diff --git a/Kamal_U-net.ipynb b/Kamal_U-net.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..c5d3785170a3b12af839201dffe9d9cd1ffe6ac9
--- /dev/null
+++ b/Kamal_U-net.ipynb
@@ -0,0 +1,667 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import os\n",
+    "import astra\n",
+    "import odl\n",
+    "import numpy as np\n",
+    "import dival\n",
+    "from dival import get_standard_dataset\n",
+    "import torch\n",
+    "import torch.nn as nn\n",
+    "import torch.nn.functional as F\n",
+    "from matplotlib import pyplot as plt\n",
+    "import torch.utils.data\n",
+    "import custom_odl_op8 as op\n",
+    "import time \n",
+    "from torch.optim.lr_scheduler import StepLR"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def to_np(tensor):\n",
+    "    return tensor.cpu().detach().numpy()\n",
+    "\n",
+    "def show_img(tensor, title=None):\n",
+    "    plt.figure()\n",
+    "    plt.imshow(to_np(tensor)) # add  , cmap='Greys_r' for grey image\n",
+    "    plt.title(title)\n",
+    "    plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'\\nParameters given by the dataset\\ninput: 1000*513\\noutput: 362*362\\n\\ntrain_len = 35820\\nvalidation_len = 3522\\ntest_len = 3553\\n\\n'"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import dival.datasets.lodopab_dataset as lodopab\n",
+    "import matplotlib.pyplot as plt\n",
+    "\n",
+    "#dataset = get_standard_dataset('lodopab', impl = 'skimage')\n",
+    "dataset = lodopab.LoDoPaBDataset(impl= 'astra_cpu')\n",
+    "sample_observ, sample_ground_truth = dataset.get_sample(0)\n",
+    "plt.subplot(1, 2, 1)\n",
+    "plt.imshow(sample_observ)\n",
+    "plt.subplot(1, 2, 2)\n",
+    "plt.imshow(sample_ground_truth)\n",
+    "\n",
+    "'''\n",
+    "Parameters given by the dataset\n",
+    "input: 1000*513\n",
+    "output: 362*362\n",
+    "\n",
+    "train_len = 35820\n",
+    "validation_len = 3522\n",
+    "test_len = 3553\n",
+    "\n",
+    "'''"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "BATCH_SIZE = 5\n",
+    "training_dataset = dataset.create_torch_dataset('train')\n",
+    "\n",
+    "training_data_loader = torch.utils.data.DataLoader(training_dataset, \n",
+    "                                          batch_size=BATCH_SIZE, \n",
+    "                                          shuffle=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# In case we want to train on a subset of training data\n",
+    "\n",
+    "trainset_1 = torch.utils.data.Subset(training_dataset, list(range(20))) \n",
+    "trainloader_1 = torch.utils.data.DataLoader(trainset_1, \n",
+    "                                          batch_size=BATCH_SIZE, \n",
+    "                                          shuffle=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "validation_dataset = dataset.create_torch_dataset('validation')\n",
+    "validation_data_loader = torch.utils.data.DataLoader(validation_dataset, \n",
+    "                                                     batch_size=BATCH_SIZE, \n",
+    "                                                     shuffle=False)\n",
+    "#show_img(validation_dataset[0][0], 'Sinogram')\n",
+    "#show_img(validation_dataset[0][1], 'Ground truth')\n",
+    "\n",
+    "show_img(training_dataset[0][0], 'Sinogram')\n",
+    "show_img(training_dataset[0][1], 'Ground truth')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(5, 1000, 513)"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data = dataset.get_samples(slice(0, 5, 1))\n",
