{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.10.13","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"},"kaggle":{"accelerator":"nvidiaTeslaT4","dataSources":[{"sourceId":3004,"databundleVersionId":861823,"sourceType":"competition"}],"dockerImageVersionId":30648,"isInternetEnabled":true,"language":"python","sourceType":"notebook","isGpuEnabled":true}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"code","source":"import numpy as np \nimport pandas as pd \nimport torch as torch\nimport torch.nn as nn\nimport torchvision.datasets\nfrom torch.utils.data import DataLoader, Dataset, TensorDataset\nimport matplotlib.pyplot as plt\nimport torchvision.transforms as T\nfrom tqdm import tqdm\nfrom sklearn.model_selection import train_test_split","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","execution":{"iopub.status.busy":"2024-02-22T12:16:08.175530Z","iopub.execute_input":"2024-02-22T12:16:08.176603Z","iopub.status.idle":"2024-02-22T12:16:16.190011Z","shell.execute_reply.started":"2024-02-22T12:16:08.176556Z","shell.execute_reply":"2024-02-22T12:16:16.188900Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# In this notebook I will show you how to work with torch, what is tensor and how to operate with it. Also we will make our first handmade model.","metadata":{}},{"cell_type":"markdown","source":"First of all, I hope you already know what is numpy and how it works, because torch is very similar tool. Let's start with basic information. In torch we will operate with tensors. What is tensor?\n\nTensors are a specialized data structure, in fact they are arrays and matrices. Tensors are very similar to arrays in numpy, so if you are good with numpy, then it will be very easy to figure out the PyTorch tensors. In PyTorch, we use tensors to encode the input and output data of the model, as well as the parameters of the model.Tensors are a specialized data structure, in fact they are arrays and matrices. Tensors are very similar to arrays in numpy, so if you are good with numpy, then it will be very easy to figure out the PyTorch tensors. In PyTorch, we use tensors to encode the input and output data of the model, as well as the parameters of the model.","metadata":{}},{"cell_type":"code","source":"np_array = np.array([1,2,3,4,5])\ntorch_tensor = torch.tensor([1,2,3,4,5])","metadata":{"execution":{"iopub.status.busy":"2024-02-22T12:16:16.192074Z","iopub.execute_input":"2024-02-22T12:16:16.192812Z","iopub.status.idle":"2024-02-22T12:16:16.209352Z","shell.execute_reply.started":"2024-02-22T12:16:16.192645Z","shell.execute_reply":"2024-02-22T12:16:16.207855Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"Let's look at them","metadata":{}},{"cell_type":"code","source":"np_array","metadata":{"execution":{"iopub.status.busy":"2024-02-22T12:16:16.211578Z","iopub.execute_input":"2024-02-22T12:16:16.212343Z","iopub.status.idle":"2024-02-22T12:16:16.221775Z","shell.execute_reply.started":"2024-02-22T12:16:16.212306Z","shell.execute_reply":"2024-02-22T12:16:16.220098Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"torch_tensor","metadata":{"execution":{"iopub.status.busy":"2024-02-22T12:16:16.224766Z","iopub.execute_input":"2024-02-22T12:16:16.225354Z","iopub.status.idle":"2024-02-22T12:16:16.251335Z","shell.execute_reply.started":"2024-02-22T12:16:16.225320Z","shell.execute_reply":"2024-02-22T12:16:16.249854Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"Okay, so they look the same. What is the point to use tensors? The answer is very simple. ![image.png](attachment:09f9cf58-15dc-4779-8f6e-91a9d505dab8.png)","metadata":{},"attachments":{"09f9cf58-15dc-4779-8f6e-91a9d505dab8.png":{"image/png":"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"}}},{"cell_type":"markdown","source":"Summarizing we can see that PyTorch tensors require all elements to be of the same basic numeric type, and they cannot be modified after creation. Unlike arrays, tensors must have a consistent shape