diff --git a/.idea/.gitignore b/.idea/.gitignore new file mode 100644 index 0000000..26d3352 --- /dev/null +++ b/.idea/.gitignore @@ -0,0 +1,3 @@ +# Default ignored files +/shelf/ +/workspace.xml diff --git a/.idea/CARe_Python_Class_2023.iml b/.idea/CARe_Python_Class_2023.iml new file mode 100644 index 0000000..d0876a7 --- /dev/null +++ b/.idea/CARe_Python_Class_2023.iml @@ -0,0 +1,8 @@ + + + + + + + + \ No newline at end of file diff --git a/.idea/inspectionProfiles/profiles_settings.xml b/.idea/inspectionProfiles/profiles_settings.xml new file mode 100644 index 0000000..105ce2d --- /dev/null +++ b/.idea/inspectionProfiles/profiles_settings.xml @@ -0,0 +1,6 @@ + + + + \ No newline at end of file diff --git a/.idea/misc.xml b/.idea/misc.xml new file mode 100644 index 0000000..a377feb --- /dev/null +++ b/.idea/misc.xml @@ -0,0 +1,7 @@ + + + + + + \ No newline at end of file diff --git a/.idea/modules.xml b/.idea/modules.xml new file mode 100644 index 0000000..7ce4733 --- /dev/null +++ b/.idea/modules.xml @@ -0,0 +1,8 @@ + + + + + + + + \ No newline at end of file diff --git a/.idea/vcs.xml b/.idea/vcs.xml new file mode 100644 index 0000000..35eb1dd --- /dev/null +++ b/.idea/vcs.xml @@ -0,0 +1,6 @@ + + + + + + \ No newline at end of file diff --git a/projet_ia_cnn_ilias_simon.ipynb b/projet_ia_cnn_ilias_simon.ipynb new file mode 100644 index 0000000..c4aee20 --- /dev/null +++ b/projet_ia_cnn_ilias_simon.ipynb @@ -0,0 +1,1593 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "view-in-github", + "colab_type": "text" + }, + "source": [ + "\"Open" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "7TVr2t_ntPPD" + }, + "source": [ + "## About\n", + "\n", + "After completion of this tutorial, you should be able to import data, transform it, and efficiently feed the data in batches to a convolution neural network (CNN) model for image classification.\n", + "\n", + "\n", + "**Author:** Mohit VAISHNAV" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "Su0COdCqT2Wk" + }, + "outputs": [], + "source": [ + "## import libraries\n", + "import torch\n", + "import torch.nn as nn\n", + "import torch.nn.functional as F\n", + "import torchvision\n", + "import torchvision.transforms as transforms" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "rXCYmmjyVRq5", + "outputId": "894bccc2-a0b3-4c03-cda3-6f41fbf2dfb4" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2.2.1+cu121\n" + ] + } + ], + "source": [ + "print(torch.__version__)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "hhuQyU7AYE6K" + }, + "source": [ + "## Import The Data\n", + "The first step before training the model is to import the data. We will use the [MNIST dataset](http://yann.lecun.com/exdb/mnist/) which is like the Hello World dataset of machine learning.\n", + "\n", + "Besides importing the data, we will also do a few more things:\n", + "- We will tranform the data into tensors using the `transforms` module\n", + "- We will use `DataLoader` to build convenient data loaders or what are referred to as iterators, which makes it easy to efficiently feed data in batches to deep learning models.\n", + "- As hinted above, we will also create batches of the data by setting the `batch` parameter inside the data loader. Notice we use batches of `32` in this tutorial but you can change it to `64` if you like. I encourage you to experiment with different batches." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "tSjjLXrOVWBy" + }, + "outputs": [], + "source": [ + "%%capture\n", + "BATCH_SIZE = 32\n", + "\n", + "## transformations\n", + "transform = transforms.Compose(\n", + " [transforms.ToTensor()])\n", + "\n", + "## download and load training dataset\n", + "!wget www.di.ens.fr/~lelarge/MNIST.tar.gz\n", + "!tar -zxvf MNIST.tar.gz\n", + "\n", + "from torchvision.datasets import MNIST\n", + "\n", + "trainset = MNIST(root = './', train=True, download=True, transform=transform)\n", + "trainloader = torch.utils.data.DataLoader(trainset, batch_size=BATCH_SIZE,\n", + " shuffle=True, num_workers=2)\n", + "\n", + "## download and load testing dataset\n", + "testset = MNIST(root = './', train=False, download=True, transform=transform)\n", + "testloader = torch.utils.data.DataLoader(testset, batch_size=BATCH_SIZE,\n", + " shuffle=False, num_workers=2)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "0nZwZukWXUDn" + }, + "source": [ + "## Exploring the Data\n", + "As a practioner and researcher, I am always spending a bit of time and effort exploring and understanding the dataset. It's fun and this is a good practise to ensure that everything is in order." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "NW_loWKga7CH" + }, + "source": [ + "Let's check what the train and test dataset contains. I will use `matplotlib` to print out some of the images from our dataset." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 315 + }, + "id": "zWd9Pt1Ca6K9", + "outputId": "6304c92d-d4df-4aa8-a4e4-2931ff5a970d" + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": {} + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "\n", + "## functions to show an image\n", + "def imshow(img):\n", + " #img = img / 2 + 0.5 # unnormalize\n", + " npimg = img.numpy()\n", + " plt.imshow(np.transpose(npimg, (1, 2, 0)))\n", + "\n", + "## get some random training images\n", + "dataiter = iter(trainloader)\n", + "images, labels = next(dataiter)\n", + "\n", + "## show images\n", + "imshow(torchvision.utils.make_grid(images))" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "XFWll5Lseiht" + }, + "source": [ + "**EXERCISE:** Try to understand what the code above is doing. This will help you to better understand your dataset before moving forward.\n", + "*give an explanation!!*" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "d9mXAVmRvhrq" + }, + "source": [ + "Let's check the dimensions of a batch." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "cNFKWz1GZ4R5", + "outputId": "258811bb-ab51-402c-b508-a247b3666c69" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Image batch dimensions: torch.Size([32, 1, 28, 28])\n", + "Image label dimensions: torch.Size([32])\n", + "tensor([4, 5, 3, 8, 6, 5, 5, 2, 6, 0, 0, 7, 7, 6, 6, 1, 6, 1, 3, 8, 5, 5, 4, 2,\n", + " 9, 7, 1, 1, 6, 6, 4, 3])\n" + ] + } + ], + "source": [ + "for images, labels in trainloader:\n", + " print(\"Image batch dimensions:\", images.shape)\n", + " print(\"Image label dimensions:\", labels.shape)\n", + " print(labels)\n", + " break" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "_IYnV4ZBa3cJ" + }, + "outputs": [], + "source": [ + "class MyModel(nn.Module):\n", + " def __init__(self):\n", + " super(MyModel, self).__init__()\n", + "\n", + " # 28x28x1 => 26x26x32\n", + " self.conv1 = nn.Conv2d(in_channels=1, out_channels=32, kernel_size=3)\n", + " self.d1 = nn.Linear(26 * 26 * 32, 128)\n", + " self.d2 = nn.Linear(128, 10)\n", + "\n", + " def forward(self, x):\n", + " # 32 images x1 gray scale x28x28 size => 32 images x32 out_channel x26x26 size reduced after\n", + " #conv (filter size 3)\n", + " x = self.conv1(x)\n", + " x = F.relu(x) #relu f() linear function above f(x<0)=0/ f(x>0)=x\n", + "\n", + " # flatten => 32 x (32*26*26)\n", + " x = x.flatten(start_dim = 1)\n", + "\n", + " # 32 x (32*26*26) => 32x128\n", + " x = self.d1(x)\n", + " x = F.relu(x)\n", + "\n", + " # logits => 32x10\n", + " logits = self.d2(x)\n", + " out = F.softmax(logits, dim=1) #for prob\n", + " return out" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "evsFbkq_X6bc" + }, + "source": [ + "I always encourage to test the model with 1 batch to ensure that the output dimensions are what we expect." