diff --git a/data/train.csv b/data/train.csv
new file mode 100644
index 00000000..3628f450
--- /dev/null
+++ b/data/train.csv
@@ -0,0 +1,117565 @@
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+117553,113.0,49.97346088,0.058463912,0.023733988,0.677257525,10.07797772,19.59691552,437.6668045,0
+117554,105.3515625,45.05403047,0.316909236,0.185841167,2.569397993,16.04986424,8.518318067,88.67505455,0
+117555,34.984375,27.46103418,5.473132541,32.74425795,46.02508361,68.80172298,1.516624722,0.745529302,1
+117556,149.2890625,51.40738031,-0.669990755,0.147755616,44.52090301,79.32570125,1.253040864,-0.486788474,0
+117557,125.171875,51.98253162,0.24779188,-0.394873971,1.45819398,11.40418476,13.34382794,235.3043356,0
+117558,52.0,33.0961761,3.869559172,21.81470262,122.993311,72.94474803,-0.115862086,-0.92402117,1
+117559,132.84375,56.74883772,-0.060070048,-0.554084018,4.054347826,27.84414371,6.564422662,44.44266442,0
+117560,112.578125,52.53927103,0.179580122,-0.306960686,1.637959866,15.3319134,11.38471761,142.5354696,0
+117561,119.7578125,49.9800131,0.064401508,-0.270822244,3.877926421,19.78855917,6.959740135,56.36778858,0
+117562,105.7890625,46.98659519,0.441426486,0.372465652,2.097826087,17.17061178,9.442444923,99.07453944,0
+117563,113.515625,50.93595605,0.031516691,-0.443830714,23.2909699,62.00684164,2.386364229,4.001859336,0
diff --git a/examples_and_demos/resnet_demo.ipynb b/examples_and_demos/resnet_demo.ipynb
index cf56f834..2986fc18 100644
--- a/examples_and_demos/resnet_demo.ipynb
+++ b/examples_and_demos/resnet_demo.ipynb
@@ -103,11 +103,29 @@
     },
     {
       "cell_type": "code",
-      "execution_count": null,
+      "execution_count": 2,
       "metadata": {
         "id": "vbkNVwnKeJ8M"
       },
-      "outputs": [],
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "--2023-11-02 15:52:00--  https://raw.githubusercontent.com/pytorch/hub/master/imagenet_classes.txt\n",
+            "Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.110.133, 185.199.111.133, 185.199.108.133, ...\n",
+            "Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.110.133|:443... connected.\n",
+            "HTTP request sent, awaiting response... 200 OK\n",
+            "Length: 10472 (10K) [text/plain]\n",
+            "Saving to: ‘imagenet_classes.txt’\n",
+            "\n",
+            "imagenet_classes.tx 100%[===================>]  10.23K  --.-KB/s    in 0s      \n",
+            "\n",
+            "2023-11-02 15:52:00 (57.4 MB/s) - ‘imagenet_classes.txt’ saved [10472/10472]\n",
+            "\n"
+          ]
+        }
+      ],
       "source": [
         "!wget https://raw.githubusercontent.com/pytorch/hub/master/imagenet_classes.txt\n",
         "with open(\"imagenet_classes.txt\", \"r\") as f:\n",
@@ -125,11 +143,29 @@
     },
     {
       "cell_type": "code",
-      "execution_count": null,
+      "execution_count": 3,
       "metadata": {
         "id": "wA8le42RlCnt"
       },
-      "outputs": [],
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "--2023-11-02 15:52:01--  https://raw.githubusercontent.com/unifyai/models/master/images/cat.jpg\n",
+            "Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.108.133, 185.199.110.133, 185.199.109.133, ...\n",
+            "Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.108.133|:443... connected.\n",
+            "HTTP request sent, awaiting response... 200 OK\n",
+            "Length: 634575 (620K) [image/jpeg]\n",
+            "Saving to: ‘cat.jpg’\n",
+            "\n",
+            "cat.jpg             100%[===================>] 619.70K  --.-KB/s    in 0.005s  \n",
+            "\n",
+            "2023-11-02 15:52:01 (113 MB/s) - ‘cat.jpg’ saved [634575/634575]\n",
+            "\n"
+          ]
+        }
+      ],
       "source": [
         "!wget https://raw.githubusercontent.com/unifyai/models/master/images/cat.jpg\n",
         "filename = \"cat.jpg\""
@@ -218,11 +254,161 @@
     },
     {
       "cell_type": "code",
-      "execution_count": null,
+      "execution_count": 6,
       "metadata": {
         "id": "CilbPhLuP97H"
       },
-      "outputs": [],
+      "outputs": [
+        {
+          "data": {
+            "text/plain": [
+              "ResNet(\n",
+              "  (conv1): Conv2d(3, 64, kernel_size=(7, 7), stride=(2, 2), padding=(3, 3), bias=False)\n",
+              "  (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
+              "  (relu): ReLU(inplace=True)\n",
+              "  (maxpool): MaxPool2d(kernel_size=3, stride=2, padding=1, dilation=1, ceil_mode=False)\n",
+              "  (layer1): Sequential(\n",
+              "    (0): BasicBlock(\n",
+              "      (conv1): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
+              "      (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
+              "      (relu): ReLU(inplace=True)\n",
+              "      (conv2): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
+              "      (bn2): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
+              "    )\n",
+              "    (1): BasicBlock(\n",
+              "      (conv1): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
+              "      (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
+              "      (relu): ReLU(inplace=True)\n",
+              "      (conv2): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
+              "      (bn2): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
+              "    )\n",
+              "    (2): BasicBlock(\n",
+              "      (conv1): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
+              "      (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
+              "      (relu): ReLU(inplace=True)\n",
+              "      (conv2): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
+              "      (bn2): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
+              "    )\n",
+              "  )\n",
+              "  (layer2): Sequential(\n",
+              "    (0): BasicBlock(\n",
+              "      (conv1): Conv2d(64, 128, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n",
+              "      (bn1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
+              "      (relu): ReLU(inplace=True)\n",
+              "      (conv2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
+              "      (bn2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
+              "      (downsample): Sequential(\n",
+              "        (0): Conv2d(64, 128, kernel_size=(1, 1), stride=(2, 2), bias=False)\n",
+              "        (1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
+              "      )\n",
+              "    )\n",
+              "    (1): BasicBlock(\n",