and size. They can be processed on GPUs for faster parallel computations, especially with large datasets. PyTorch also offers automatic differentiation for calculating gradients. And that will be very usefull for us, because we will do a lot of calculations on big amount of data.","metadata":{}},{"cell_type":"markdown","source":"Basically most functions supported in Numpy are also supported by PyTorch. Let's test it","metadata":{}},{"cell_type":"code","source":"tens = torch.tensor([[1,2,3], [4,5,6], [7,8,9]])\ntens","metadata":{"execution":{"iopub.status.busy":"2024-02-22T12:16:16.252906Z","iopub.execute_input":"2024-02-22T12:16:16.253837Z","iopub.status.idle":"2024-02-22T12:16:16.262230Z","shell.execute_reply.started":"2024-02-22T12:16:16.253801Z","shell.execute_reply":"2024-02-22T12:16:16.261186Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"Operations are simple","metadata":{}},{"cell_type":"code","source":"tens += 1\ntens","metadata":{"execution":{"iopub.status.busy":"2024-02-22T12:16:16.263744Z","iopub.execute_input":"2024-02-22T12:16:16.264192Z","iopub.status.idle":"2024-02-22T12:16:16.279086Z","shell.execute_reply.started":"2024-02-22T12:16:16.264157Z","shell.execute_reply":"2024-02-22T12:16:16.278124Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"first_tensor = torch.rand(3, 4)\nsecond_tensor = torch.rand(4, 5)\nfirst_tensor","metadata":{"execution":{"iopub.status.busy":"2024-02-22T12:16:16.280404Z","iopub.execute_input":"2024-02-22T12:16:16.280674Z","iopub.status.idle":"2024-02-22T12:16:16.326150Z","shell.execute_reply.started":"2024-02-22T12:16:16.280650Z","shell.execute_reply":"2024-02-22T12:16:16.325321Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"second_tensor","metadata":{"execution":{"iopub.status.busy":"2024-02-22T12:16:16.327203Z","iopub.execute_input":"2024-02-22T12:16:16.327475Z","iopub.status.idle":"2024-02-22T12:16:16.334596Z","shell.execute_reply.started":"2024-02-22T12:16:16.327451Z","shell.execute_reply":"2024-02-22T12:16:16.333665Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"first_tensor @ second_tensor","metadata":{"execution":{"iopub.status.busy":"2024-02-22T12:16:16.335699Z","iopub.execute_input":"2024-02-22T12:16:16.336022Z","iopub.status.idle":"2024-02-22T12:16:16.379080Z","shell.execute_reply.started":"2024-02-22T12:16:16.335998Z","shell.execute_reply":"2024-02-22T12:16:16.378100Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"third_tensor = torch.rand(3, 4)\ntorch.sin(first_tensor / third_tensor)","metadata":{"execution":{"iopub.status.busy":"2024-02-22T12:16:16.383283Z","iopub.execute_input":"2024-02-22T12:16:16.383573Z","iopub.status.idle":"2024-02-22T12:16:16.396539Z","shell.execute_reply.started":"2024-02-22T12:16:16.383549Z","shell.execute_reply":"2024-02-22T12:16:16.395622Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"As you see, operations are the same. Now let's try to do some operations that require gradient.\n\n\nIn PyTorch, when creating a tensor, it is possible to specify whether the gradient should be calculated using it or not, using the require_grad parameter. When requires_grad=True, we inform the framework that we want to keep track of all the tensors that are obtained from the created one. In other words, any tensor that has this parameter specified will have access to a chain of operations and transformations performed with them. If these functions are differentiable, then the tensor has a parameter.grad, which stores the gradient value.","metadata":{}},{"cell_type":"code","source":"tensor_a = torch.tensor([4.], requires_grad = True)\ntensor_a.grad","metadata":{"execution":{"iopub.status.busy":"2024-02-22T12:16:16.397684Z","iopub.execute_input":"2024-02-22T12:16:16.398008Z","iopub.status.idle":"2024-02-22T12:16:16.402904Z","shell.execute_reply.started":"2024-02-22T12:16:16.397984Z","shell.execute_reply":"2024-02-22T12:16:16.401786Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"So there is nothing inside