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "1poxFYqftKov", + "outputId": "27e2dd74-2aa0-40ad-bd85-d2823c374be6" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "batch size: torch.Size([32, 1, 28, 28])\n", + "torch.Size([32, 10])\n", + "tensor([0.1045, 0.1055, 0.0925, 0.0984, 0.0992, 0.1050, 0.0947, 0.1048, 0.0910,\n", + " 0.1044], grad_fn=)\n" + ] + } + ], + "source": [ + "## test the model with 1 batch\n", + "model = MyModel()\n", + "for images, labels in trainloader:\n", + " print(\"batch size:\", images.shape)\n", + " out = model(images)\n", + " print(out.shape)\n", + " print(out[0])\n", + " break" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "P1sXNIn8z4kd" + }, + "source": [ + "The model isn't trained yet, therefor it should be random probabilities ~1/10 dimensions (32*10 after .d2)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "9h_3eZQRHV_P" + }, + "source": [ + "## Training the Model\n", + "Now we are ready to train the model but before that we are going to setup a loss function, an optimizer and a function to compute accuracy of the model." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "3_0Vjq2RHlph" + }, + "outputs": [], + "source": [ + "learning_rate = 0.001\n", + "num_epochs = 1\n", + "#epochs = nb of time the dataset is read\n", + "\n", + "device = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\")\n", + "model = MyModel()\n", + "model = model.to(device)\n", + "criterion = nn.CrossEntropyLoss() #assess corect = highest score wrong = lowest\n", + "optimizer = torch.optim.Adam(model.parameters(), lr=learning_rate) #weight update (Adam=one of the way)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "44IdrNNeIi_I" + }, + "outputs": [], + "source": [ + "## compute accuracy\n", + "def get_accuracy(logit, target, batch_size):\n", + " ''' Obtain accuracy for training round '''\n", + " corrects = (torch.argmax(logit, 1) == target).sum()\n", + " accuracy = 100.0 * corrects/batch_size\n", + " return accuracy.item()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "nK3EcuIOISSR" + }, + "source": [ + "Now it's time for training." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "E59hwZlAIVcL", + "outputId": "79afec38-c4f4-427c-fd33-793a07a8ba61" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Epoch: 0 | Loss: 1.6224 | Train Accuracy: 84.21\n" + ] + } + ], + "source": [ + "for epoch in range(num_epochs):\n", + " train_running_loss = 0.0\n", + " train_acc = 0.0\n", + "\n", + " model = model.train()\n", + "\n", + " ## training step\n", + " for i, (images, labels) in enumerate(trainloader):\n", + "\n", + " images = images.to(device)\n", + " labels = labels.to(device)\n", + "\n", + " ## forward + backprop + loss\n", + " logits = model(images)\n", + " loss = criterion(logits, labels)\n", + " optimizer.zero_grad()\n", + " loss.backward()\n", + "\n", + " ## update model params\n", + " optimizer.step()\n", + "\n", + " train_running_loss += loss.detach().item()\n", + " train_acc += get_accuracy(logits, labels, BATCH_SIZE)\n", + "\n", + " model.eval()\n", + " print('Epoch: %d | Loss: %.4f | Train Accuracy: %.2f' \\\n", + " %(epoch, train_running_loss / i, train_acc/i))" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "QuZxfQc1UIU-" + }, + "source": [ + "We can also compute accuracy on the testing dataset to see how well the model performs on the image classificaiton task. As you can see below, our basic CNN model is performing very well on the MNIST classification task." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "YU5WR0BTUHv1", + "outputId": "eaf8d15b-1e39-4b46-c5d3-81dd316e3c42" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Test Accuracy: 96.73\n" + ] + } + ], + "source": [ + "test_acc = 0.0\n", + "model = model.eval()\n", + "for i, (images, labels) in enumerate(testloader, 0):\n", + " images = images.to(device)\n", + " labels = labels.to(device)\n", + " outputs = model(images)\n", + " test_acc += get_accuracy(outputs, labels, BATCH_SIZE)\n", + "\n", + "print('Test Accuracy: %.2f'%( test_acc/i))" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "BZz7LAewgGAK" + }, + "source": [ + "**EXERCISE:** As a way to practise, try to include the testing part inside the code where I was outputing the training accuracy, so that you can also keep testing the model on the testing data as you proceed with the training steps. This is useful as sometimes you don't want to wait until your model has completed training to actually test the model with the testing data." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "s5oVytvxyvXt" + }, + "source": [ + "**GOING FURTHER:**\n", + "Try changing the architecture of the model and the hyperparameters.\n", + "How does the accuracy evolves with your changes?" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "uLQlqGPsVjOB" + }, + "source": [ + "## Final Words\n", + "That's it for this tutorial! Congratulations! You are now able to implement a basic CNN model in PyTorch for image classification. If you would like, you can further extend the CNN model by adding more convolution layers and max pooling, but as you saw, you don't really need it here as results look good. If you are interested in implementing a similar image classification model using RNNs see the references below." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "ztAiTq9HcS_H" + }, + "source": [ + "## References\n", + "- [Building RNNs is Fun with PyTorch and Google Colab](https://colab.research.google.com/drive/1NVuWLZ0cuXPAtwV4Fs2KZ2MNla0dBUas)\n", + "- [CNN Basics with PyTorch by Sebastian Raschka](https://github.com/rasbt/deeplearning-models/blob/master/pytorch_ipynb/cnn/cnn-basic.ipynb)\n", + "- [Tensorflow 2.0 Quickstart for experts](https://colab.research.google.com/github/tensorflow/docs/blob/master/site/en/tutorials/quickstart/advanced.ipynb#scrollTo=DUNzJc4jTj6G)\n", + "\n", + "- [Elvis Saravia](https://colab.research.google.com/github/dair-ai/notebooks/blob/master/_notebooks/2020-03-18-pytorch_quick_start.ipynb#scrollTo=tmaCTw5tXowR)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "34wvH7uX6vuf" + }, + "source": [ + "# MY PERSONAL ADDITION IN THE CELLS BELOW\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "vjT-5Ub1_Sab" + }, + "source": [ + "\n", + "\n", + "# **What i did to ameliorate the CNN:**\n", + "\n", + "This model starts with an input layer that indicates the input format of the images into the model, which is 28 pixels by 28 , in one dimension.\n", + "\n", + "I divided the model in 3 blocks. Each block is composed of convolution-normalization-maxpool.\n", + "\n", + "For the first block:\n", + "**Convolution**\n", + "The 28x28x1 image is processed through a first convolution layer, which apply a kernel of size 3*3, with 32 neurons.