+              "      (conv1): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
+              "      (bn1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
+              "      (relu): ReLU(inplace=True)\n",
+              "      (conv2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
+              "      (bn2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
+              "    )\n",
+              "    (2): BasicBlock(\n",
+              "      (conv1): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
+              "      (bn1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
+              "      (relu): ReLU(inplace=True)\n",
+              "      (conv2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
+              "      (bn2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
+              "    )\n",
+              "    (3): BasicBlock(\n",
+              "      (conv1): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
+              "      (bn1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
+              "      (relu): ReLU(inplace=True)\n",
+              "      (conv2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
+              "      (bn2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
+              "    )\n",
+              "  )\n",
+              "  (layer3): Sequential(\n",
+              "    (0): BasicBlock(\n",
+              "      (conv1): Conv2d(128, 256, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n",
+              "      (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
+              "      (relu): ReLU(inplace=True)\n",
+              "      (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
+              "      (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
+              "      (downsample): Sequential(\n",
+              "        (0): Conv2d(128, 256, kernel_size=(1, 1), stride=(2, 2), bias=False)\n",
+              "        (1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
+              "      )\n",
+              "    )\n",
+              "    (1): BasicBlock(\n",
+              "      (conv1): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
+              "      (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
+              "      (relu): ReLU(inplace=True)\n",
+              "      (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
+              "      (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
+              "    )\n",
+              "    (2): BasicBlock(\n",
+              "      (conv1): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
+              "      (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
+              "      (relu): ReLU(inplace=True)\n",
+              "      (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
+              "      (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
+              "    )\n",
+              "    (3): BasicBlock(\n",
+              "      (conv1): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
+              "      (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
+              "      (relu): ReLU(inplace=True)\n",
+              "      (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
+              "      (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
+              "    )\n",
+              "    (4): BasicBlock(\n",
+              "      (conv1): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
+              "      (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
+              "      (relu): ReLU(inplace=True)\n",
+              "      (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
+              "      (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
+              "    )\n",
+              "    (5): BasicBlock(\n",
+              "      (conv1): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
+              "      (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
+              "      (relu): ReLU(inplace=True)\n",
+              "      (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
+              "      (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
+              "    )\n",
+              "  )\n",
+              "  (layer4): Sequential(\n",
+              "    (0): BasicBlock(\n",
+              "      (conv1): Conv2d(256, 512, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n",
+              "      (bn1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
+              "      (relu): ReLU(inplace=True)\n",
+              "      (conv2): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
+              "      (bn2): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
+              "      (downsample): Sequential(\n",
+              "        (0): Conv2d(256, 512, kernel_size=(1, 1), stride=(2, 2), bias=False)\n",
+              "        (1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
+              "      )\n",
+              "    )\n",
+              "    (1): BasicBlock(\n",
+              "      (conv1): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
+              "      (bn1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
+              "      (relu): ReLU(inplace=True)\n",
+              "      (conv2): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
+              "      (bn2): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
+              "    )\n",
+              "    (2): BasicBlock(\n",
+              "      (conv1): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
+              "      (bn1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
+              "      (relu): ReLU(inplace=True)\n",
+              "      (conv2): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
+              "      (bn2): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
+              "    )\n",
+              "  )\n",
+              "  (avgpool): AdaptiveAvgPool2d(output_size=(1, 1))\n",
+              "  (fc): Linear(in_features=512, out_features=1000, bias=True)\n",
+              ")"
+            ]
+          },
+          "execution_count": 6,
+          "metadata": {},
+          "output_type": "execute_result"
+        }
+      ],
       "source": [
         "from torchvision.models import resnet34, ResNet34_Weights\n",
         "\n",
@@ -250,14 +436,24 @@
     },
     {
       "cell_type": "code",
-      "execution_count": null,
+      "execution_count": 7,
       "metadata": {
         "id": "j-wpDpMmP97H"
       },
-      "outputs": [],
+      "outputs": [
+        {
+          "name": "stderr",
+          "output_type": "stream",
+          "text": [
+            "Downloading: \"https://download.pytorch.org/models/resnet34-333f7ec4.pth\" to /root/.cache/torch/hub/checkpoints/resnet34-333f7ec4.pth\n",