gradient calculations right now it is None. Okay, let's make some)","metadata":{}},{"cell_type":"code","source":"output = tensor_a ** 2\noutput","metadata":{"execution":{"iopub.status.busy":"2024-02-22T12:16:16.404527Z","iopub.execute_input":"2024-02-22T12:16:16.404933Z","iopub.status.idle":"2024-02-22T12:16:16.418390Z","shell.execute_reply.started":"2024-02-22T12:16:16.404907Z","shell.execute_reply":"2024-02-22T12:16:16.417638Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"As we can see there is some type of gradient function \"PowBackward0\". ","metadata":{}},{"cell_type":"code","source":"output.backward()\n\ntensor_a.grad","metadata":{"execution":{"iopub.status.busy":"2024-02-22T12:16:16.419407Z","iopub.execute_input":"2024-02-22T12:16:16.419662Z","iopub.status.idle":"2024-02-22T12:16:16.483630Z","shell.execute_reply.started":"2024-02-22T12:16:16.419639Z","shell.execute_reply":"2024-02-22T12:16:16.482695Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"And now we can see it!","metadata":{}},{"cell_type":"markdown","source":"Let's make some more complicated calculations.","metadata":{}},{"cell_type":"code","source":"tensor_x = torch.ones((2, 3), requires_grad = True)\ntensor_y = torch.randn(2, 3, 4, requires_grad = True)\n","metadata":{"execution":{"iopub.status.busy":"2024-02-22T12:16:16.484866Z","iopub.execute_input":"2024-02-22T12:16:16.485574Z","iopub.status.idle":"2024-02-22T12:16:16.492950Z","shell.execute_reply.started":"2024-02-22T12:16:16.485538Z","shell.execute_reply":"2024-02-22T12:16:16.492126Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"result = torch.exp(tensor_y.sum(dim=-1) + tensor_x.sinh()).sum()","metadata":{"execution":{"iopub.status.busy":"2024-02-22T12:16:16.494258Z","iopub.execute_input":"2024-02-22T12:16:16.495100Z","iopub.status.idle":"2024-02-22T12:16:16.501054Z","shell.execute_reply.started":"2024-02-22T12:16:16.495071Z","shell.execute_reply":"2024-02-22T12:16:16.500259Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"Note: We use .sum() because without it we will have problems, that grad can be implicitly created only for scalar outputs","metadata":{}},{"cell_type":"code","source":"result","metadata":{"execution":{"iopub.status.busy":"2024-02-22T12:16:16.502341Z","iopub.execute_input":"2024-02-22T12:16:16.503308Z","iopub.status.idle":"2024-02-22T12:16:16.510675Z","shell.execute_reply.started":"2024-02-22T12:16:16.503273Z","shell.execute_reply":"2024-02-22T12:16:16.509653Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"result.backward()","metadata":{"execution":{"iopub.status.busy":"2024-02-22T12:16:16.511879Z","iopub.execute_input":"2024-02-22T12:16:16.512194Z","iopub.status.idle":"2024-02-22T12:16:16.519833Z","shell.execute_reply.started":"2024-02-22T12:16:16.512169Z","shell.execute_reply":"2024-02-22T12:16:16.518962Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"tensor_x.grad, tensor_y.grad","metadata":{"execution":{"iopub.status.busy":"2024-02-22T12:16:16.520896Z","iopub.execute_input":"2024-02-22T12:16:16.521143Z","iopub.status.idle":"2024-02-22T12:16:16.528895Z","shell.execute_reply.started":"2024-02-22T12:16:16.521122Z","shell.execute_reply":"2024-02-22T12:16:16.527924Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"What will happen if we again call .backward?","metadata":{}},{"cell_type":"code","source":"result = torch.exp(tensor_y.sum(dim=-1) + tensor_x.sinh()).sum()\nresult.backward()\ntensor_x.grad, tensor_y.grad","metadata":{"execution":{"iopub.status.busy":"2024-02-22T12:16:16.530082Z","iopub.execute_input":"2024-02-22T12:16:16.530360Z","iopub.status.idle":"2024-02-22T12:16:16.539350Z","shell.execute_reply.started":"2024-02-22T12:16:16.530319Z","shell.execute_reply":"2024-02-22T12:16:16.538445Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"It will summarize it! But why?","metadata":{}},{"cell_type":"markdown","source":"When we want to do a gradient descent on a part of the sample (on a mini-batch). When we sample a