From b1e8ddfad0dfa02b2d2ba5bb6168726bf2d0c302 Mon Sep 17 00:00:00 2001 From: Dawit Hailu <fmwy029@mathgpu1.physnet.uni-hamburg.de> Date: Mon, 21 Jun 2021 22:42:47 +0200 Subject: [PATCH] first pipeline: simple NN created at the beginning --- Patrick-simpleNN.ipynb | 881 +++++++++++++++++++++++++++++++++++++++++ 1 file changed, 881 insertions(+) create mode 100644 Patrick-simpleNN.ipynb diff --git a/Patrick-simpleNN.ipynb b/Patrick-simpleNN.ipynb new file mode 100644 index 0000000..4ac00a7 --- /dev/null +++ b/Patrick-simpleNN.ipynb @@ -0,0 +1,881 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.image.AxesImage at 0x7fd9cd3f2dc0>" + ] + }, + "execution_count": 2, + "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", + "\n", + "import matplotlib.pyplot as plt\n", + "\n", + "dataset = lodopab.LoDoPaBDataset(impl='skimage')\n", + "sample_observ, sample_ground_truth = dataset.get_sample(1231)\n", + "plt.subplot(1, 2, 1)\n", + "plt.imshow(sample_observ)\n", + "plt.subplot(1, 2, 2)\n", + "plt.imshow(sample_ground_truth)" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + " dival.datasets.ellipses_dataset as ellipses\n" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "metadata": {}, + "outputs": [ + { + "ename": "NotImplementedError", + "evalue": "", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mNotImplementedError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m<ipython-input-61-2fac69f50504>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0msampl\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdataset2\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_len\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 6\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 7\u001b[0;31m \u001b[0mc\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdataset2\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_sample\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m12222\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 8\u001b[0m \u001b[0;31m# sample_observ2, sample_ground_truth2 = dataset2.get_sample(1111)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 9\u001b[0m \u001b[0;31m# plt.subplot(1, 2, 1)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/miniconda3/lib/python3.9/site-packages/dival/datasets/dataset.py\u001b[0m in \u001b[0;36mget_sample\u001b[0;34m(self, index, part, out)\u001b[0m\n\u001b[1;32m 472\u001b[0m \u001b[0;31m`\u001b[0m\u001b[0;31m`\u001b[0m\u001b[0mout\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;32mFalse\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;31m`\u001b[0m\u001b[0;31m`\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 473\u001b[0m \"\"\"\n\u001b[0;32m--> 474\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0mNotImplementedError\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 475\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 476\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mget_samples\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkey\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpart\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'train'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mout\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mNotImplementedError\u001b[0m: " + ] + } + ], + "source": [ + "dataset2 = ellipses.EllipsesDataset(image_size=128, min_pt=None, max_pt=None,\n", + " train_len=32000, validation_len=3200, test_len=3200,\n", + " fixed_seeds=False)\n", + "b=dataset2.generator()\n", + "sampl=dataset2.get_len()\n", + "\n", + "c = dataset2.get_sample(12222)\n", + "# sample_observ2, sample_ground_truth2 = dataset2.get_sample(1111)\n", + "# plt.subplot(1, 2, 1)\n", + "# plt.imshow(sample_observ)\n", + "# plt.subplot(1, 2, 2)\n", + "# plt.imshow(sample_ground_truth)" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "cpu\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/afs/math.uni-hamburg.de/users/stud/baw4310/.local/lib/python3.8/site-packages/torch/cuda/__init__.py:52: UserWarning: CUDA initialization: Unexpected error from cudaGetDeviceCount(). Did you run some cuda functions before calling NumCudaDevices() that might have already set an error? Error 804: forward compatibility was attempted on non supported HW (Triggered internally at /pytorch/c10/cuda/CUDAFunctions.cpp:109.)\n", + " return torch._C._cuda_getDeviceCount() > 0\n" + ] + } + ], + "source": [ + "import torch\n", + "import torch.nn as nn\n", + "import torch.nn.functional as F\n", + "import sys as sys\n", + "from skimage.transform import resize\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", + "'''\n", + "class Net(nn.Module):\n", + " \"\"\"\n", + " Defines a NN with 4 hidden layers with 200 nodes each. All layers are fully connected.\n", + " Uses ReLu activation function after each layer.\n", + " \"\"\"\n", + " def __init__(self):\n", + " super(Net, self).__init__()\n", + " #define each layer:\n", + " self.inputlayer = nn.Linear(1000*513, 200, True)\n", + " self.layer2 = nn.Linear(200,200, True)\n", + " self.layer3 = nn.Linear(200, 200, True)\n", + " self.layer4 = nn.Linear(200, 200, True)\n", + " self.layer5 = nn.Linear(200, 362*362, True)\n", + "\n", + "\n", + " \n", + " def forward(self, inp):\n", + " \"\"\"\n", + " Computes the output of the NN for the input inp. \n", + " Applies Layers and the activation function.\n", + " \"\"\"\n", + " x = self.inputlayer(inp)\n", + " x = F.relu(x)\n", + " \n", + " x = self.layer2(x)\n", + " x = F.relu(x)\n", + " \n", + " x = self.layer3(x)\n", + " x = F.relu(x)\n", + " \n", + " x = self.layer4(x)\n", + " x = F.relu(x)\n", + " \n", + " x = self.layer5(x)\n", + " x = F.relu(x)\n", + " return x\n", + " \n", + "class Net2(nn.Module):\n", + " def __init__(self):\n", + " super(Net2, self).__init__()\n", + " \n", + " self.CL1 = nn.Conv2d(1, 64, 3)\n", + " self.PL1 = nn.MaxPool2d(2) #output ~ 250 x 500 x X\n", + " \n", + " self.CL2 = nn.Conv2d(64, 64, 3)\n", + " self.PL2 = nn.MaxPool2d(2) #output ~ 120 x 250 x X\n", + " \n", + " self.CL3 = nn.Conv2d(64, 128, 3)\n", + " self.PL3 = nn.MaxPool2d(2) #output ~ 60 x 120 x X\n", + " \n", + " self.CL4 = nn.Conv2d(128, 128, 3)\n", + " self.PL4 = nn.MaxPool2d(2) #output torch.Size([1, X, 61, 31])\n", + " \n", + " self.CL5 = nn.Conv2d(128, 256, 3)\n", + " self.PL5 = nn.MaxPool2d(2) #torch.Size([1, X, 30, 15])\n", + " \n", + " self.CL6 = nn.Conv2d(256, 256, 3)\n", + " self.PL6 = nn.MaxPool2d(2) #torch.Size([1, 16, 14, 7])\n", + " \n", + " #self.CL7 = nn.Conv2d(256, 256, 2)\n", + " #self.PL7 = nn.MaxPool2d(2) #torch.Size([1, X, 6, 3])\n", + "\n", + " \n", + " self.Layer8 = nn.Linear(256*13*6, 362*362)\n", + " \n", + " \n", + " def forward(self, inp): #inp is a vector of inputsize\n", + " x = inp.reshape(1,1,1000,513)\n", + " \n", + " x = F.relu(self.CL1(x))\n", + " x = self.PL1(x)\n", + " \n", + " x = F.relu(self.CL2(x))\n", + " x = self.PL2(x)\n", + " \n", + " x = F.relu(self.CL3(x))\n", + " x = self.PL3(x)\n", + " \n", + " x = F.relu(self.CL4(x))\n", + " x = self.PL4(x)\n", + " #torch.Size([1, 128, 61, 31])\n", + " x = F.relu(self.CL5(x))\n", + " x = self.PL5(x)\n", + " \n", + " x = F.relu(self.CL6(x))\n", + " x = self.PL6(x)\n", + " \n", + " #x = F.relu(self.CL7(x))\n", + " #x = self.PL7(x)\n", + " \n", + " x = x.reshape(256*13*6)\n", + " x = self.Layer8(x)\n", + " x = nn.Sigmoid()(x)\n", + " \n", + " return x\n", + " \n", + "\n", + "\n", + " \n", + " \n", + "#mynet = Net()\n", + "mynet2 = Net2()\n", + "#print(mynet2)\n", + "device = 'cuda' if torch.cuda.is_available() else 'cpu'\n", + "print(device)\n", + "#print(sys.getsizeof(mynet2))" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "import torch\n", + "import torch.nn as nn\n", + "import torch.nn.functional as F\n", + "import sys as sys\n", + "from skimage.transform import resize\n", + "\n", + "class Net3(nn.Module):\n", + " def __init__(self):\n", + " super(Net3, self).__init__()\n", + " #U-net from https://arxiv.org/pdf/1505.04597v1.pdf, 1 down less\n", + " self.conv1 = nn.Conv2d(1, 64, 3)\n", + " self.conv2 = nn.Conv2d(64, 64, 3)\n", + " self.down1 = nn.MaxPool2d(2)\n", + " \n", + " self.conv3 = nn.Conv2d(64, 128, 3)\n", + " self.conv4 = nn.Conv2d(128, 128, 3)\n", + " self.down2 = nn.MaxPool2d(2)\n", + " \n", + " self.conv5 = nn.Conv2d(128, 256, 3)\n", + " self.conv6 = nn.Conv2d(256, 256, 3)\n", + " self.down3 = nn.MaxPool2d(2)\n", + " \n", + " self.conv7 = nn.Conv2d(256, 512, 3)\n", + " self.conv8 = nn.Conv2d(512, 512, 3)\n", + " self.up1 = nn.ConvTranspose2d(512, 256, 3, stride=2)\n", + " \n", + " self.conv9 = nn.Conv2d(512, 256, 3)\n", + " self.conv10 = nn.Conv2d(256, 256, 3)\n", + " self.up2 = nn.ConvTranspose2d(256, 128, 3, stride=2)\n", + " \n", + " self.conv11 = nn.Conv2d(256, 128, 3)\n", + " self.conv12 = nn.Conv2d(128, 128, 3)\n", + " \n", + " self.conv13 = nn.Conv2d(128, 1, 1)\n", + " self.down4 = nn.MaxPool2d(2)\n", + " self.lin = nn.Linear(229*107,362**2)\n", + " \n", + " self.skip1 = nn.Conv2d(256,256,1)\n", + " self.skip2 = nn.Conv2d(128,128,1)\n", + "\n", + " def forward(self, inp):\n", + " x = inp.reshape(1,1,1000,513)\n", + " \n", + " x = F.relu(self.conv1(x)) # 1 x 64 x 998 x 511\n", + " x = F.relu(self.conv2(x)) # 1 x 64 x 996 x 509\n", + " y = self.down1(x) # 1 x 64 x 498 x 254\n", + " \n", + " y = F.relu(self.conv3(y)) # 1 x 128 x 496 x 252\n", + " y = F.relu(self.conv4(y)) # 1 x 128 x 494 x 250\n", + " z = self.down1(y) # 1 x 128 x 247 x 125 \n", + " \n", + " z = F.relu(self.conv5(z)) # 1 x 256 x 245 x 123\n", + " z = F.relu(self.conv6(z)) # 1 x 256 x 243 x 121\n", + " a = self.down1(z) # 1 x 256 x 121 x 60\n", + " \n", + " a = F.relu(self.conv7(a)) # 1 x 512 x 119 x 58\n", + " a = F.relu(self.conv8(a)) # 1 x 512 x 117 x 56\n", + " a = self.up1(a) # 1 x 256 x 235 x 113\n", + " z = torch.cat( (a, self.skip1(z[:,:,4:-4,4:-4])) , 1) # 1 x 512 x 235 x113\n", + " \n", + " z = F.relu(self.conv9(z)) # 1 x 256 x 233 x 111\n", + " z = F.relu(self.conv10(z)) # 1 x 256 x 231 x 109\n", + " z = self.up2(z) # 1 x 128 x 463 x 219\n", + " y = torch.cat( (z, self.skip2(y[:,:,15:-16,15:-16])) , 1) # !!!!!!\n", + " \n", + " y = F.relu(self.conv11(y)) # 1 x 128 x 461 x 217\n", + " y = F.relu(self.conv12(y)) # 1 x 128 x 459 x 215\n", + " y = F.relu(self.conv13(y)) # 1 x 1 x 459 x 215\n", + " y = self.down4(y)\n", + " out = torch.sigmoid(self.lin(y.reshape(229*107)))\n", + " return out\n", + " \n", + "device = 'cuda' if torch.cuda.is_available() else 'cpu'\n", + "mynet3 = Net3() " + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "torch.Size([1, 1, 229, 107])" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mynet3(torch.from_numpy(x).reshape(513*1000)).shape" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "torch.Size([1, 256, 235, 113])\n" + ] + }, + { + "data": { + "text/plain": [ + "'print(z[:,0:3])\\nprint(z[:,1:-1])\\nprint(\\n torch.cat( (z[:,0:3], z[:,1:4]) , 0)\\n)'" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "z=torch.randn(1,256,243, 121)\n", + "print(z[:,:,4:-4,4:-4].shape)\n", + "'''print(z[:,0:3])\n", + "print(z[:,1:-1])\n", + "print(\n", + " torch.cat( (z[:,0:3], z[:,1:4]) , 0)\n", + ")'''" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "\"\"\"\n", + "Trains the defined model with the Adam-optimizer, the mean-squared-loss-function and learning rate lr.