+            "100%|██████████| 83.3M/83.3M [00:01<00:00, 56.4MB/s]\n"
+          ]
+        }
+      ],
       "source": [
         "from ivy_models.resnet import resnet_34\n",
         "\n",
+        "ivy.set_backend('torch')\n",
         "ivy_resnet_34 = resnet_34(pretrained=True)"
       ]
     },
@@ -272,14 +468,22 @@
     },
     {
       "cell_type": "code",
-      "execution_count": null,
+      "execution_count": 8,
       "metadata": {
         "id": "DrYoE65nP97J"
       },
-      "outputs": [],
+      "outputs": [
+        {
+          "name": "stderr",
+          "output_type": "stream",
+          "text": [
+            "WARNING:root:To preserve the tracer and transpiler caches across multiple machines, ensure that the relative path of your projects from the .ivy folder is consistent across all machines. You can do this by adding .ivy to your home folder and placing all projects in the same place relative to the home folder on all machines.\n",
+            "/workspaces/ivy/ivy/compiler/compiler.py:95: UserWarning: Any builtin callables in the source code will not be tracked properly and might get cached in the graph.\n",
+            "  return _trace_graph(\n"
+          ]
+        }
+      ],
       "source": [
-        "ivy.set_backend('torch')\n",
-        "\n",
         "img = ivy.asarray(torch_img.permute((0, 2, 3, 1)), dtype=\"float32\", device=\"gpu:0\")\n",
         "ivy_resnet_34.trace_graph(args=(img,))"
       ]
@@ -367,7 +571,7 @@
           "output_type": "stream",
           "text": [
             "Indices of the top 3 classes are: ivy.array([282, 281, 285], dev=gpu:0)\n",
-            "Logits of the top 3 classes are: ivy.array([0.85072654, 0.13506058, 0.00688287], dev=gpu:0)\n",
+            "Logits of the top 3 classes are: ivy.array([0.85072625, 0.13506091, 0.00688289], dev=gpu:0)\n",
             "Categories of the top 3 classes are: ['tiger cat', 'tabby', 'Egyptian cat']\n"
           ]
         }
@@ -402,11 +606,205 @@
     },
     {
       "cell_type": "code",
-      "execution_count": null,
+      "execution_count": 11,
       "metadata": {
         "id": "IQLTHHb8P_aI"
       },
-      "outputs": [],
+      "outputs": [
+        {
+          "name": "stderr",
+          "output_type": "stream",
+          "text": [
+            "Downloading: \"https://download.pytorch.org/models/resnet50-11ad3fa6.pth\" to /root/.cache/torch/hub/checkpoints/resnet50-11ad3fa6.pth\n",
+            "100%|██████████| 97.8M/97.8M [00:01<00:00, 56.8MB/s]\n"
+          ]
+        },
+        {
+          "data": {
+            "text/plain": [
+              "ResNet(\n",
+              "  (conv1): Conv2d(3, 64, kernel_size=(7, 7), stride=(2, 2), padding=(3, 3), bias=False)\n",
+              "  (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
+              "  (relu): ReLU(inplace=True)\n",
+              "  (maxpool): MaxPool2d(kernel_size=3, stride=2, padding=1, dilation=1, ceil_mode=False)\n",
+              "  (layer1): Sequential(\n",
+              "    (0): Bottleneck(\n",
+              "      (conv1): Conv2d(64, 64, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
+              "      (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
+              "      (conv2): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
+              "      (bn2): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
+              "      (conv3): Conv2d(64, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
+              "      (bn3): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
+              "      (relu): ReLU(inplace=True)\n",
+              "      (downsample): Sequential(\n",
+              "        (0): Conv2d(64, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
+              "        (1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
+              "      )\n",
+              "    )\n",
+              "    (1): Bottleneck(\n",
+              "      (conv1): Conv2d(256, 64, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
+              "      (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
+              "      (conv2): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
+              "      (bn2): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
+              "      (conv3): Conv2d(64, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
+              "      (bn3): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
+              "      (relu): ReLU(inplace=True)\n",
+              "    )\n",
+              "    (2): Bottleneck(\n",
+              "      (conv1): Conv2d(256, 64, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
+              "      (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
+              "      (conv2): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
+              "      (bn2): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
+              "      (conv3): Conv2d(64, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
+              "      (bn3): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
+              "      (relu): ReLU(inplace=True)\n",
+              "    )\n",
+              "  )\n",
+              "  (layer2): Sequential(\n",
+              "    (0): Bottleneck(\n",
+              "      (conv1): Conv2d(256, 128, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
+              "      (bn1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
+              "      (conv2): Conv2d(128, 128, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n",
+              "      (bn2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
+              "      (conv3): Conv2d(128, 512, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
+              "      (bn3): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
+              "      (relu): ReLU(inplace=True)\n",
+              "      (downsample): Sequential(\n",
+              "        (0): Conv2d(256, 512, kernel_size=(1, 1), stride=(2, 2), bias=False)\n",
+              "        (1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
+              "      )\n",
+              "    )\n",
+              "    (1): Bottleneck(\n",
+              "      (conv1): Conv2d(512, 128, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
+              "      (bn1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
+              "      (conv2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
+              "      (bn2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
+              "      (conv3): Conv2d(128, 512, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
+              "      (bn3): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
+              "      (relu): ReLU(inplace=True)\n",
+              "    )\n",