+    "data[0].shape\n",
+    "data[0].shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.image.AxesImage at 0x7fce203d2518>"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fbp = odl.tomo.fbp_op(dataset.ray_trafo, filter_type='Ram-Lak', frequency_scaling=1.0)\n",
+    "\"\"\"fbp_reconstruction = fbp(to_np(training_dataset[0][0]))\n",
+    "plt.imshow(fbp_reconstruction)\n",
+    "plt.show()\"\"\"\n",
+    "FBP = op.OperatorAsModule(fbp)\n",
+    "plt.imshow(FBP(training_dataset[0][0].unsqueeze(0).unsqueeze(1)).squeeze())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 64,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# for batch_id, sample in enumerate(training_data_loader):\n",
+    "    \n",
+    "#     sinogram, ground_truth = sample\n",
+    "    \n",
+    "#     print(sinogram.shape)\n",
+    "    \n",
+    "#     break"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 65,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "fbp_batch = op.OperatorAsModule(fbp)\n",
+    "# out = fbp_batch(torch.unsqueeze(sinogram, 1))\n",
+    "# print(out.shape)\n",
+    "# show_img(out[0][0])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 66,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# def FBP_batch(x):\n",
+    "#     y = torch.zeros((BATCH_SIZE, 362,362))\n",
+    "#     for i in range(BATCH_SIZE):\n",
+    "#         y[i] = torch.from_numpy(np.asarray(fbp(to_np(x[i]))))\n",
+    "#     return y"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 67,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "class UNet_5Layer(nn.Module): #exactly the same as in the paper\n",
+    "    def __init__(self, m = 16, n = 32, o = 64, p = 64, q = 128):\n",
+    "        super(UNet_5Layer, self).__init__()\n",
+    "        #U-net from https://arxiv.org/pdf/1910.01113v2.pdf\n",
+    "\n",
+    "        self.conv1 = nn.Conv2d(1, m, 3)\n",
+    "        self.norm1 = torch.nn.BatchNorm2d(m)\n",
+    "        \n",
+    "        self.conv2 = nn.Conv2d(m, n, 5, stride = 2)\n",
+    "        self.norm2 = torch.nn.BatchNorm2d(n)\n",
+    "        self.conv3 = nn.Conv2d(n, n, 3)\n",
+    "        self.norm3 = torch.nn.BatchNorm2d(n)\n",
+    "        \n",
+    "        self.conv4 = nn.Conv2d(n, o, 3, stride = 2)\n",
+    "        self.norm4 = torch.nn.BatchNorm2d(o)\n",
+    "        self.conv5 = nn.Conv2d(o, o, 3)\n",
+    "        self.norm5 = torch.nn.BatchNorm2d(o)\n",
+    "        \n",
+    "        self.conv6 = nn.Conv2d(o, p, 3, stride = 2)\n",
+    "        self.norm6 = torch.nn.BatchNorm2d(p)\n",
+    "        self.conv7 = nn.Conv2d(p, p, 3)\n",
+    "        self.norm7 = torch.nn.BatchNorm2d(p)\n",
+    "\n",
+    "        self.conv8 = nn.Conv2d(p, q, 3, stride = 2)\n",
+    "        self.norm8 = torch.nn.BatchNorm2d(q)\n",
+    "        self.conv9 = nn.Conv2d(q, q, 3)\n",
+    "        self.norm9 = torch.nn.BatchNorm2d(q)\n",
+    "        self.up4 = nn.Upsample(scale_factor=2) #nn.Upsample([74, 74])\n",
+    "        self.conv10 = nn.Conv2d(q, p, 3)\n",
+    "        self.norm10 = torch.nn.BatchNorm2d(p)\n",
+    "        \n",
+    "        self.conv11 = nn.Conv2d(p+4, p, 3)\n",
+    "        self.norm11 = torch.nn.BatchNorm2d(p)\n",
+    "        self.up3 = nn.Upsample(scale_factor=2)\n",