\n", + "\"\"\"\n", + "model = mynet3\n", + "lossf = nn.MSELoss()\n", + "lr=1e-2\n", + "optimizer = torch.optim.Adam(model.parameters(), lr = lr)\n", + "epochs = 20\n", + "batch_size = 5\n", + "test_batch_size = 10\n", + "\n", + "\n", + "def train(data, model, lossf, optimizer):\n", + " loss = 0\n", + " for n in range(batch_size):\n", + " #loop over each data point in the epch\n", + " prediction = model(torch.from_numpy(data[0][n]).reshape(513*1000))\n", + " loss = lossf(prediction.reshape(362*362), torch.from_numpy(data[1][n]).reshape(362*362))\n", + " optimizer.zero_grad() #reset the gradient\n", + " loss.backward() #calculate the gradient depending on the variable loss\n", + " optimizer.step() #calculate the optimize-step\n", + " \n", + "def test(data, model, lossf):\n", + " \"\"\"\n", + " Gives the averages loss over the given data\n", + " \"\"\"\n", + " size = len(data)\n", + " loss = 0\n", + " for n in range(test_batch_size):\n", + " prediction = model(torch.from_numpy(data[0][n]).reshape(513*1000))\n", + " loss += lossf(prediction.reshape(362*362), torch.from_numpy(data[1][n]).reshape(362*362))\n", + " loss /= size\n", + " return loss\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0\n", + "tensor(0.5981, grad_fn=<SelectBackward>)\n", + "1\n", + "tensor(0.5600, grad_fn=<SelectBackward>)\n", + "2\n", + "tensor(0.5239, grad_fn=<SelectBackward>)\n", + "3\n", + "tensor(0.4901, grad_fn=<SelectBackward>)\n", + "4\n", + "tensor(0.4584, grad_fn=<SelectBackward>)\n", + "5\n", + "tensor(0.4285, grad_fn=<SelectBackward>)\n", + "6\n", + "tensor(0.4010, grad_fn=<SelectBackward>)\n", + "7\n" + ] + } + ], + "source": [ + "\"\"\"\n", + "Trains the model. Prints the current loss and epoch. Saves the loss for each epoch.\n", + "\"\"\"\n", + "\n", + "loss_tens = torch.zeros(epochs)\n", + "test(dataset.get_samples(slice(0,test_batch_size,1), part=\"test\"), model, lossf)\n", + "for n in range(epochs):\n", + " '''if n == 20:\n", + " optimizer = torch.optim.Adam(model.parameters(), lr = 1e-3)\n", + " torch.save(mynet, \"save-6convlayer\"+n%40+\".pt\")\n", + " if n == 40:\n", + " optimizer = torch.optim.Adam(model.parameters(), lr = 1e-4)\n", + " torch.save(mynet, \"save-6convlayer\"+n%40+\".pt\")'''\n", + " print(n)\n", + " train(dataset.get_samples(slice((n+10)*batch_size,(n+11)*batch_size,1)), model, lossf, optimizer)\n", + " loss_tens[n] = test(dataset.get_samples(slice(0,test_batch_size,1), part=\"test\"), model, lossf)\n", + " print(loss_tens[n])\n", + "print(loss_tens)\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "[<matplotlib.lines.Line2D at 0x7f539003ac70>]" + ] + }, + "execution_count": 6, + "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": [ + "#plots the loss over the epochs\n", + "plt.plot(loss_tens.detach().numpy())" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'lossf' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m<ipython-input-6-b98c500d1d1f>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m 11\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msubplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m3\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m3\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 