+              "    (2): Bottleneck(\n",
+              "      (conv1): Conv2d(512, 128, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
+              "      (bn1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
+              "      (conv2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
+              "      (bn2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
+              "      (conv3): Conv2d(128, 512, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
+              "      (bn3): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
+              "      (relu): ReLU(inplace=True)\n",
+              "    )\n",
+              "    (3): Bottleneck(\n",
+              "      (conv1): Conv2d(512, 128, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
+              "      (bn1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
+              "      (conv2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
+              "      (bn2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
+              "      (conv3): Conv2d(128, 512, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
+              "      (bn3): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
+              "      (relu): ReLU(inplace=True)\n",
+              "    )\n",
+              "  )\n",
+              "  (layer3): Sequential(\n",
+              "    (0): Bottleneck(\n",
+              "      (conv1): Conv2d(512, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
+              "      (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
+              "      (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n",
+              "      (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
+              "      (conv3): Conv2d(256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
+              "      (bn3): BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
+              "      (relu): ReLU(inplace=True)\n",
+              "      (downsample): Sequential(\n",
+              "        (0): Conv2d(512, 1024, kernel_size=(1, 1), stride=(2, 2), bias=False)\n",
+              "        (1): BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
+              "      )\n",
+              "    )\n",
+              "    (1): Bottleneck(\n",
+              "      (conv1): Conv2d(1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
+              "      (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
+              "      (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
+              "      (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
+              "      (conv3): Conv2d(256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
+              "      (bn3): BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
+              "      (relu): ReLU(inplace=True)\n",
+              "    )\n",
+              "    (2): Bottleneck(\n",
+              "      (conv1): Conv2d(1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
+              "      (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
+              "      (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
+              "      (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
+              "      (conv3): Conv2d(256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
+              "      (bn3): BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
+              "      (relu): ReLU(inplace=True)\n",
+              "    )\n",
+              "    (3): Bottleneck(\n",
+              "      (conv1): Conv2d(1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
+              "      (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
+              "      (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
+              "      (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
+              "      (conv3): Conv2d(256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
+              "      (bn3): BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
+              "      (relu): ReLU(inplace=True)\n",
+              "    )\n",
+              "    (4): Bottleneck(\n",
+              "      (conv1): Conv2d(1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
+              "      (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
+              "      (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
+              "      (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
+              "      (conv3): Conv2d(256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
+              "      (bn3): BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
+              "      (relu): ReLU(inplace=True)\n",
+              "    )\n",
+              "    (5): Bottleneck(\n",
+              "      (conv1): Conv2d(1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
+              "      (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
+              "      (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
+              "      (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
+              "      (conv3): Conv2d(256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
+              "      (bn3): BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
+              "      (relu): ReLU(inplace=True)\n",
+              "    )\n",
+              "  )\n",
+              "  (layer4): Sequential(\n",
+              "    (0): Bottleneck(\n",
+              "      (conv1): Conv2d(1024, 512, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
+              "      (bn1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
+              "      (conv2): Conv2d(512, 512, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n",
+              "      (bn2): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
+              "      (conv3): Conv2d(512, 2048, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
+              "      (bn3): BatchNorm2d(2048, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
+              "      (relu): ReLU(inplace=True)\n",
+              "      (downsample): Sequential(\n",
+              "        (0): Conv2d(1024, 2048, kernel_size=(1, 1), stride=(2, 2), bias=False)\n",
+              "        (1): BatchNorm2d(2048, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
+              "      )\n",
+              "    )\n",
+              "    (1): Bottleneck(\n",
+              "      (conv1): Conv2d(2048, 512, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
+              "      (bn1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
+              "      (conv2): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
+              "      (bn2): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