\n", + "Here, according to the formula:\n", + "\n", + "n out= (n in + 2x padding - kernel)/stride +1\n", + "\n", + "n out = (28+2*1-3)/1 +1 =28\n", + "\n", + "n out= n in\n", + "\n", + "**Normalization**\n", + "The data then passes to a BatchNormalization. Batch Norm is commonly used in CNN to improve the learning speed of Neural Networks and provides regularization, avoiding overfitting.\n", + "\n", + "**MaxPooling**\n", + "Normalized data passes through a MaxPooling. MaxPooling (2,2) reduces the size of the data as it keeps only the highest value of 4. This extracts the most important features reducing the computational load and controlling overfitting.\n", + "\n", + "The data passess through 4 successives blocks, with for each block an increased number of features (neurons).\n", + "\n", + "Finally two fully connected layers (fc1, fc2) are defined for classification.\n", + "\n", + "The first fully connected layer (fc1) takes the flattened output from the convolutional layers and produces a feature vector with 500 dimensions. The second fully connected layer (fc2) further reduces the features to 10, corresponding to the 10 classes.\n", + "\n", + "**Dropout**\n", + "The fc1 layer undergoes a dropout, meaning that a random part of the neurons are turned off. Dropout layers randomly set a fraction of input units to zero during training, which helps prevent o![improved_CNN_2.png](data:image/png;base64,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![improved_CNN_2.png](data:image/png;base64,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by providing a form of regularization.\n", + "\n", + "\n", + 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)\n", + "\n", + "Only small progress was made with the additions, so i decided to test on other dataset, more complex to see if the new CNN was performing better.\n", + "\n" + ] + }, + { + "cell_type": "code", + "source": [ + "#import libraries\n", + "import torch\n", + "import torch.nn as nn\n", + "import torch.nn.functional as F\n", + "import torchvision\n", + "import torchvision.transforms as transforms\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "\n", + "#number of images that will be used for training\n", + "BATCH_SIZE = 32\n", + "\n", + "## transformations to pytorch tensors\n", + "transform = transforms.Compose(\n", + " [transforms.ToTensor()])\n", + "\n", + "## download and load training dataset\n", + "!wget www.di.ens.fr/~lelarge/MNIST.tar.gz\n", + "!tar -zxvf MNIST.tar.gz\n", + "from torchvision.datasets import MNIST\n", + "trainset = MNIST(root = './', train=True, download=True, transform=transform)\n", + "trainloader = torch.utils.data.DataLoader(trainset, batch_size=BATCH_SIZE,\n", + " shuffle=True, num_workers=2)\n", + "## download and load testing dataset\n", + "testset = MNIST(root = './', train=False, download=True, transform=transform)\n", + "testloader = torch.utils.data.DataLoader(testset, batch_size=BATCH_SIZE,\n", + " shuffle=False, num_workers=2)\n", + "\n", + "## functions to show an image\n", + "def imshow(img):\n", + " npimg = img.numpy()\n", + " plt.imshow(np.transpose(npimg, (1, 2, 0)))\n", + "## get some random training images\n", + "dataiter = iter(trainloader)\n", + "images, labels = next(dataiter)\n", + "\n", + "for images, labels in trainloader:\n", + " print(\"Image batch dimensions:\", images.shape)\n", + " print(\"Image label dimensions:\", labels.shape)\n", + " print(labels)\n", + " break\n", + "dataiter2 = iter(trainloader)\n", + "images, labels = next(dataiter2)\n", + "imshow(torchvision.utils.make_grid(images))" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 956 + }, + "id": "6MermqnwZlNP", + "outputId": "0dd5c93a-a4db-4127-a00f-fbfb77e3df66" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "--2024-04-29 15:28:59-- http://www.di.ens.fr/~lelarge/MNIST.tar.gz\n", + "Resolving www.di.ens.fr (www.di.ens.fr)... 129.199.99.14\n", + "Connecting to www.di.ens.fr (www.di.ens.fr)|129.199.99.14|:80... connected.\n", + "HTTP request sent, awaiting response... 302 Found\n", + "Location: https://www.di.ens.fr/~lelarge/MNIST.tar.gz [following]\n", + "--2024-04-29 15:29:00-- https://www.di.ens.fr/~lelarge/MNIST.tar.gz\n", + "Connecting to www.di.ens.fr (www.di.ens.fr)|129.199.99.14|:443... connected.\n", + "HTTP request sent, awaiting response... 200 OK\n", + "Length: unspecified [application/x-gzip]\n", + "Saving to: ‘MNIST.tar.gz’\n", + "\n", + "MNIST.tar.gz [ <=> ] 33.20M 6.66MB/s in 5.8s \n", + "\n", + "2024-04-29 15:29:06 (5.68 MB/s) - ‘MNIST.tar.gz’ saved [34813078]\n", + "\n", + "MNIST/\n", + "MNIST/raw/\n", + "MNIST/raw/train-labels-idx1-ubyte\n", + "MNIST/raw/t10k-labels-idx1-ubyte.gz\n", + "MNIST/raw/t10k-labels-idx1-ubyte\n", + "MNIST/raw/t10k-images-idx3-ubyte.gz\n", + "MNIST/raw/train-images-idx3-ubyte\n", + "MNIST/raw/train-labels-idx1-ubyte.gz\n", + "MNIST/raw/t10k-images-idx3-ubyte\n", + "MNIST/raw/train-images-idx3-ubyte.gz\n", + "MNIST/processed/\n", + "MNIST/processed/training.pt\n", + "MNIST/processed/test.pt\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "/usr/lib/python3.10/multiprocessing/popen_fork.py:66: RuntimeWarning: os.fork() was called. os.fork() is incompatible with multithreaded code, and JAX is multithreaded, so this will likely lead to a deadlock.\n", + " self.pid = os.fork()\n" + ] + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Image batch dimensions: torch.Size([32, 1, 28, 28])\n", + "Image label dimensions: torch.Size([32])\n", + "tensor([6, 1, 6, 5, 2, 7, 2, 4, 9, 1, 2, 9, 9, 2, 6, 2, 3, 5, 1, 0, 7, 7, 8, 7,\n", + " 2, 9, 1, 2, 3, 1, 8, 7])\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "###CNN improved_1:\n", + "import torch\n", + "import torch.nn as nn\n", + "import torch.nn.functional as F\n", + "\n", + "class ImprovedCNN_1(nn.Module):\n", + " def __init__(self):\n", + " super(ImprovedCNN_1, self).__init__()\n", + "\n", + " # Convolutional layers\n", + " #28*28*1 => 28*28*32 size is kept: n out= (n in+2padding+kernel)/stride\n", + " self.conv1 = nn.Conv2d(in_channels=1, out_channels=32, kernel_size=3, padding=1)\n", + " self.conv2 = nn.Conv2d(in_channels=32, out_channels=64, kernel_size=3, padding=1)\n", + " self.conv3 = nn.Conv2d(in_channels=64, out_channels=128, kernel_size=3, padding=1)\n", + "\n", + " # Batch normalization layers\n", + " self.batch_norm1 = nn.BatchNorm2d(32)\n", + " self.batch_norm2 = nn.BatchNorm2d(64)\n", + " self.batch_norm3 = nn.BatchNorm2d(128)\n", + "\n", + " # Pooling layers\n", + " self.pool = nn.MaxPool2d(kernel_size=2, stride=2, padding=0)\n", + "\n", + " # Fully connected layers\n", + " self.fc1 = nn.Linear(128 * 3 * 3, 500)\n", + " self.fc2 = nn.Linear(500, 10)\n", + "\n", + " # Dropout layers\n", + " self.dropout = nn.Dropout(0.5)\n", + "\n", + " def forward(self, x):\n", + " x = F.relu(self.batch_norm1(self.conv1(x)))\n", + " #print(x.shape) #torch.Size([16, 32, 28, 28])\n", + " x = self.pool(x)\n", + " #print(x.shape) #torch.Size([16, 32, 14, 14])\n", + " x = F.relu(self.batch_norm2(self.conv2(x)))\n", + " #print(x.shape) #torch.Size([16, 64, 14, 14])\n", + " x = self.pool(x)\n", + " #print(x.shape) #torch.Size([16, 64, 7, 7])\n", + " x = F.relu(self.batch_norm3(self.conv3(x)))\n", + " #print(x.shape) #torch.Size([16, 128, 7, 7])\n", + " x = self.pool(x)\n", + " #print(x.shape) #torch.Size([16, 128, 3, 3])\n", + "\n", + " x = x.view(-1, 128 * 3 * 3)\n", + " x = F.relu(self.dropout(self.fc1(x)))\n", + " x = (self.fc2(x))\n", + "\n", + " return F.softmax(x, dim=1)\n", + "\n", + "#training initialisation\n", + "learning_rate = 0.001\n", + "num_epochs = 1\n", + "device = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\")\n", + "model = ImprovedCNN_1()\n", + "model = model.to(device)\n", + "criterion = nn.CrossEntropyLoss() #assess corect = highest score / wrong = lowest\n", + "optimizer = torch.optim.Adam(model.parameters(), lr=learning_rate) #weight update (Adam=one of the way)\n", + "\n", + "#compute accuracy\n", + "def get_accuracy(logit, target, batch_size):\n", + " ''' Obtain accuracy for training round '''\n", + " corrects = (torch.argmax(logit, 1) == target).sum()\n", + " accuracy = 100.0 * corrects/batch_size\n", + " return accuracy.item()\n", + "\n", + "#Training\n", + "for epoch in range(num_epochs):\n", + " train_running_loss = 0.0\n", + " train_acc = 0.0\n", + " model = model.train()\n", + "\n", + " for i, (images, labels) in enumerate(trainloader):\n", + " images = images.to(device)\n", + " labels = labels.to(device)\n", + " ## forward + backprop + loss\n", + " logits = model(images)\n", + " loss = criterion(logits, labels)\n", + " optimizer.zero_grad()\n", + " loss.backward()\n", + " ## update model params\n", + " optimizer.step()\n", + "\n", + " train_running_loss += loss.detach().item()\n", + " train_acc += get_accuracy(logits, labels, BATCH_SIZE)\n", + "\n", + " model.eval()\n", + " print('Epoch: %d | Loss: %.4f | Train Accuracy: %.2f' \\\n", + " %(epoch, train_running_loss / i, train_acc/i))\n", + "\n", + "#TEST!\n", + "test_acc = 0.0\n", + "model = model.eval()\n", + "for i, (images, labels) in enumerate(testloader, 0):\n", + " images = images.to(device)\n", + " labels = labels.to(device)\n", + " outputs = model(images)\n", + " test_acc += get_accuracy(outputs, labels, BATCH_SIZE)\n", + "\n", + "print('Test Accuracy: %.2f'%( test_acc/i))\n", + "\n", + "#print test image and respective values attribuated by the CNN\n", + "dataiter2 = iter(testloader)\n", + "images, labels = next(dataiter2)\n", + "imshow(torchvision.utils.make_grid(images))\n", + "for images, labels in testloader:\n", + " print(\"Image batch dimensions:\", images.shape)\n", + " print(\"Image label dimensions:\", labels.shape)\n", + " print(labels)\n", + " break" + ], + "metadata": { + "id": "hz9_ulnSYiSC", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 425 + }, + "outputId": "c4e86de9-f2ce-4da5-90f2-156ed6d36ac8" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Epoch: 0 | Loss: 1.5417 | Train Accuracy: 92.24\n", + "Test Accuracy: 97.82\n", + "Image batch dimensions: torch.Size([32, 1, 28, 28])\n", + "Image label dimensions: torch.Size([32])\n", + "tensor([7, 2, 1, 0, 4, 1, 4, 9, 5, 9, 0, 6, 9, 0, 1, 5, 9, 7, 3, 4, 9, 6, 6, 5,\n", + " 4, 0, 7, 4, 0, 1, 3, 1])\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "\n", + "# ***Classification test on another dataset:***\n", + "\n", + "I used the CIFAR10 dataset, composed of images of 32x32x3 (RGB). The images represents 10 different classes, dog, cat, plane, bird, deer, frog, horse, car, ship and truck.\n", + "For the loading and test, i took the code from:\n", + "\n", + "https://github.com/patrickloeber/pytorchTutorial/blob/69637721ed9fa2ccf81a1093a928a52bbb591439/14_cnn.py#L26\n", + "\n", + "In the first place, i tested the model used in class; which achieved a score of approximately 43% classification accuracy.\n", + "\n", + "Then, i tested the 'improvedCNN_1' model that i have made previously on this dataset. It reaches a classification accuracy of 60.61%% with the same parameters. The model was better to classify more complex datasets.\n", + "\n", + "To improve it, i added after each BatchNorm a new convolution layer with the same number of feature than the previous one. The idea is to work/learn on the features before a second layer of Batch_Normalization. The following scheme represents the 'improvedCNN_2' architecture that i found out was working the best, with an average accuracy of 64.21%.\n", + "\n", + "The accuracy score could still be improved by increasing the epoch , but for technical reasons (lack of gpu access) i didn't tried.\n", + "\n", + "\n" + ], + "metadata": { + "id": "s_Vp7K8laPJ-" + } + }, + { + "cell_type": "markdown", + "source": [ + "![improved_CNN_2.png](data:image/png;base64,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)" + ], + "metadata": { + "id": "CwgaNrIvwi-Z" + } + }, + { + "cell_type": "code", + "source": [ + "##test with the model given in class\n", + "import torch\n", + "import torch.nn as nn\n", + "import torch.nn.functional as F\n", + "import torchvision\n", + "import torchvision.transforms as transforms\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')\n", + "num_epochs = 2\n", + "batch_size = 4\n", + "learning_rate = 0.001\n", + "\n", + "transform = transforms.Compose(\n", + " [transforms.ToTensor(),\n", + " transforms.Normalize((0.5, 0.5, 0.5), (0.5, 0.5, 0.5))])\n", + "train_dataset = torchvision.datasets.CIFAR10(root='./data', train=True,\n", + " download=True, transform=transform)\n", + "\n", + "test_dataset = torchvision.datasets.CIFAR10(root='./data', train=False,\n", + " download=True, transform=transform)\n", + "\n", + "train_loader = torch.utils.data.DataLoader(train_dataset, batch_size=batch_size,\n", + " shuffle=True)\n", + "\n", + "test_loader = torch.utils.data.DataLoader(test_dataset, batch_size=batch_size,\n", + " shuffle=False)\n", + "\n", + "classes = ('plane', 'car', 'bird', 'cat',\n", + " 'deer', 'dog', 'frog', 'horse', 'ship', 'truck')\n", + "\n", + "def imshow(img):\n", + " img = img / 2 + 0.5 # unnormalize\n", + " npimg = img.numpy()\n", + " plt.imshow(np.transpose(npimg, (1, 2, 0)))\n", + " plt.show()\n", + "# get some random training images\n", + "dataiter = iter(train_loader)\n", + "images, labels = next(dataiter)\n", + "\n", + "# show images\n", + "imshow(torchvision.utils.make_grid(images))\n", + "class MyModel(nn.Module):\n", + " def __init__(self):\n", + " super(MyModel, self).__init__()\n", + "\n", + " # 28x28x3 => 26x26x32\n", + " self.conv1 = nn.Conv2d(in_channels=3, out_channels=32, kernel_size=3)\n", + " self.d1 = nn.Linear(32 * 30 * 30, 128)\n", + " self.d2 = nn.Linear(128, 10)\n", + "\n", + " def forward(self, x):\n", + " # 32 images x1 gray scale x28x28 size => 32 images x32 out_channel x26x26 size reduced after\n", + " #conv (filter size 3)\n", + " x = self.conv1(x)\n", + " x = F.relu(x) #relu f() linear function above f(x<0)=0/ f(x>0)=x\n", + "\n", + " # flatten => 32 x (32*26*26)\n", + " x = x.flatten(start_dim = 1)\n", + "\n", + " # 32 x (32*26*26) => 32x128\n", + " x = self.d1(x)\n", + " x = F.relu(x)\n", + "\n", + " # logits => 32x10\n", + " logits = self.d2(x)\n", + " out = F.softmax(logits, dim=1) #for prob\n", + " return out\n", + "#training initialisation\n", + "learning_rate = 0.001\n", + "num_epochs = 5\n", + "device = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\")\n", + "model = MyModel()\n", + "model = model.to(device)\n", + "criterion = nn.CrossEntropyLoss()\n", + "optimizer = torch.optim.Adam(model.parameters(), lr=learning_rate)\n", + "\n", + "criterion = nn.CrossEntropyLoss()\n", + "optimizer = torch.optim.SGD(model.parameters(), lr=learning_rate)\n", + "\n", + "n_total_steps = len(train_loader)\n", + "for epoch in range(num_epochs):\n", + " for i, (images, labels) in enumerate(train_loader):\n", + " # origin shape: [4, 3, 32, 32] = 4, 3, 1024\n", + " # input_layer: 3 input channels, 6 output channels, 5 kernel size\n", + " images = images.to(device)\n", + " labels = labels.to(device)\n", + "\n", + " # Forward pass\n", + " outputs = model(images)\n", + " loss = criterion(outputs, labels)\n", + "\n", + " # Backward and optimize\n", + " optimizer.zero_grad()\n", + " loss.backward()\n", + " optimizer.step()\n", + "\n", + " if (i+1) % 2000 == 0:\n", + " print (f'Epoch [{epoch+1}/{num_epochs}], Step [{i+1}/{n_total_steps}], Loss: {loss.item():.4f}')\n", + "\n", + "print('Finished Training')\n", + "PATH = './cnn.pth'\n", + "torch.save(model.state_dict(), PATH)\n", + "\n", + "with torch.no_grad():\n", + " n_correct = 0\n", + " n_samples = 0\n", + " n_class_correct = [0 for i in range(10)]\n", + " n_class_samples = [0 for i in range(10)]\n", + " for images, labels in test_loader:\n", + " images = images.to(device)\n", + " labels = labels.to(device)\n", + " outputs = model(images)\n", + " # max returns (value ,index)\n", + " _, predicted = torch.max(outputs, 1)\n", + " n_samples += labels.size(0)\n", + " n_correct += (predicted == labels).sum().item()\n", + "\n", + " for i in range(batch_size):\n", + " label = labels[i]\n", + " pred = predicted[i]\n", + " if (label == pred):\n", + " n_class_correct[label] += 1\n", + " n_class_samples[label] += 1\n", + "\n", + " acc = 100.0 * n_correct / n_samples\n", + " print(f'Accuracy of the network: {acc} %')\n", + "\n", + " for i in range(10):\n", + " acc = 100.0 * n_class_correct[i] / n_class_samples[i]\n", + " print(f'Accuracy of {classes[i]}: {acc} %')\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "id": "vp9tMim8x9tg", + "outputId": "0abb8d10-5f8a-42c4-c700-0bff406c22d2" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Downloading https://www.cs.toronto.edu/~kriz/cifar-10-python.tar.gz to ./data/cifar-10-python.tar.gz\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "100%|██████████| 170498071/170498071 [00:12<00:00, 13164580.15it/s]\n" + ] + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Extracting ./data/cifar-10-python.tar.gz to ./data\n", + "Files already downloaded and verified\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Epoch [1/5], Step [2000/12500], Loss: 2.2500\n", + "Epoch [1/5], Step [4000/12500], Loss: 2.2861\n", + "Epoch [1/5], Step [6000/12500], Loss: 2.2019\n", + "Epoch [1/5], Step [8000/12500], Loss: 2.3399\n", + "Epoch [1/5], Step [10000/12500], Loss: 2.1844\n", + "Epoch [1/5], Step [12000/12500], Loss: 2.3350\n", + "Epoch [2/5], Step [2000/12500], Loss: 2.2429\n", + "Epoch [2/5], Step [4000/12500], Loss: 1.9148\n", + "Epoch [2/5], Step [6000/12500], Loss: 2.2092\n", + "Epoch [2/5], Step [8000/12500], Loss: 2.1233\n", + "Epoch [2/5], Step [10000/12500], Loss: 2.3513\n", + "Epoch [2/5], Step [12000/12500], Loss: 2.3089\n", + "Epoch [3/5], Step [2000/12500], Loss: 1.9413\n", + "Epoch [3/5], Step [4000/12500], Loss: 1.8748\n", + "Epoch [3/5], Step [6000/12500], Loss: 2.0640\n", + "Epoch [3/5], Step [8000/12500], Loss: 2.3102\n", + "Epoch [3/5], Step [10000/12500], Loss: 1.7880\n", + "Epoch [3/5], Step [12000/12500], Loss: 2.2529\n", + "Epoch [4/5], Step [2000/12500], Loss: 2.3574\n", + "Epoch [4/5], Step [4000/12500], Loss: 2.1306\n", + "Epoch [4/5], Step [6000/12500], Loss: 1.9520\n", + "Epoch [4/5], Step [8000/12500], Loss: 1.9843\n", + "Epoch [4/5], Step [10000/12500], Loss: 2.2214\n", + "Epoch [4/5], Step [12000/12500], Loss: 2.2852\n", + "Epoch [5/5], Step [2000/12500], Loss: 2.1417\n", + "Epoch [5/5], Step [4000/12500], Loss: 2.0747\n", + "Epoch [5/5], Step [6000/12500], Loss: 2.0788\n", + "Epoch [5/5], Step [8000/12500], Loss: 2.2452\n", + "Epoch [5/5], Step [10000/12500], Loss: 2.0212\n", + "Epoch [5/5], Step [12000/12500], Loss: 2.1687\n", + "Finished Training\n", + "Accuracy of the network: 43.33 %\n", + "Accuracy of plane: 44.0 %\n", + "Accuracy of car: 47.5 %\n", + "Accuracy of bird: 25.4 %\n", + "Accuracy of cat: 23.6 %\n", + "Accuracy of deer: 24.3 %\n", + "Accuracy of dog: 36.2 %\n", + "Accuracy of frog: 66.6 %\n", + "Accuracy of horse: 51.9 %\n", + "Accuracy of ship: 56.1 %\n", + "Accuracy of truck: 57.7 %\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Classification with improvedCNN_1\n", + "import torch\n", + "import torch.nn as nn\n", + "import torch.nn.functional as F\n", + "import torchvision\n", + "import torchvision.transforms as transforms\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "\n", + "\n", + "device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')\n", + "batch_size = 4\n", + "\n", + "transform = transforms.Compose(\n", + " [transforms.ToTensor(),\n", + " transforms.Normalize((0.5, 0.5, 0.5), (0.5, 0.5, 0.5))])\n", + "\n", + "train_dataset = torchvision.datasets.CIFAR10(root='./data', train=True,\n", + " download=True, transform=transform)\n", + "\n", + "test_dataset = torchvision.datasets.CIFAR10(root='./data', train=False,\n", + " download=True, transform=transform)\n", + "\n", + "train_loader = torch.utils.data.DataLoader(train_dataset, batch_size=batch_size,\n", + " shuffle=True)\n", + "\n", + "test_loader = torch.utils.data.DataLoader(test_dataset, batch_size=batch_size,\n", + " shuffle=False)\n", + "\n", + "classes = ('plane', 'car', 'bird', 'cat',\n", + " 'deer', 'dog', 'frog', 'horse', 'ship', 'truck')\n", + "\n", + "def imshow(img):\n", + " img = img / 2 + 0.5 # unnormalize\n", + " npimg = img.numpy()\n", + " plt.imshow(np.transpose(npimg, (1, 2, 0)))\n", + " plt.show()\n", + "\n", + "# get some random training images\n", + "dataiter = iter(train_loader)\n", + "images, labels = next(dataiter)\n", + "\n", + "# show images\n", + "imshow(torchvision.utils.make_grid(images))\n", + "\n", + "class ImprovedCNN_1(nn.Module):\n", + " def __init__(self):\n", + " super(ImprovedCNN_1, self).__init__()\n", + "\n", + " # Convolutional layers\n", + " # 32*32*3 => 32*32*32\n", + " self.conv1 = nn.Conv2d(in_channels=3, out_channels=32, kernel_size=3, padding=1)\n", + " self.conv2 = nn.Conv2d(in_channels=32, out_channels=64, kernel_size=3, padding=1)\n", + " self.conv3 = nn.Conv2d(in_channels=64, out_channels=128, kernel_size=3, padding=1)\n", + "\n", + " # Batch normalization layers\n", + " self.batch_norm1 = nn.BatchNorm2d(32)\n", + " self.batch_norm2 = nn.BatchNorm2d(64)\n", + " self.batch_norm3 = nn.BatchNorm2d(128)\n", + "\n", + " # Pooling layers\n", + " self.pool = nn.MaxPool2d(kernel_size=2, stride=2, padding=0)\n", + "\n", + " # Fully connected layers\n", + " self.fc1 = nn.Linear(128 * 4 * 4, 500)\n", + " self.fc2 = nn.Linear(500, 10)\n", + "\n", + " # Dropout layers\n", + " self.dropout = nn.Dropout(0.25)\n", + "\n", + " def forward(self, x):\n", + " x = F.relu(self.batch_norm1(self.conv1(x)))\n", + " #print(x.shape) #torch.Size([16, 32, 32, 32])\n", + " x = self.pool(x)\n", + " #print(x.shape) #torch.Size([16, 32, 16, 16])\n", + " x = F.relu(self.batch_norm2(self.conv2(x)))\n", + " #print(x.shape) #torch.Size([16, 64, 16, 16])\n", + " x = self.pool(x)\n", + " #print(x.shape) #torch.Size([16, 64, 8, 8])\n", + " x = F.relu(self.batch_norm3(self.conv3(x)))\n", + " #print(x.shape) #torch.Size([16, 128, 8, 8])\n", + " x = self.pool(x)\n", + " #print(x.shape) #torch.Size([16, 128, 4, 4])\n", + "\n", + " #flatenning\n", + " x = x.view(-1, 128 * 4 * 4)\n", + " x = F.relu(self.dropout(self.fc1(x)))\n", + " x = self.fc2(x)\n", + "\n", + "\n", + " return F.softmax(x, dim=1)\n", + "\n", + "#training initialisation\n", + "learning_rate = 0.001\n", + "num_epochs = 5\n", + "device = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\")\n", + "model = ImprovedCNN_1()\n", + "model = model.to(device)\n", + "criterion = nn.CrossEntropyLoss()\n", + "optimizer = torch.optim.Adam(model.parameters(), lr=learning_rate)\n", + "\n", + "criterion = nn.CrossEntropyLoss()\n", + "optimizer = torch.optim.SGD(model.parameters(), lr=learning_rate)\n", + "\n", + "n_total_steps = len(train_loader)\n", + "for epoch in range(num_epochs):\n", + " for i, (images, labels) in enumerate(train_loader):\n", + " # origin shape: [4, 3, 32, 32] = 4, 3, 1024\n", + " images = images.to(device)\n", + " labels = labels.to(device)\n", + "\n", + " # Forward pass\n", + " outputs = model(images)\n", + " loss = criterion(outputs, labels)\n", + "\n", + " # Backward and optimize\n", + " optimizer.zero_grad()\n", + " loss.backward()\n", + " optimizer.step()\n", + "\n", + " if (i+1) % 2000 == 0:\n", + " print (f'Epoch [{epoch+1}/{num_epochs}], Step [{i+1}/{n_total_steps}], Loss: {loss.item():.4f}')\n", + "\n", + "print('Finished Training')\n", + "PATH = './cnn.pth'\n", + "torch.save(model.state_dict(), PATH)\n", + "\n", + "with torch.no_grad():\n", + " n_correct = 0\n", + " n_samples = 0\n", + " n_class_correct = [0 for i in range(10)]\n", + " n_class_samples = [0 for i in range(10)]\n", + " for images, labels in test_loader:\n", + " images = images.to(device)\n", + " labels = labels.to(device)\n", + " outputs = model(images)\n", + " # max returns (value ,index)\n", + " _, predicted = torch.max(outputs, 1)\n", + " n_samples += labels.size(0)\n", + " n_correct += (predicted == labels).sum().item()\n", + "\n", + " for i in range(batch_size):\n", + " label = labels[i]\n", + " pred = predicted[i]\n", + " if (label == pred):\n", + " n_class_correct[label] += 1\n", + " n_class_samples[label] += 1\n", + "\n", + " acc = 100.0 * n_correct / n_samples\n", + " print(f'Accuracy of the network: {acc} %')\n", + "\n", + " for i in range(10):\n", + " acc = 100.0 * n_class_correct[i] / n_class_samples[i]\n", + " print(f'Accuracy of {classes[i]}: {acc} %')\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "id": "iVqai5uUpSIR", + "outputId": "f55ae2bc-4db4-4b61-fe82-b27bcedde247" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Downloading https://www.cs.toronto.edu/~kriz/cifar-10-python.tar.gz to ./data/cifar-10-python.tar.gz\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "100%|██████████| 170498071/170498071 [00:04<00:00, 40591720.62it/s]\n" + ] + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Extracting ./data/cifar-10-python.tar.gz to ./data\n", + "Files already downloaded and verified\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Epoch [1/5], Step [2000/12500], Loss: 2.2904\n", + "Epoch [1/5], Step [4000/12500], Loss: 2.3696\n", + "Epoch [1/5], Step [6000/12500], Loss: 1.9452\n", + "Epoch [1/5], Step [8000/12500], Loss: 2.0962\n", + "Epoch [1/5], Step [10000/12500], Loss: 1.9441\n", + "Epoch [1/5], Step [12000/12500], Loss: 2.1225\n", + "Epoch [2/5], Step [2000/12500], Loss: 1.9900\n", + "Epoch [2/5], Step [4000/12500], Loss: 2.1098\n", + "Epoch [2/5], Step [6000/12500], Loss: 1.9578\n", + "Epoch [2/5], Step [8000/12500], Loss: 2.0537\n", + "Epoch [2/5], Step [10000/12500], Loss: 1.8941\n", + "Epoch [2/5], Step [12000/12500], Loss: 1.9193\n", + "Epoch [3/5], Step [2000/12500], Loss: 1.7423\n", + "Epoch [3/5], Step [4000/12500], Loss: 1.9975\n", + "Epoch [3/5], Step [6000/12500], Loss: 1.8441\n", + "Epoch [3/5], Step [8000/12500], Loss: 1.7907\n", + "Epoch [3/5], Step [10000/12500], Loss: 1.7173\n", + "Epoch [3/5], Step [12000/12500], Loss: 2.3106\n", + "Epoch [4/5], Step [2000/12500], Loss: 1.4880\n", + "Epoch [4/5], Step [4000/12500], Loss: 2.0121\n", + "Epoch [4/5], Step [6000/12500], Loss: 1.5480\n", + "Epoch [4/5], Step [8000/12500], Loss: 1.8149\n", + "Epoch [4/5], Step [10000/12500], Loss: 1.7194\n", + "Epoch [4/5], Step [12000/12500], Loss: 1.7027\n", + "Epoch [5/5], Step [2000/12500], Loss: 2.0833\n", + "Epoch [5/5], Step [4000/12500], Loss: 1.6716\n", + "Epoch [5/5], Step [6000/12500], Loss: 1.5240\n", + "Epoch [5/5], Step [8000/12500], Loss: 1.7555\n", + "Epoch [5/5], Step [10000/12500], Loss: 1.9492\n", + "Epoch [5/5], Step [12000/12500], Loss: 1.8993\n", + "Finished Training\n", + "Accuracy of the network: 60.61 %\n", + "Accuracy of plane: 67.9 %\n", + "Accuracy of car: 74.8 %\n", + "Accuracy of bird: 41.9 %\n", + "Accuracy of cat: 21.2 %\n", + "Accuracy of deer: 45.2 %\n", + "Accuracy of dog: 62.0 %\n", + "Accuracy of frog: 72.9 %\n", + "Accuracy of horse: 71.0 %\n", + "Accuracy of ship: 73.8 %\n", + "Accuracy of truck: 75.4 %\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Classification with ImprovedCNN_2\n", + "import torch\n", + "import torch.nn as nn\n", + "import torch.nn.functional as F\n", + "import torchvision\n", + "import torchvision.transforms as transforms\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "\n", + "device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')\n", + "batch_size = 4\n", + "learning_rate = 0.001\n", + "\n", + "transform = transforms.Compose(\n", + " [transforms.ToTensor(),\n", + " transforms.Normalize((0.5, 0.5, 0.5), (0.5, 0.5, 0.5))])\n", + "\n", + "train_dataset = torchvision.datasets.CIFAR10(root='./data', train=True,\n", + " download=True, transform=transform)\n", + "\n", + "test_dataset = torchvision.datasets.CIFAR10(root='./data', train=False,\n", + " download=True, transform=transform)\n", + "\n", + "train_loader = torch.utils.data.DataLoader(train_dataset, batch_size=batch_size,\n", + " shuffle=True)\n", + "\n", + "test_loader = torch.utils.data.DataLoader(test_dataset, batch_size=batch_size,\n", + " shuffle=False)\n", + "\n", + "classes = ('plane', 'car', 'bird', 'cat',\n", + " 'deer', 'dog', 'frog', 'horse', 'ship', 'truck')\n", + "\n", + "def imshow(img):\n", + " img = img / 2 + 0.5 # unnormalize\n", + " npimg = img.numpy()\n", + " plt.imshow(np.transpose(npimg, (1, 2, 0)))\n", + " plt.show()\n", + "\n", + "# get some random training images\n", + "dataiter = iter(train_loader)\n", + "images, labels = next(dataiter)\n", + "\n", + "# show images\n", + "imshow(torchvision.utils.make_grid(images))\n", + "\n", + "class ImprovedCNN_2(nn.Module):\n", + " def __init__(self):\n", + " super(ImprovedCNN_2, self).