12\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mimshow\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtorch\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfrom_numpy\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0my\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mreshape\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m362\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m362\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdetach\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnumpy\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 13\u001b[0;31m 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\n", + "text/plain": [ + "<Figure size 432x288 with 3 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "\"\"\"\n", + "Plots for a given index the sinogram, reconstruction and ground-truth.\n", + "\"\"\"\n", + "#model = net2\n", + "x,y = dataset.get_samples(slice(20,21,1), part=\"test\")\n", + "prediction = model((torch.from_numpy(x).reshape(513*1000)))\n", + "plt.subplot(1, 3, 1)\n", + "plt.imshow(torch.from_numpy(x).reshape(1000,513).detach().numpy())\n", + "plt.subplot(1, 3, 2)\n", + "plt.imshow(prediction.reshape(362,362).detach().numpy())\n", + "plt.subplot(1, 3, 3)\n", + "plt.imshow(torch.from_numpy(y).reshape(362,362).detach().numpy())\n", + "print(lossf(prediction.reshape(362*362), torch.from_numpy(y).reshape(362*362)))\n" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "tensor(0.4904, grad_fn=<MinBackward1>) tensor(0.5079, grad_fn=<MaxBackward1>)\n", + "8.72158456616\n", + "0.430673129741\n" + ] + } + ], + "source": [ + "from skimage.metrics import peak_signal_noise_ratio as psnr\n", + "from skimage.metrics import structural_similarity as stsi\n", + "\"\"\"\n", + "Calculates the minimal and maximal pixel data and prints the PSNR and structural similarity \n", + "\"\"\"\n", + "min, max = torch.min(prediction.reshape(362,362)), torch.max(prediction.reshape(362,362))\n", + "PSNR = psnr(torch.from_numpy(y).reshape(362,362).detach().numpy(),prediction.reshape(362,362).detach().numpy()) #the higher the better\n", + "print(min, max)\n", + "print(PSNR)\n", + "print(stsi(torch.from_numpy(y).reshape(362,362).detach().numpy(),prediction.reshape(362,362).detach().numpy()))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "torch.save(mynet, \"Patrick-save-4x200linear.pt\") #save to file" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "net2 = torch.load(\"Patrick-save-4x200linear.pt\") #load from file" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "\"\"\"\n", + "Tests if the loaded net works the same as the original on the given data point\n", + "\"\"\"\n", + "x = torch.from_numpy(dataset.get_samples(slice(20,21,1))[0]).reshape(513*1000)\n", + "net2(x).equal(mynet(x))" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "tensor(-0.2701, grad_fn=<MinBackward1>) tensor(0.2210, grad_fn=<MaxBackward1>)\n" + ] + }, + { + "data": { + "text/plain": [ + "<matplotlib.image.AxesImage at 0x7fc6866fb820>" + ] + }, + "execution_count": 19, + "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": [ + "model=net2\n", + "x1,y1 = dataset.get_samples(slice(20,21,1), part=\"test\")\n", + "x2,y2 = dataset.get_samples(slice(2000,2001,1), part=\"test\")\n", + "p1 = model((torch.from_numpy(x1).reshape(513*1000)))\n", + "p2 = model((torch.from_numpy(x2).reshape(513*1000)))\n", + "plt.imshow((p1-p2).reshape(362,362).detach().numpy())\n", + "min, max = torch.min((p1-p2).reshape(362,362)), torch.max((p1-p2).reshape(362,362))\n", + "print(min, max)\n", + "plt.imshow((p1.reshape(362,362)-torch.from_numpy(y1).reshape(362,362)).reshape(362,362).detach().numpy())\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Junk" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "'''plt.subplot(1, 