+              "      (conv3): Conv2d(512, 2048, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
+              "      (bn3): BatchNorm2d(2048, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
+              "      (relu): ReLU(inplace=True)\n",
+              "    )\n",
+              "    (2): Bottleneck(\n",
+              "      (conv1): Conv2d(2048, 512, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
+              "      (bn1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
+              "      (conv2): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
+              "      (bn2): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
+              "      (conv3): Conv2d(512, 2048, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
+              "      (bn3): BatchNorm2d(2048, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
+              "      (relu): ReLU(inplace=True)\n",
+              "    )\n",
+              "  )\n",
+              "  (avgpool): AdaptiveAvgPool2d(output_size=(1, 1))\n",
+              "  (fc): Linear(in_features=2048, out_features=1000, bias=True)\n",
+              ")"
+            ]
+          },
+          "execution_count": 11,
+          "metadata": {},
+          "output_type": "execute_result"
+        }
+      ],
       "source": [
         "from torchvision.models import resnet50, ResNet50_Weights\n",
         "\n",
@@ -460,7 +858,16 @@
       "metadata": {
         "id": "m2XRj_yAP_aL"
       },
-      "outputs": [],
+      "outputs": [
+        {
+          "name": "stderr",
+          "output_type": "stream",
+          "text": [
+            "/workspaces/ivy/ivy/compiler/compiler.py:95: UserWarning: Any builtin callables in the source code will not be tracked properly and might get cached in the graph.\n",
+            "  return _trace_graph(\n"
+          ]
+        }
+      ],
       "source": [
         "ivy_resnet_50.trace_graph(args=(img,))"
       ]
@@ -548,7 +955,7 @@
           "output_type": "stream",
           "text": [
             "Indices of the top 3 classes are: ivy.array([282, 281, 285], dev=gpu:0)\n",
-            "Logits of the top 3 classes are: ivy.array([0.34288213, 0.04077019, 0.0121203 ], dev=gpu:0)\n",
+            "Logits of the top 3 classes are: ivy.array([0.34288204, 0.04077014, 0.01212029], dev=gpu:0)\n",
             "Categories of the top 3 classes are: ['tiger cat', 'tabby', 'Egyptian cat']\n"
           ]
         }
@@ -562,15 +969,6 @@
         "print(\"Logits of the top 3 classes are:\", logits)\n",
         "print(\"Categories of the top 3 classes are:\", [categories[i] for i in classes.to_list()])"
       ]
-    },
-    {
-      "cell_type": "code",
-      "execution_count": null,
-      "metadata": {
-        "id": "PXACxGE7gNxv"
-      },
-      "outputs": [],
-      "source": []
     }
   ],
   "metadata": {
@@ -584,8 +982,16 @@
       "name": "python3"
     },
     "language_info": {
+      "codemirror_mode": {
+        "name": "ipython",
+        "version": 3
+      },
+      "file_extension": ".py",
+      "mimetype": "text/x-python",
       "name": "python",
-      "version": "3.10.4"
+      "nbconvert_exporter": "python",
+      "pygments_lexer": "ipython3",
+      "version": "3.10.0"
     },
     "orig_nbformat": 4
   },
diff --git a/examples_and_demos/torch_to_jax.ipynb b/examples_and_demos/torch_to_jax.ipynb
index 65e712bc..d65d9b51 100644
--- a/examples_and_demos/torch_to_jax.ipynb
+++ b/examples_and_demos/torch_to_jax.ipynb
@@ -33,11 +33,22 @@
     },
     {
       "cell_type": "code",
-      "execution_count": null,
+      "execution_count": 1,
       "metadata": {
         "id": "nnyOp6JusBLv"
       },
-      "outputs": [],
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\n",
+            "\u001b[0m\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\n",
+            "\u001b[0m\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\n",
+            "\u001b[0m"
+          ]
+        }
+      ],
       "source": [
         "!pip install -q ivy\n",
         "!pip install -q transformers\n",
@@ -82,11 +93,22 @@
     },
     {
       "cell_type": "code",
-      "execution_count": null,
+      "execution_count": 3,
       "metadata": {
         "id": "Fl2RJ_KlsNy2"
       },
-      "outputs": [],
+      "outputs": [
+        {
+          "name": "stderr",
+          "output_type": "stream",
+          "text": [
+            "2023-11-02 19:23:15.980130: E tensorflow/compiler/xla/stream_executor/cuda/cuda_dnn.cc:9342] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered\n",
+            "2023-11-02 19:23:15.980177: E tensorflow/compiler/xla/stream_executor/cuda/cuda_fft.cc:609] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered\n",
+            "2023-11-02 19:23:15.980207: E tensorflow/compiler/xla/stream_executor/cuda/cuda_blas.cc:1518] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered\n",
+            "2023-11-02 19:23:17.351203: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Could not find TensorRT\n"
+          ]
+        }
+      ],
       "source": [
         "jax.config.update(\"jax_enable_x64\", False)\n",
         "\n",
@@ -132,7 +154,7 @@
     },
     {
       "cell_type": "code",
-      "execution_count": null,
+      "execution_count": 5,
       "metadata": {
         "colab": {
           "base_uri": "https://localhost:8080/"
@@ -140,7 +162,18 @@
         "id": "DEBx4fwFvmC-",
         "outputId": "ef553432-e143-4248-c674-d0c0a6bf80db"
       },
-      "outputs": [],
+      "outputs": [
+        {
+          "name": "stderr",
+          "output_type": "stream",
+          "text": [
+            "WARNING:root:To preserve the tracer and transpiler caches across multiple machines, ensure that the relative path of your projects from the .ivy folder is consistent across all machines. You can do this by adding .ivy to your home folder and placing all projects in the same place relative to the home folder on all machines.\n",
+            "WARNING:root:Native Numpy does not support GPU placement, consider using Jax instead\n",
+            "/workspaces/ivy/ivy/utils/exceptions.py:390: UserWarning: The current backend: 'jax' does not support inplace updates natively. Ivy would quietly create new arrays when using inplace updates with this backend, leading to memory overhead (same applies for views). If you want to control your memory management, consider doing ivy.set_inplace_mode('strict') which should raise an error whenever an inplace update is attempted with this backend.\n",
+            "  warnings.warn(\n"
+          ]
+        }
+      ],
       "source": [
         "transpiled_graph = ivy.transpile(model, to=\"haiku\", kwargs=inputs)"
       ]
@@ -217,7 +250,7 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 15,
+      "execution_count": 8,
       "metadata": {