+    "        self.conv12 = nn.Conv2d(p, o, 3)\n",
+    "        self.norm12 = torch.nn.BatchNorm2d(o)\n",
+    "        \n",
+    "        self.conv13 = nn.Conv2d(o+4, o, 3)\n",
+    "        self.norm13 = torch.nn.BatchNorm2d(o)\n",
+    "        self.up2 = nn.Upsample(scale_factor=2)\n",
+    "        self.conv14 = nn.Conv2d(o, n, 3)\n",
+    "        self.norm14 = torch.nn.BatchNorm2d(n)\n",
+    "        \n",
+    "        self.conv15 = nn.Conv2d(n+4, n, 3)\n",
+    "        self.norm15 = torch.nn.BatchNorm2d(n)\n",
+    "        self.up2 = nn.Upsample(scale_factor=2)\n",
+    "        self.conv16 = nn.Conv2d(n, m, 3)\n",
+    "        self.norm16 = torch.nn.BatchNorm2d(m)\n",
+    "        \n",
+    "        self.conv17 = nn.Conv2d(m+4, 1, 1)\n",
+    "        \n",
+    "        self.skip1 = nn.Conv2d(m, 4, 1)\n",
+    "        self.skip2 = nn.Conv2d(n, 4, 1)\n",
+    "        self.skip3 = nn.Conv2d(o, 4, 1)\n",
+    "        self.skip4 = nn.Conv2d(p, 4, 1)\n",
+    "\n",
+    "    def forward(self, inp):\n",
+    "#         a = inp.reshape(1,1,362,362).float()\n",
+    "#         a = fbp_batch(inp)\n",
+    "        a = F.leaky_relu(self.norm1(self.conv1(inp)), negative_slope=0.2)#torch.Size([1, 16, 360, 360])\n",
+    "\n",
+    "        \n",
+    "        b = F.leaky_relu(self.norm2(self.conv2(a)), negative_slope=0.2)\n",
+    "        b = F.leaky_relu(self.norm3(self.conv3(b)), negative_slope=0.2)#torch.Size([1, 32, 176, 176])\n",
+    "        \n",
+    "        c = F.leaky_relu(self.norm4(self.conv4(b)), negative_slope=0.2)\n",
+    "        c = F.leaky_relu(self.norm5(self.conv5(c)), negative_slope=0.2) #torch.Size([1, 64, 85, 85])\n",
+    "        \n",
+    "        d = F.leaky_relu(self.norm6(self.conv6(c)), negative_slope=0.2)\n",
+    "        d = F.leaky_relu(self.norm7(self.conv7(d)), negative_slope=0.2) #torch.Size([1, 64, 40, 40])\n",
+    "        \n",
+    "        e = F.leaky_relu(self.norm8(self.conv8(d)), negative_slope=0.2)\n",
+    "        e = F.leaky_relu(self.norm9(self.conv9(e)), negative_slope=0.2)\n",
+    "        e = F.leaky_relu(self.norm10(self.conv10(self.up4(e))), negative_slope=0.2) #torch.Size([1, 64, 32, 32])\n",
+    "        \n",
+    "        d = self.skip4(d[:,:,4:-4, 4:-4])\n",
+    "        \n",
+    "        d = F.leaky_relu(self.norm11(self.conv11(torch.cat((d, e), 1))), negative_slope=0.2)\n",
+    "        d = F.leaky_relu(self.norm12(self.conv12(self.up3(d))), negative_slope=0.2)#torch.Size([1, 64, 58, 58])\n",
+    "        \n",
+    "        c = self.skip3(c[:,:,13:-14,13:-14])\n",
+    "        \n",
+    "        c = F.leaky_relu(self.norm13(self.conv13(torch.cat((c, d), 1))), negative_slope=0.2)\n",
+    "        c = F.leaky_relu(self.norm14(self.conv14(self.up2(c))), negative_slope=0.2)#torch.Size([1, 32, 110, 110])\n",
+    "        \n",
+    "        b = self.skip2(b[:,:,33:-33,33:-33])\n",
+    "        \n",
+    "        b = F.leaky_relu(self.norm15(self.conv15(torch.cat((b, c), 1))), negative_slope=0.2)\n",
+    "        b = F.leaky_relu(self.norm16(self.conv16(self.up2(b))), negative_slope=0.2)#torch.Size([1, 16, 214, 214])\n",
+    "\n",
+    "        a = self.skip1(a[:,:,73:-73,73:-73])\n",
+    "        a = torch.sigmoid(self.conv17(torch.cat((a,b), 1)))\n",
+    "#         out = a\n",
+    "        out = F.interpolate(a, [362,362])\n",
+    "        \n",
+    "        return out\n",