__init__()\n", + "\n", + " # Convolutional layers\n", + " self.conv1 = nn.Conv2d(in_channels=3, out_channels=32, kernel_size=3, padding=1)\n", + " self.conv2 = nn.Conv2d(in_channels=32, out_channels=32, kernel_size=3, padding=1)\n", + " self.conv3 = nn.Conv2d(in_channels=32, out_channels=64, kernel_size=3, padding=1)\n", + " self.conv4 = nn.Conv2d(in_channels=64, out_channels=64, kernel_size=3, padding=1)\n", + " self.conv5 = nn.Conv2d(in_channels=64, out_channels=128, kernel_size=3, padding=1)\n", + " self.conv6 = nn.Conv2d(in_channels=128, out_channels=128, kernel_size=3, padding=1)\n", + "\n", + " # Batch normalization layers\n", + " self.batch_norm1 = nn.BatchNorm2d(32)\n", + " self.batch_norm2 = nn.BatchNorm2d(32)\n", + " self.batch_norm3 = nn.BatchNorm2d(64)\n", + " self.batch_norm4 = nn.BatchNorm2d(64)\n", + " self.batch_norm5 = nn.BatchNorm2d(128)\n", + " self.batch_norm6 = nn.BatchNorm2d(128)\n", + "\n", + " # Pooling layers\n", + " self.pool = nn.MaxPool2d(kernel_size=2, stride=2, padding=0)\n", + "\n", + " # Fully connected layers\n", + " self.fc1 = nn.Linear(128 * 4 * 4, 500)\n", + " self.fc2 = nn.Linear(500, 10)\n", + "\n", + " # Dropout layers\n", + " self.dropout = nn.Dropout(0.25)\n", + "\n", + " def forward(self, x):\n", + " #Block1\n", + " x = F.relu(self.batch_norm1(self.conv1(x)))\n", + " x = F.relu(self.batch_norm2(self.conv2(x)))\n", + " x = self.pool(x)\n", + " #Block2\n", + " x = F.relu(self.batch_norm3(self.conv3(x)))\n", + " x = F.relu(self.batch_norm4(self.conv4(x)))\n", + " x = self.pool(x)\n", + " #Block3\n", + " x = F.relu(self.batch_norm5(self.conv5(x)))\n", + " x = F.relu(self.batch_norm6(self.conv6(x)))\n", + " x = self.pool(x)\n", + " #flatenning\n", + " x = x.view(-1, 128 * 4 * 4)\n", + " x = F.relu(self.dropout(self.fc1(x)))\n", + " #classification\n", + " x = self.fc2(x)\n", + "\n", + " return F.softmax(x, dim=1)\n", + "\n", + "#training initialisation\n", + "learning_rate = 0.001\n", + "num_epochs = 5\n", + "device = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\")\n", + "model = ImprovedCNN_2()\n", + "model = model.to(device)\n", + "criterion = nn.CrossEntropyLoss()\n", + "optimizer = torch.optim.Adam(model.parameters(), lr=learning_rate)\n", + "\n", + "criterion = nn.CrossEntropyLoss()\n", + "optimizer = torch.optim.SGD(model.parameters(), lr=learning_rate)\n", + "\n", + "n_total_steps = len(train_loader)\n", + "for epoch in range(num_epochs):\n", + " for i, (images, labels) in enumerate(train_loader):\n", + " images = images.to(device)\n", + " labels = labels.to(device)\n", + "\n", + " # Forward pass\n", + " outputs = model(images)\n", + " loss = criterion(outputs, labels)\n", + "\n", + " # Backward and optimize\n", + " optimizer.zero_grad()\n", + " loss.backward()\n", + " optimizer.step()\n", + "\n", + " if (i+1) % 2000 == 0:\n", + " print (f'Epoch [{epoch+1}/{num_epochs}], Step [{i+1}/{n_total_steps}], Loss: {loss.item():.4f}')\n", + "\n", + "print('Finished Training')\n", + "PATH = './cnn.pth'\n", + "torch.save(model.state_dict(), PATH)\n", + "\n", + "with torch.no_grad():\n", + " n_correct = 0\n", + " n_samples = 0\n", + " n_class_correct = [0 for i in range(10)]\n", + " n_class_samples = [0 for i in range(10)]\n", + " for images, labels in test_loader:\n", + " images = images.to(device)\n", + " labels = labels.to(device)\n", + " outputs = model(images)\n", + " # max returns (value ,index)\n", + " _, predicted = torch.max(outputs, 1)\n", + " n_samples += labels.size(0)\n", + " n_correct += (predicted == labels).sum().item()\n", + "\n", + " for i in range(batch_size):\n", + " label = labels[i]\n", + " pred = predicted[i]\n", + " if (label == pred):\n", + " n_class_correct[label] += 1\n", + " n_class_samples[label] += 1\n", + "\n", + " acc = 100.0 * n_correct / n_samples\n", + " print(f'Accuracy of the network: {acc} %')\n", + "\n", + " for i in range(10):\n", + " acc = 100.0 * n_class_correct[i] / n_class_samples[i]\n", + " print(f'Accuracy of {classes[i]}: {acc} %')\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 997 + }, + "id": "9r6wxc_26aJt", + "outputId": "c48aa050-5582-4256-aead-862db203bace" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Files already downloaded and verified\n", + "Files already downloaded and verified\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Epoch [1/5], Step [2000/12500], Loss: 2.3121\n", + "Epoch [1/5], Step [4000/12500], Loss: 2.2111\n", + "Epoch [1/5], Step [6000/12500], Loss: 2.0616\n", + "Epoch [1/5], Step [8000/12500], Loss: 2.1760\n", + "Epoch [1/5], Step [10000/12500], Loss: 2.1718\n", + "Epoch [1/5], Step [12000/12500], Loss: 2.2055\n", + "Epoch [2/5], Step [2000/12500], Loss: 2.2895\n", + "Epoch [2/5], Step [4000/12500], Loss: 1.9990\n", + "Epoch [2/5], Step [6000/12500], Loss: 2.1297\n", + "Epoch [2/5], Step [8000/12500], Loss: 1.8548\n", + "Epoch [2/5], Step [10000/12500], Loss: 1.9049\n", + "Epoch [2/5], Step [12000/12500], Loss: 1.6000\n", + "Epoch [3/5], Step [2000/12500], Loss: 1.9094\n", + "Epoch [3/5], Step [4000/12500], Loss: 2.0642\n", + "Epoch [3/5], Step [6000/12500], Loss: 1.6892\n", + "Epoch [3/5], Step [8000/12500], Loss: 1.8924\n", + "Epoch [3/5], Step [10000/12500], Loss: 1.7784\n", + "Epoch [3/5], Step [12000/12500], Loss: 1.7349\n", + "Epoch [4/5], Step [2000/12500], Loss: 1.9840\n", + "Epoch [4/5], Step [4000/12500], Loss: 2.2062\n", + "Epoch [4/5], Step [6000/12500], Loss: 1.6690\n", + "Epoch [4/5], Step [8000/12500], Loss: 1.8863\n", + "Epoch [4/5], Step [10000/12500], Loss: 1.9969\n", + "Epoch [4/5], Step [12000/12500], Loss: 1.6891\n", + "Epoch [5/5], Step [2000/12500], Loss: 2.0532\n", + "Epoch [5/5], Step [4000/12500], Loss: 2.0082\n", + "Epoch [5/5], Step [6000/12500], Loss: 1.4708\n", + "Epoch [5/5], Step [8000/12500], Loss: 1.9425\n", + "Epoch [5/5], Step [10000/12500], Loss: 1.9845\n", + "Epoch [5/5], Step [12000/12500], Loss: 1.7794\n", + "Finished Training\n", + "Accuracy of the network: 64.21 %\n", + "Accuracy of plane: 84.7 %\n", + "Accuracy of car: 80.9 %\n", + "Accuracy of bird: 37.4 %\n", + "Accuracy of cat: 39.3 %\n", + "Accuracy of deer: 54.9 %\n", + "Accuracy of dog: 42.2 %\n", + "Accuracy of frog: 72.7 %\n", + "Accuracy of horse: 71.9 %\n", + "Accuracy of ship: 76.3 %\n", + "Accuracy of truck: 81.8 %\n" + ] + } + ] + } + ], + "metadata": { + "accelerator": "GPU", + "colab": { + "gpuType": "T4", + "provenance": [], + "collapsed_sections": [ + "7TVr2t_ntPPD", + "hhuQyU7AYE6K", + "0nZwZukWXUDn", + "9h_3eZQRHV_P" + ], + "toc_visible": true, + "include_colab_link": true + }, + "kernelspec": { + "display_name": "Python 3", + "name": "python3" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} \ No newline at end of file diff --git a/week_0/ex_0_advanced/ex_0_advanced_runfile.py b/week_0/ex_0_advanced/ex_0_advanced_runfile.py index ca4c2ba..6808f35 100644 --- a/week_0/ex_0_advanced/ex_0_advanced_runfile.py +++ b/week_0/ex_0_advanced/ex_0_advanced_runfile.py @@ -1 +1,29 @@ -#YOUR CODE FOR EX_0 ADVANCED HERE \ No newline at end of file +while True: + sequence = str(input("enter your DNA sequence: ")) + sequence = sequence.upper() + valid = True + for i in sequence: + if i not in "ATGC": + print("please enter a valid DNA sequence (ATGC)") + valid = False + break + if valid: + break +sequence_length = int(len(sequence)) +nA = sequence.count("A") +nT = sequence.count("T") +nG = sequence.count("G") +nC = sequence.count("C") +GC_content = nG + nC +GC = ((GC_content)/sequence_length) +print("sequence length =" +str(sequence_length)) +print("number of A: " +str(nA)) +print("number of T: " +str(nT)) +print("number of G: " +str(nG)) +print("number of C: " +str(nC)) +print("number of GC= " +str(GC_content), end="") +print(" with a proportion of" + str(GC)) +if GC > 0.5: + print(" Your