         "colab": {
           "base_uri": "https://localhost:8080/"
@@ -230,7 +263,7 @@
           "name": "stdout",
           "output_type": "stream",
           "text": [
-            "9.67 ms ± 2.28 ms per loop (mean ± std. dev. of 7 runs, 100 loops each)\n"
+            "6.63 ms ± 122 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n"
           ]
         }
       ],
@@ -241,7 +274,7 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 16,
+      "execution_count": 9,
       "metadata": {
         "colab": {
           "base_uri": "https://localhost:8080/"
@@ -254,7 +287,7 @@
           "name": "stdout",
           "output_type": "stream",
           "text": [
-            "4.09 ms ± 9.48 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n"
+            "1.18 ms ± 134 µs per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
           ]
         }
       ],
@@ -340,7 +373,8 @@
       "name": "python3"
     },
     "language_info": {
-      "name": "python"
+      "name": "python",
+      "version": "3.10.0"
     }
   },
   "nbformat": 4,
diff --git a/examples_and_demos/xgboost_demo.ipynb b/examples_and_demos/xgboost_demo.ipynb
index 8b26d56d..72ca2340 100644
--- a/examples_and_demos/xgboost_demo.ipynb
+++ b/examples_and_demos/xgboost_demo.ipynb
@@ -281,50 +281,50 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 20,
+      "execution_count": 21,
       "metadata": {
         "colab": {
           "base_uri": "https://localhost:8080/"
         },
-        "id": "BzqTHm6aY_WC",
-        "outputId": "342e850b-b3d0-464f-c4f1-549d666819da"
+        "id": "-kZQEGucY_WD",
+        "outputId": "8ef4a5ce-fa78-45f6-ec79-2c6e12880001"
       },
       "outputs": [
         {
           "name": "stdout",
           "output_type": "stream",
           "text": [
-            "436 ms ± 48.5 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n"
+            "1.06 s ± 101 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n"
           ]
         }
       ],
       "source": [
         "%%timeit -n 10\n",
-        "ivy_cls.fit(X, y)"
+        "xgb_cls.fit(X, y)"
       ]
     },
     {
       "cell_type": "code",
-      "execution_count": 21,
+      "execution_count": 20,
       "metadata": {
         "colab": {
           "base_uri": "https://localhost:8080/"
         },
-        "id": "-kZQEGucY_WD",
-        "outputId": "8ef4a5ce-fa78-45f6-ec79-2c6e12880001"
+        "id": "BzqTHm6aY_WC",
+        "outputId": "342e850b-b3d0-464f-c4f1-549d666819da"
       },
       "outputs": [
         {
           "name": "stdout",
           "output_type": "stream",
           "text": [
-            "1.06 s ± 101 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n"
+            "436 ms ± 48.5 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n"
           ]
         }
       ],
       "source": [
         "%%timeit -n 10\n",
-        "xgb_cls.fit(X, y)"
+        "ivy_cls.fit(X, y)"
       ]
     },
     {
@@ -342,48 +342,48 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 22,
+      "execution_count": 23,
       "metadata": {
         "colab": {
           "base_uri": "https://localhost:8080/"
         },
-        "id": "74uae4ysJB8U",
-        "outputId": "0bac2a1f-d3e9-428b-f958-57edbe918bed"
+        "id": "NDRsB_myJB8U",
+        "outputId": "193ee94c-d1e6-4023-e51d-09fb38681020"
       },
       "outputs": [
         {
           "name": "stdout",
           "output_type": "stream",
           "text": [
-            "1.56 ms ± 201 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n"
+            "30 ms ± 9.25 ms per loop (mean ± std. dev. of 7 runs, 100 loops each)\n"
           ]
         }
       ],
       "source": [
-        "%timeit -n 100 ivy_cls.predict(X)"
+        "%timeit -n 100 xgb_cls.predict(X)"
       ]
     },
     {
       "cell_type": "code",
-      "execution_count": 23,
+      "execution_count": 22,
       "metadata": {
         "colab": {
           "base_uri": "https://localhost:8080/"
         },
-        "id": "NDRsB_myJB8U",
-        "outputId": "193ee94c-d1e6-4023-e51d-09fb38681020"
+        "id": "74uae4ysJB8U",
+        "outputId": "0bac2a1f-d3e9-428b-f958-57edbe918bed"
       },
       "outputs": [
         {
           "name": "stdout",
           "output_type": "stream",
           "text": [
-            "30 ms ± 9.25 ms per loop (mean ± std. dev. of 7 runs, 100 loops each)\n"
+            "1.56 ms ± 201 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n"
           ]
         }
       ],
       "source": [
-        "%timeit -n 100 xgb_cls.predict(X)"
+        "%timeit -n 100 ivy_cls.predict(X)"
       ]
     },
     {
@@ -497,96 +497,96 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 27,
+      "execution_count": 28,
       "metadata": {
         "colab": {
           "base_uri": "https://localhost:8080/"
         },
-        "id": "1OhJBVRfY_WE",
-        "outputId": "7a2fde49-4f82-4112-fdc6-b2bb5c90b36b"
+        "id": "uwBBeUQcY_WE",
+        "outputId": "6fedc706-9bdd-49fb-927b-f2cf2ad9e9f2"
       },
       "outputs": [
         {
           "name": "stdout",
           "output_type": "stream",
           "text": [
-            "852 ms ± 449 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n"
+            "1.06 s ± 102 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n"
           ]
         }
       ],
       "source": [
         "%%timeit -n 10\n",
-        "ivy_cls.fit(X, y)"
+        "xgb_cls.fit(X, y)"
       ]
     },
     {
       "cell_type": "code",
-      "execution_count": 28,
+      "execution_count": 27,
       "metadata": {
         "colab": {
           "base_uri": "https://localhost:8080/"
         },
-        "id": "uwBBeUQcY_WE",
-        "outputId": "6fedc706-9bdd-49fb-927b-f2cf2ad9e9f2"
+        "id": "1OhJBVRfY_WE",
+        "outputId": "7a2fde49-4f82-4112-fdc6-b2bb5c90b36b"
       },
       "outputs": [
         {
           "name": "stdout",
           "output_type": "stream",
           "text": [
-            "1.06 s ± 102 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n"
+            "852 ms ± 449 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n"
           ]
         }
       ],
       "source": [
         "%%timeit -n 10\n",
-        "xgb_cls.fit(X, y)"
+        "ivy_cls.fit(X, y)"
       ]
     },
     {
       "cell_type": "code",
-      "execution_count": 29,
+      "execution_count": 30,
       "metadata": {
         "colab": {
           "base_uri": "https://localhost:8080/"
         },
-        "id": "CNfdGbbiWwQf",
-        "outputId": "329d784f-9219-4a0d-e35f-abbbee9173b1"
+        "id": "Wdp2vODMWx3m",
+        "outputId": "d8ba4db0-c8da-44e2-b170-f8bd58ee3d30"
       },
       "outputs": [
         {
           "name": "stdout",
           "output_type": "stream",
           "text": [
