(y_pred)\n\u001b[1;32m     14\u001b[0m toc \u001b[38;5;241m=\u001b[39m timer()\n",
-      "Cell \u001b[0;32mIn[31], line 11\u001b[0m, in \u001b[0;36m<listcomp>\u001b[0;34m(.0)\u001b[0m\n\u001b[1;32m      8\u001b[0m     futures\u001b[38;5;241m.\u001b[39mappend(future)\n\u001b[1;32m     10\u001b[0m \u001b[38;5;66;03m# Collect the results from the workers\u001b[39;00m\n\u001b[0;32m---> 11\u001b[0m y_pred \u001b[38;5;241m=\u001b[39m [\u001b[43mfuture\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mresult\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m \u001b[38;5;28;01mfor\u001b[39;00m future \u001b[38;5;129;01min\u001b[39;00m futures]\n\u001b[1;32m     13\u001b[0m wait(y_pred)\n\u001b[1;32m     14\u001b[0m toc \u001b[38;5;241m=\u001b[39m timer()\n",
-      "Cell \u001b[0;32mIn[29], line 9\u001b[0m, in \u001b[0;36mpredict_model\u001b[0;34m()\u001b[0m\n\u001b[1;32m      6\u001b[0m model_data \u001b[38;5;241m=\u001b[39m read_model(model_file)  \n\u001b[1;32m      8\u001b[0m \u001b[38;5;66;03m# deserialize the model\u001b[39;00m\n\u001b[0;32m----> 9\u001b[0m model \u001b[38;5;241m=\u001b[39m xgb\u001b[38;5;241m.\u001b[39mBooster(model_file\u001b[38;5;241m=\u001b[39mmodel_data)\n\u001b[1;32m     11\u001b[0m \u001b[38;5;66;03m# load xgboost model using FIL and make prediction\u001b[39;00m\n\u001b[1;32m     12\u001b[0m fm \u001b[38;5;241m=\u001b[39m ForestInference\u001b[38;5;241m.\u001b[39mload(model, model_type\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mxgboost\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n",
-      "File \u001b[0;32m/opt/conda/lib/python3.10/site-packages/xgboost/core.py:1575\u001b[0m, in \u001b[0;36m__init__\u001b[0;34m()\u001b[0m\n",
-      "\u001b[0;31mTypeError\u001b[0m: ('Long error message', '(\\'Unknown type:\\', 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+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Wall clock time taken for this cell : 5.638823717948981 s\n"
      ]
     }
    ],
    "source": [
     "tic = timer()\n",
-    "\n",
-    "# Use client.submit to perform the prediction on all workers\n",
-    "futures = []\n",
-    "workers = client.scheduler_info()[\"workers\"]\n",
-    "for worker in workers:\n",
-    "    future = client.submit(predict_model, \"/tmp/model.dat\", X_infer, workers=[worker])\n",
-    "    futures.append(future)\n",
-    "\n",
-    "# Collect the results from the workers\n",
-    "y_pred = [future.result() for future in futures]\n",
-    "\n",
+    "predictions = X_infer.map_partitions(\n",
+    "    predict_model, meta=\"float\"\n",
+    ")  # this is like MPI reduce\n",
+    "y_pred = predictions.compute()\n",
     "wait(y_pred)\n",
     "toc = timer()\n",
     "print(f\"Wall clock time taken for this cell : {toc-tic} s\")"
@@ -2839,16 +2428,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 35,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "It took 5.638823717948981 seconds to predict on 5426301 rows using FIL distributedly on each worker\n"
+     ]
+    }
+   ],
    "source": [
     "rows_csv = X_infer.iloc[:, 0].shape[0].compute()\n",
     "print(\n",
@@ -2858,9 +2448,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 36,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Final - RMSE:  2.2968235\n"
+     ]
+    }
+   ],
    "source": [
     "tic = timer()\n",
     "score = mean_squared_error(y_pred, _y_test)\n",
@@ -2879,9 +2477,26 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 37,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Terminated VM dask-92c5978e-worker-54f8d057\n",
+      "Terminated VM dask-92c5978e-worker-9f9a9c9b\n",
+      "Removed disks for VM dask-92c5978e-worker-54f8d057\n",
+      "Removed disks for VM dask-92c5978e-worker-9f9a9c9b\n",
+      "Deleted network interface\n",
+      "Deleted network interface\n",
+      "Terminated VM dask-92c5978e-scheduler\n",
+      "Removed disks for VM dask-92c5978e-scheduler\n",
+      "Deleted network interface\n",
+      "Unassigned public IP\n"
+     ]
+    }
+   ],
    "source": [
     "client.close()\n",
     "cluster.close()"
diff --git a/source/examples/xgboost-azure-mnmg-daskcloudprovider/trained-model_nyctaxi.xgb b/source/examples/xgboost-azure-mnmg-daskcloudprovider/trained-model_nyctaxi.xgb
index 77afdbaa..6d657dbc 100644
Binary files a/source/examples/xgboost-azure-mnmg-daskcloudprovider/trained-model_nyctaxi.xgb and b/source/examples/xgboost-azure-mnmg-daskcloudprovider/trained-model_nyctaxi.xgb differ