+    "        \n",
+    "        "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 68,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "model = UNet_5Layer().to('cuda:0')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 75,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "LEARNING_RATE = 0.01\n",
+    "optimizer = torch.optim.Adam(\n",
+    "    list(model.parameters()),\n",
+    "    lr=LEARNING_RATE)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 76,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "scheduler = StepLR(optimizer, step_size=3, gamma=0.1) # changing lr every 3 epochs"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 77,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#testing the model\n",
+    "# for batch_id, sample in enumerate(trainloader_1):\n",
+    "        \n",
+    "#         sinogram, ground_truth = sample\n",
+    "        \n",
+    "#         # add channel dimensions\n",
+    "#         sinogram = torch.unsqueeze(sinogram, 1).to('cuda:0') \n",
+    "#         ground_truth = torch.unsqueeze(ground_truth, 1).to('cuda:0')\n",
+    "        \n",
+    "#         fbp_of_sinogram = fbp_batch(sinogram) #taking filtered back projection of the batch\n",
+    "        \n",
+    "#         optimizer.zero_grad()\n",
+    "#         output = model(fbp_of_sinogram)\n",
+    "        \n",
+    "#         print(output.shape)\n",
+    "        \n",
+    "#         break\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Model training \n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 78,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Epoch: 1 LR: 0.01\n",
+      "[1,     2] loss: 0.020\n",
+      "[1,     4] loss: 0.014\n",
+      "Epoch: 2 LR: 0.01\n",
+      "[2,     2] loss: 0.013\n",
+      "[2,     4] loss: 0.014\n",
+      "Epoch: 3 LR: 0.01\n",
+      "[3,     2] loss: 0.012\n",
+      "[3,     4] loss: 0.012\n",
+      "Epoch: 4 LR: 0.001\n",
+      "[4,     2] loss: 0.011\n",
+      "[4,     4] loss: 0.011\n",
+      "Epoch: 5 LR: 0.001\n",
+      "[5,     2] loss: 0.011\n",
+      "[5,     4] loss: 0.011\n",
+      "Epoch: 6 LR: 0.001\n",
+      "[6,     2] loss: 0.011\n",
+      "[6,     4] loss: 0.011\n",
+      "Epoch: 7 LR: 0.0001\n",
+      "[7,     2] loss: 0.011\n",
+      "[7,     4] loss: 0.010\n",
+      "Epoch: 8 LR: 0.0001\n",
+      "[8,     2] loss: 0.012\n",
+      "[8,     4] loss: 0.009\n",
+      "Epoch: 9 LR: 0.0001\n",
+      "[9,     2] loss: 0.010\n",
+      "[9,     4] loss: 0.010\n",
+      "Epoch: 10 LR: 1e-05\n",
+      "[10,     2] loss: 0.011\n",
+      "[10,     4] loss: 0.010\n",
+      "run time in minutes:  4.049166131019592\n",
+      "Finished Training\n"
+     ]
+    }
+   ],
+   "source": [
+    "epoch = 0\n",
+    "num_epochs = 10\n",
+    "start_time = time.time()\n",
+    "while epoch < num_epochs:\n",
+    "    running_loss = 0.0\n",
+    "    print('Epoch:', epoch + 1 ,'LR:', optimizer.param_groups[0][\"lr\"])\n",
+    "    for batch_id, sample in enumerate(trainloader_1):\n",
+    "        \n",
+    "        sinogram, ground_truth = sample\n",
+    "        \n",
+    "        # add channel dimensions\n",
+    "        sinogram = torch.unsqueeze(sinogram, 1).to('cuda:0') \n",
+    "        ground_truth = torch.unsqueeze(ground_truth, 1).to('cuda:0')\n",
+    "        \n",
+    "        fbp_of_sinogram = fbp_batch(sinogram) #taking filtered back projection of the batch\n",