sequence is rich in GC") +else: + print(" Your sequence is poor in GC") \ No newline at end of file diff --git a/week_0/ex_0_beginner/ex_0_beginner_runfile.py b/week_0/ex_0_beginner/ex_0_beginner_runfile.py index b3db532..c7c556b 100644 --- a/week_0/ex_0_beginner/ex_0_beginner_runfile.py +++ b/week_0/ex_0_beginner/ex_0_beginner_runfile.py @@ -1,5 +1,6 @@ import this -print("\n"+"TYPE YOUR RESPONSE TO PROMPT 1 HERE") - -print("\n"+"TYPE YOUR RESPONSE TO PROMPT 2 HERE") \ No newline at end of file +print("1- Hi, my name is ilias SIMON, i'm a M2 student following the CARe graduate program.") +print("I wish to persue my career in biology with a phd and i found out how much developing", end="") +print(" and coding was important for several life-changing applications in this field.") +print("2- never i guess x)") \ No newline at end of file diff --git a/week_0/ex_0_beginner/ex_0_beginner_submit.txt b/week_0/ex_0_beginner/ex_0_beginner_submit.txt index b4d44a7..bc3eae5 100644 --- a/week_0/ex_0_beginner/ex_0_beginner_submit.txt +++ b/week_0/ex_0_beginner/ex_0_beginner_submit.txt @@ -1 +1,3 @@ -Copy and paste output of ex_0_beginner_runfile.py below: +1- Hi, my name is ilias SIMON, i'm a M2 student following the CARe graduate program. +I wish to persue my career in biology with a phd and i found out how much developing and coding was important for several life-changing applications in this field. +2- never i guess x) diff --git a/week_0/ex_0_intermediate/ex_0_intermediate_instructions.txt b/week_0/ex_0_intermediate/ex_0_intermediate_instructions.txt index 63f9808..a5a644b 100644 --- a/week_0/ex_0_intermediate/ex_0_intermediate_instructions.txt +++ b/week_0/ex_0_intermediate/ex_0_intermediate_instructions.txt @@ -6,4 +6,5 @@ Intermediate Homework Assignments (1.5 points): and final cell counts and the time elapsed. - Prompt the user to input the initial count, final count, and time. - Calculate and display the growth rate using the formula: Growth Rate = (ln(final count) - ln(initial count)) / time. -- Ensure that the program handles invalid input gracefully. \ No newline at end of file +- Ensure that the program handles invalid input gracefully. + diff --git a/week_0/ex_0_intermediate/ex_0_intermediate_runfile.py b/week_0/ex_0_intermediate/ex_0_intermediate_runfile.py index 919a326..43507fe 100644 --- a/week_0/ex_0_intermediate/ex_0_intermediate_runfile.py +++ b/week_0/ex_0_intermediate/ex_0_intermediate_runfile.py @@ -1 +1,19 @@ -#YOUR CODE FOR EX_0 INTERMEDIATE HERE \ No newline at end of file +print("this program will calculate the Microbial Growth Rate based on your parameters, follow the instructions.") +while True : + start= input("Enter the number of cells at the beginning: ") + end= input("Enter the number of cells at the end: ") + time= input("enter the time between start and end: ") + valid = True + lst = [start,end,time] + for i in lst: + if i.isdigit(): + valid= True + else: + valid= False + if valid: + break + else: + print("please enter a numerical value") +import math +Growth_rate= (math.log(int(end))-math.log(int(start)))/int(time) +print("This population of cells have a GR of " + str(Growth_rate)) diff --git a/week_1/ex_1_advanced/ex_1_advanced_runfile.py b/week_1/ex_1_advanced/ex_1_advanced_runfile.py index 7adfa29..30581e2 100644 --- a/week_1/ex_1_advanced/ex_1_advanced_runfile.py +++ b/week_1/ex_1_advanced/ex_1_advanced_runfile.py @@ -1 +1,16 @@ -#YOUR CODE FOR EX_1 ADVANCED HERE \ No newline at end of file +#YOUR CODE FOR EX_1 ADVANCED HERE +def str_sup(file_name, str_suppressed): + with open(file_name,'r', encoding='utf-8') as file: + content= file.read() + content= content.replace(str_suppressed,'') + with open(file_name,'w', encoding='utf-8') as file: + file.write(content) + return f"string {str_suppressed} was removed from {file_name}" + +file_name1= "references_1.txt" +file_name2= "references_2.txt" +str_space= " " +ref1= str_sup(file_name1, str_space) +ref2= str_sup(file_name2,str_space) +print(ref1) +print(ref2) diff --git a/week_1/ex_1_advanced/references_1.txt b/week_1/ex_1_advanced/references_1.txt index 41c3132..3ca8177 100644 --- a/week_1/ex_1_advanced/references_1.txt +++ b/week_1/ex_1_advanced/references_1.txt @@ -1,63 +1,63 @@ References -1. 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+60.MautheM,OrhonI,RocchiC,ZhouX,LuhrM,HijlkemaKJ,etal.Chloroquineinhibitsautophagicfluxbydecreasingautophagosome-lysosomefusion.Autophagy.2018Jul20;14(8):1435–55. \ No newline at end of file diff --git a/week_1/ex_1_beginner/ex_1_beginner_runfile.py b/week_1/ex_1_beginner/ex_1_beginner_runfile.py index f6ba564..09a2769 100644 --- a/week_1/ex_1_beginner/ex_1_beginner_runfile.py +++ b/week_1/ex_1_beginner/ex_1_beginner_runfile.py @@ -1 +1,9 @@ -#YOUR CODE FOR EX_1 BEGINNER HERE \ No newline at end of file +#YOUR CODE FOR EX_1 BEGINNER HERE +lst= [100,200,150,300,50] +average = 0 +for i in lst: + average += i +average = average/5 +min = min(lst) +max = max(lst) +print("average= "+ str(average) +" Min= "+ str(min)+ " Max= "+ str(max)) \ No newline at end of file diff --git a/week_1/ex_1_intermediate/ex_1_intermediate_runfile.py b/week_1/ex_1_intermediate/ex_1_intermediate_runfile.py index d297e5b..ed0ca97 100644 --- a/week_1/ex_1_intermediate/ex_1_intermediate_runfile.py +++ b/week_1/ex_1_intermediate/ex_1_intermediate_runfile.py @@ -1 +1,45 @@ -#YOUR CODE FOR EX_1 INTERMEDIATE HERE \ No newline at end of file +#YOUR CODE FOR EX_1 INTERMEDIATE HERE +#-Create a Python script that defines a dictionary where the keys represent different microbial species +samples= {'Bacteria': 20, + 'Archaea': 15, + 'Fungi': 10} +#-Implement a loop to calculate and print the total number of samples collected across all species. +samples_val= samples.values() +total_samples= 0 +for i in samples_val: + total_samples += i +print(total_samples) +#-Use a list comprehension to create a list of microbial species with sample counts greater than 15. +dict_15_minimum={} +for key,value in samples.items(): + if value >15: + dict_15_minimum.update({key:value}) +print(dict_15_minimum.items()) +#-Create a function that takes the species dictionary and a new species name as input. The function should add the new +#species to the dictionary with an initial count of 1 if the species is not already present. If the species is +#already in the dictionary, increase its count by 1. +def dictionary_addition(dict): + name= str(input('Enter the name of the species to add: ').lower().capitalize()) + if name in dict: + dict[name] += 1 + else: + dict[name] = 1 + return dict +#dictionary_addition(samples) +#print(samples.items()) + +#-Implement a while loop to continuously prompt the user for new species names to add to the dictionary until they +#choose to stop.it the Python runfile with comments explaining each step and the results of your calculations in the submit file. +def multiple_dictionary_addition(dict): + while True: + more= True + name= str(input('Enter the name of the species to add: ').lower().capitalize()) + if name in dict: + dict[name] += 1 + else: + dict[name] = 1 + x= input("Do you wish to add another sample Y/N: ").upper() + if x !="Y": + break +multiple_dictionary_addition(samples) +print(samples.items()) \ No newline at end of file