-            "2.82 ms ± 68.2 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n"
+            "24.1 ms ± 7.47 ms per loop (mean ± std. dev. of 7 runs, 100 loops each)\n"
           ]
         }
       ],
       "source": [
-        "%timeit -n 100 ivy_cls.predict(X)"
+        "%timeit -n 100 xgb_cls.predict(X)"
       ]
     },
     {
       "cell_type": "code",
-      "execution_count": 30,
+      "execution_count": 29,
       "metadata": {
         "colab": {
           "base_uri": "https://localhost:8080/"
         },
-        "id": "Wdp2vODMWx3m",
-        "outputId": "d8ba4db0-c8da-44e2-b170-f8bd58ee3d30"
+        "id": "CNfdGbbiWwQf",
+        "outputId": "329d784f-9219-4a0d-e35f-abbbee9173b1"
       },
       "outputs": [
         {
           "name": "stdout",
           "output_type": "stream",
           "text": [
-            "24.1 ms ± 7.47 ms per loop (mean ± std. dev. of 7 runs, 100 loops each)\n"
+            "2.82 ms ± 68.2 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n"
           ]
         }
       ],
       "source": [
-        "%timeit -n 100 xgb_cls.predict(X)"
+        "%timeit -n 100 ivy_cls.predict(X)"
       ]
     },
     {
@@ -646,96 +646,96 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 33,
+      "execution_count": 34,
       "metadata": {
         "colab": {
           "base_uri": "https://localhost:8080/"
         },
-        "id": "KxRrcnQlY_WF",
-        "outputId": "112a3e18-2ca6-40fb-818e-103c65083b3a"
+        "id": "k_rUG1yFY_WF",
+        "outputId": "cc32e116-4aa9-42b5-a914-18c769c28da0"
       },
       "outputs": [
         {
           "name": "stdout",
           "output_type": "stream",
           "text": [
-            "1.29 s ± 62 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n"
+            "1.03 s ± 96.5 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n"
           ]
         }
       ],
       "source": [
         "%%timeit -n 10\n",
-        "ivy_cls.fit(X, y)"
+        "xgb_cls.fit(X, y)"
       ]
     },
     {
       "cell_type": "code",
-      "execution_count": 34,
+      "execution_count": 33,
       "metadata": {
         "colab": {
           "base_uri": "https://localhost:8080/"
         },
-        "id": "k_rUG1yFY_WF",
-        "outputId": "cc32e116-4aa9-42b5-a914-18c769c28da0"
+        "id": "KxRrcnQlY_WF",
+        "outputId": "112a3e18-2ca6-40fb-818e-103c65083b3a"
       },
       "outputs": [
         {
           "name": "stdout",
           "output_type": "stream",
           "text": [
-            "1.03 s ± 96.5 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n"
+            "1.29 s ± 62 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n"
           ]
         }
       ],
       "source": [
         "%%timeit -n 10\n",
-        "xgb_cls.fit(X, y)"
+        "ivy_cls.fit(X, y)"
       ]
     },
     {
       "cell_type": "code",
-      "execution_count": 35,
+      "execution_count": 36,
       "metadata": {
         "colab": {
           "base_uri": "https://localhost:8080/"
         },
-        "id": "8_e0xrZBWtFm",
-        "outputId": "08e3c6dc-2f67-4984-c67c-0899125a3a67"
+        "id": "V03KWRfkWtpi",
+        "outputId": "74549f85-76ac-4458-d69b-0c556c57c3bf"
       },
       "outputs": [
         {
           "name": "stdout",
           "output_type": "stream",
           "text": [
-            "3.37 ms ± 83.6 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n"
+            "27.5 ms ± 8.57 ms per loop (mean ± std. dev. of 7 runs, 100 loops each)\n"
           ]
         }
       ],
       "source": [
-        "%timeit -n 100 ivy_cls.predict(X)"
+        "%timeit -n 100 xgb_cls.predict(X)"
       ]
     },
     {
       "cell_type": "code",
-      "execution_count": 36,
+      "execution_count": 35,
       "metadata": {
         "colab": {
           "base_uri": "https://localhost:8080/"
         },
-        "id": "V03KWRfkWtpi",
-        "outputId": "74549f85-76ac-4458-d69b-0c556c57c3bf"
+        "id": "8_e0xrZBWtFm",
+        "outputId": "08e3c6dc-2f67-4984-c67c-0899125a3a67"
       },
       "outputs": [
         {
           "name": "stdout",
           "output_type": "stream",
           "text": [
-            "27.5 ms ± 8.57 ms per loop (mean ± std. dev. of 7 runs, 100 loops each)\n"
+            "3.37 ms ± 83.6 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n"
           ]
         }
       ],
       "source": [
-        "%timeit -n 100 xgb_cls.predict(X)"
+        "%timeit -n 100 ivy_cls.predict(X)"
       ]
     },
     {
@@ -824,96 +824,96 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 40,
+      "execution_count": 41,
       "metadata": {
         "colab": {
           "base_uri": "https://localhost:8080/"
         },
-        "id": "-O-CUE1GY_WF",
-        "outputId": "2a9be6c2-25d9-4494-ff0b-32121d48c3f2"
+        "id": "9Z3S_v1iY_WF",
+        "outputId": "25c73d6e-f74e-4b83-e545-7d3b93fd1cf3"
       },
       "outputs": [
         {
           "name": "stdout",
           "output_type": "stream",
           "text": [
-            "879 ms ± 108 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n"
+            "2.3 s ± 315 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n"
           ]
         }
       ],
       "source": [
         "%%timeit -n 10\n",
-        "ivy_cls.fit(X_doubled, y_doubled)"
+        "xgb_cls.fit(X_doubled, y_doubled)"
       ]
     },
     {
       "cell_type": "code",
-      "execution_count": 41,
+      "execution_count": 40,
       "metadata": {
         "colab": {
           "base_uri": "https://localhost:8080/"
         },
-        "id": "9Z3S_v1iY_WF",
-        "outputId": "25c73d6e-f74e-4b83-e545-7d3b93fd1cf3"
+        "id": "-O-CUE1GY_WF",
+        "outputId": "2a9be6c2-25d9-4494-ff0b-32121d48c3f2"
       },
       "outputs": [
         {
           "name": "stdout",
           "output_type": "stream",
           "text": [
-            "2.3 s ± 315 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n"
+            "879 ms ± 108 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n"
           ]
         }
       ],
       "source": [
         "%%timeit -n 10\n",
-        "xgb_cls.fit(X_doubled, y_doubled)"
+        "ivy_cls.fit(X_doubled, y_doubled)"
       ]
     },
     {
       "cell_type": "code",
-      "execution_count": 42,
+      "execution_count": 43,
       "metadata": {
         "colab": {
           "base_uri": "https://localhost:8080/"
         },
-        "id": "D4yI_5SyXGU4",
-        "outputId": "30f484b4-9829-4496-d883-a36f902073b4"
+        "id": "Cd8KSgO7XHVn",
+        "outputId": "5b70c047-f6dc-4a23-9d6f-9187057f895b"
       },
       "outputs": [
         {
           "name": "stdout",
           "output_type": "stream",
           "text": [
-            "1.65 ms ± 380 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n"