3, 2)\n", + "plt.imshow(prediction)\n", + "plt.subplot(1, 3, 3)\n", + "plt.imshow(y)''''" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "'''data=dataset.get_sample(1230)\n", + "print(torch.is_tensor(data))\n", + "data2=torch.as_tensor(data)\n", + "print(torch.is_tensor(data2))\n", + "'''\n", + "data=torch.rand(1000*513)\n", + "print(data)\n", + "print(mynet(data).size()) #131 044 = 362*362\n", + "print(dataset.get_sample(1)[0].type())" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "from torchvision import transforms\n", + "\n", + "torch.from_numpy(dataset.get_sample(1230)[0])\n", + "print(data)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "data=dataset.get_sample(1231)\n", + "print(torch.as_tensor(data[0][0]).size())" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "Transformer = transforms.Compose([\n", + " transforms.ToTensor()\n", + "])\n", + "#Transformer(data[1][0])\n", + "torch.from_numpy(data[1])" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "tensor([-7.1809e-05, -4.1940e-05, -2.4069e-04, ..., 8.4311e-05,\n", + " 2.3020e-04, 1.7529e-04])\n", + "tensor([[[-7.1809e-05, -4.1940e-05, -2.4069e-04, ..., -1.0458e-04,\n", + " 1.8018e-05, 1.4489e-04],\n", + " [-1.1648e-04, 6.9213e-05, -1.7874e-04, ..., -1.1945e-04,\n", + " -6.0001e-06, 1.7225e-04],\n", + " [-2.8182e-04, -3.2965e-05, -2.0238e-04, ..., -5.0908e-05,\n", + " -9.5652e-05, -3.8949e-05],\n", + " ...,\n", + " [-3.5957e-05, 6.0031e-06, -2.3186e-04, ..., 4.4923e-04,\n", + " -2.3983e-05, 1.3578e-04],\n", + " [ 3.9072e-05, -2.8475e-04, -7.4792e-05, ..., -4.0148e-04,\n", + " -4.4930e-05, -4.4930e-05],\n", + " [ 3.9072e-05, 2.0577e-04, 4.1504e-04, ..., 8.4311e-05,\n", + " 2.3020e-04, 1.7529e-04]]])\n" + ] + } + ], + "source": [ + "x,y = data=dataset.get_samples(slice(0,1,1))\n", + "print(torch.from_numpy(x).reshape(513*1000))\n", + "print(torch.from_numpy(x))" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "torch.Size([1, 1, 901, 414])" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "inp,y = dataset.get_samples(slice(20,21,1))\n", + "inp=torch.from_numpy(inp)\n", + "out=nn.Conv2d(1, 1, 100)(inp.reshape(1,1,1000,513))\n", + "out.size()" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'data' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m<ipython-input-18-2141ff3e77ec>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mmynet2\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtorch\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfrom_numpy\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mreshape\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m513000\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msize\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[0;31mNameError\u001b[0m: name 'data' is not defined" + ] + } + ], + "source": [ + "mynet2(torch.from_numpy(data).reshape(513000)).size" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "data=dataset.get_samples(slice(1*batch_size,(1+1)*batch_size,1))[0][1]\n", + "print(data.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "test_batch_size = 500\n", + "test(dataset.get_samples(slice(0,test_batch_size,1), part=\"test\"), model, lossf)\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "for n in range(3):\n", + " x=10**(-n)\n", + " print(x)\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "1e-2\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "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": 4 +} -- GitLab