+    "        \n",
+    "        optimizer.zero_grad()\n",
+    "        output = model(fbp_of_sinogram)\n",
+    "\n",
+    "        loss = nn.functional.mse_loss(output, ground_truth)\n",
+    "#         print(\"loss: \", loss)\n",
+    "        loss.backward()\n",
+    "        optimizer.step()\n",
+    "        \n",
+    "        running_loss += loss.item()\n",
+    "        if batch_id % 2 == 1:    # print every 2 mini-batches\n",
+    "            print('[%d, %5d] loss: %.3f' %\n",
+    "                  (epoch + 1, batch_id + 1, running_loss/ 2))\n",
+    "            running_loss = 0.0\n",
+    "    \n",
+    "    scheduler.step()    \n",
+    "    epoch += 1\n",
+    "    \n",
+    "end_time = time.time()\n",
+    "run_time = (end_time - start_time)/60\n",
+    "print(\"run time in minutes: \", run_time)\n",
+    "print('Finished Training')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "test = validation_dataset[0][0].to('cuda:0').unsqueeze(0)\n",
+    "test = test.unsqueeze(0)\n",
+    "\n",
+    "fbp_test = fbp_batch(test)\n",
+    "test_out = model(fbp_test)\n",
+    "test_out = test_out.squeeze(0)\n",
+    "#test_out.shape\n",
+    "test_out = test_out.squeeze(0)\n",
+    "#test_out.shape\n",
+    "fbp_reconstruction = fbp(to_np(validation_dataset[0][0]))\n",
+    "plt.imshow(fbp_reconstruction)\n",
+    "\n",
+    "show_img(test_out)\n",
+    "#test_output = model ()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "test = validation_dataset[20][0].to('cuda:0').unsqueeze(0)\n",
+    "test = test.unsqueeze(0)\n",
+    "\n",
+    "fbp_test = fbp_batch(test)\n",
+    "test_out = model(fbp_test)\n",
+    "test_out = test_out.squeeze(0)\n",
+    "#test_out.shape\n",
+    "test_out = test_out.squeeze(0)\n",
+    "#test_out.shape\n",
+    "fbp_reconstruction = fbp(to_np(validation_dataset[20][0]))\n",
+    "plt.imshow(fbp_reconstruction)\n",
+    "\n",
+    "show_img(test_out)\n",
+    "#test_output = model ()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 212,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# torch.save(model.state_dict(), './Kamal_U-Net-5-layer_total:5000_batch:5_epochs:2.pth')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<All keys matched successfully>"
+      ]
+     },
+     "execution_count": 37,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "loaded_model =  UNet_5Layer().to('cuda:0')\n",
+    "loaded_model.load_state_dict(torch.load('./Kamal_U-Net-5-layer_total:5000_batch:5_epochs:2.pth'))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 38,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "test = validation_dataset[20][0].to('cuda:0').unsqueeze(0)\n",
+    "test = test.unsqueeze(0)\n",
+    "\n",
+    "fbp_test = fbp_batch(test)\n",
+    "test_out = loaded_model(fbp_test)\n",
+    "test_out = test_out.squeeze(0)\n",
+    "#test_out.shape\n",
+    "test_out = test_out.squeeze(0)\n",
+    "#test_out.shape\n",
+    "fbp_reconstruction = fbp(to_np(validation_dataset[20][0]))\n",
+    "plt.imshow(fbp_reconstruction)\n",
+    "\n",
+    "show_img(test_out)\n",
+    "#test_output = model ()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Checking the change in size of input when passing throught the network\n",
+    "\n"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.8.5"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}