+            "28.5 ms ± 12.3 ms per loop (mean ± std. dev. of 7 runs, 100 loops each)\n"
           ]
         }
       ],
       "source": [
-        "%timeit -n 100 ivy_cls.predict(X)"
+        "%timeit -n 100 xgb_cls.predict(X)"
       ]
     },
     {
       "cell_type": "code",
-      "execution_count": 43,
+      "execution_count": 42,
       "metadata": {
         "colab": {
           "base_uri": "https://localhost:8080/"
         },
-        "id": "Cd8KSgO7XHVn",
-        "outputId": "5b70c047-f6dc-4a23-9d6f-9187057f895b"
+        "id": "D4yI_5SyXGU4",
+        "outputId": "30f484b4-9829-4496-d883-a36f902073b4"
       },
       "outputs": [
         {
           "name": "stdout",
           "output_type": "stream",
           "text": [
-            "28.5 ms ± 12.3 ms per loop (mean ± std. dev. of 7 runs, 100 loops each)\n"
+            "1.65 ms ± 380 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n"
           ]
         }
       ],
       "source": [
-        "%timeit -n 100 xgb_cls.predict(X)"
+        "%timeit -n 100 ivy_cls.predict(X)"
       ]
     },
     {
diff --git a/new_tests/config.json b/new_tests/config.json
index 8bd66ff3..387541dc 100644
--- a/new_tests/config.json
+++ b/new_tests/config.json
@@ -31,7 +31,29 @@
     },
     "examples_and_demos": {
         "alexnet_demo.ipynb": {
+            "install": [3],
+            "array_values": [15, 18],
+            "array_values_i1": [23, 28, 32, 37, 39]
+        },
+        "bert_demo.ipynb": {
+            "value": [11, 20, 25, 30, 34, 39]
+        },
+        "image_segmentation_with_ivy_unet.ipynb": {
             "install": [3]
+        },
+        "mmpretrain_to_jax.ipynb": {
+            "benchmark": [21, 22]
+        },
+        "resnet_demo.ipynb": {
+            "install": [4],
+            "array_values": [27, 29, 41, 43]
+        },
+        "torch_to_jax.ipynb": {
+            "benchmark_x3": [18, 19]
+        },
+        "xgboost_demo.ipynb": {
+            "value": [11, 21, 40, 57, 59],
+            "benchmark": [15, 16, 18, 19, 25, 26, 27, 28, 33, 34, 35, 36, 42, 43, 44, 45]
         }
     }
 }
diff --git a/new_tests/helpers.py b/new_tests/helpers.py
index 64a14abb..50f19120 100644
--- a/new_tests/helpers.py
+++ b/new_tests/helpers.py
@@ -33,13 +33,14 @@ def set_data(self):
 
 
 def fetch_notebook_and_configs(path):
-    prefix = "docs/demos/"
-    prefix = ""
-    path = "examples_and_demos/alexnet_demo.ipynb"
-    with open(f"{prefix}{path}") as f:
+    with open(path) as f:
         notebook = nbformat.reads(f.read(), nbformat.current_nbformat)
-    module, name = path.split(os.sep)[-2:]
-    module_config = json.load(open(f"{prefix}new_tests/config.json"))[module]
+    path_tree = path.split(os.sep)
+    module, name = path_tree[-2:]
+    root_path = os.sep.join(path_tree[:-2])
+    module_config = json.load(
+        open(os.path.join(root_path, "new_tests", "config.json"))
+    )[module]
     config = dict()
     if name in module_config:
         config = module_config[name]
@@ -140,7 +141,7 @@ def assert_all_close(
     ), (
         " the results from notebook "
         "and runtime "
-        f"do not match\n {original_cell_output}!={original_cell_output} \n\n"
+        f"do not match\n {original_cell_output}!={original_test_output} \n\n"
     )
 
 
@@ -190,6 +191,17 @@ def value_test(
         cell_execution_count, test_execution_count, "Asynchronous execution failed!"
     )
 
+    benchmark_threshold = None
+    if re.search(r"i\d$", config):
+        test_output = "\n".join(test_output.split("\n")[1:])
+        cell_output = "\n".join(cell_output.split("\n")[1:])
+        config = config[:-3]
+        print(f"final config {config}")
+    elif re.search(r"x\d$", config):
+        benchmark_threshold = int(config[-1])
+        config = config[:-3]
+        print(f"final config {config}")
+
     if config == "value":
         test_obj.assertEqual(cell_output, test_output, f"Values don't match")
 
@@ -222,4 +234,9 @@ def value_test(
     elif config == "benchmark":
         speedup_cell = benchmarking_helper(cell_output, next_cell_output)
         speedup_test = benchmarking_helper(test_output, next_test_output)
-        test_obj.assertLessEqual(speedup_cell, speedup_test)
+        print(f"speedup_cell {speedup_cell}")
+        print(f"speedup_test {speedup_test}")
+        if benchmark_threshold:
+            test_obj.assertLessEqual(benchmark_threshold, speedup_test)
+        else:
+            test_obj.assertLessEqual(speedup_cell, speedup_test)
diff --git a/new_tests/main.py b/new_tests/main.py
index 0a57dd51..8b970540 100644
--- a/new_tests/main.py
+++ b/new_tests/main.py
@@ -62,7 +62,7 @@ def test_notebook(self):
                     if output["output_type"] in ("pyerror", "error"):
                         raise RuntimeError(
                             "runtime output throws an error -: "
-                            f"{output['ename']} with value -: {output['evalue']} and it "
+                            f"{output['ename']} with value -: {output['evalue']}"
                         )
             except Exception as e:
                 self.fail(f"Failed to run cell {cell_number + 1}: {repr(e)}")
@@ -76,9 +76,9 @@ def test_notebook(self):
                 next_test_output, next_cell_output = "", ""
 
                 if (
-                    self.config[cell_number + 1] == "benchmark"
+                    self.config[cell_number + 1].startswith("benchmark")
                     and cell_number + 2 in self.config
-                    and self.config[cell_number + 2] == "benchmark"
+                    and self.config[cell_number + 2].startswith("benchmark")
                 ):
                     next_cell_content = self.file.cells[cell_number + 1]
                     next_outputs = []
@@ -132,10 +132,8 @@ def startTest(self, test):
 
 if __name__ == "__main__":
     parser = argparse.ArgumentParser()
-    # parser.add_argument("notebook_path", help="Path to the notebook file")
-    # parser.add_argument("module", help="Can either test examples or Basics")
+    parser.add_argument("path", help="Path to the notebook file")
     args = parser.parse_args()
-    args.path = "learn_the_basics/07_transpile_any_library.ipynb"
 
     NotebookTest.path = args.path
 
diff --git a/new_tests/test_demos.sh b/new_tests/test_demos.sh
index 371c90d8..b6f85afe 100644
--- a/new_tests/test_demos.sh
+++ b/new_tests/test_demos.sh
@@ -2,6 +2,7 @@
 
 cd ivy
 python3 -m pip install .
+conda install -c "nvidia/label/cuda-11.8.0" cuda-nvcc
 
 cd ..
 cd demos
diff --git a/requirements.txt b/requirements.txt
index 87906ccb..847e7d99 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1 +1,2 @@
-jupyter
\ No newline at end of file
+jupyter
+cryptography
\ No newline at end of file