part of the sample. We calculate the loss function on it and calculate the gradient on it. Let's imagine the case that we have a large model and a very large computational graph. We can only count simultaneous activations for a small number of elements. For example, only for one. Let's have a model that big. Due to the fact that gradients accumulate after several backward calls. We can actually count the gradient from a large batch, despite the fact that it does not fit into our memory. We'll just make a batch for a few portions that will fit into memory and then get a summed gradient over them. ","metadata":{}},{"cell_type":"markdown","source":"Let's see how we can convert anything to tensor. ","metadata":{}},{"cell_type":"code","source":"arr = np.array([1,2,3,4,5,6])\ntensor_from_numpy = torch.from_numpy(arr)\ntensor_from_numpy","metadata":{"execution":{"iopub.status.busy":"2024-02-22T12:16:16.540584Z","iopub.execute_input":"2024-02-22T12:16:16.541209Z","iopub.status.idle":"2024-02-22T12:16:16.548381Z","shell.execute_reply.started":"2024-02-22T12:16:16.541176Z","shell.execute_reply":"2024-02-22T12:16:16.547189Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"shape = (3, 4)\n\ntensor_rnd = torch.rand(shape)\ntensor_ones = torch.ones(shape)\ntensor_zer = torch.zeros(shape)\ntensor_empty = torch.empty(shape)\n\ntensor_rnd, tensor_ones, tensor_zer, tensor_empty","metadata":{"execution":{"iopub.status.busy":"2024-02-22T12:16:16.549645Z","iopub.execute_input":"2024-02-22T12:16:16.550044Z","iopub.status.idle":"2024-02-22T12:16:16.561072Z","shell.execute_reply.started":"2024-02-22T12:16:16.549997Z","shell.execute_reply":"2024-02-22T12:16:16.559953Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"Let's talk about dimensions of the tensors more. \nThe tensor has some size, some shape. The first thing you need to decide on is the dimension of the tensor - the number of axes it has.","metadata":{}},{"cell_type":"markdown","source":"First example is vector. If tensor got 1 dimension it is vector","metadata":{}},{"cell_type":"code","source":"shape = 5\ntensor_vector = torch.rand(shape)\ntensor_vector","metadata":{"execution":{"iopub.status.busy":"2024-02-22T12:16:16.562465Z","iopub.execute_input":"2024-02-22T12:16:16.562836Z","iopub.status.idle":"2024-02-22T12:16:16.570013Z","shell.execute_reply.started":"2024-02-22T12:16:16.562802Z","shell.execute_reply":"2024-02-22T12:16:16.569027Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"Second example is matrix. If tensor got 2 dimensions it is matrix","metadata":{}},{"cell_type":"code","source":"shape = (3, 4)\ntensor_matrix = torch.rand(shape)\ntensor_matrix","metadata":{"execution":{"iopub.status.busy":"2024-02-22T12:16:16.571326Z","iopub.execute_input":"2024-02-22T12:16:16.571679Z","iopub.status.idle":"2024-02-22T12:16:16.580674Z","shell.execute_reply.started":"2024-02-22T12:16:16.571647Z","shell.execute_reply":"2024-02-22T12:16:16.579764Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"Third example is tensor. If tensor got 3 and more dimensions it is just simple tensor","metadata":{}},{"cell_type":"code","source":"shape = (3, 3, 3)\ntensor = torch.rand(shape)\ntensor","metadata":{"execution":{"iopub.status.busy":"2024-02-22T12:16:16.581917Z","iopub.execute_input":"2024-02-22T12:16:16.582244Z","iopub.status.idle":"2024-02-22T12:16:16.590644Z","shell.execute_reply.started":"2024-02-22T12:16:16.582220Z","shell.execute_reply":"2024-02-22T12:16:16.589773Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Summary","metadata":{}},{"cell_type":"markdown","source":"**1** dimension - **vector**\n\n**2** dimensions - **matrix**\n\n**3+** dimensions - **tensor**\n\n![image.png](attachment:9840debb-7a28-4ae6-bcd3-c9fcbaed6130.png)","metadata":{},"attachments":{"9840debb-7a28-4ae6-bcd3-c9fcbaed6130.png":{"image/png":"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"}}},{"cell_type":"markdown","source":"If you need to check the size of the tensor just use .shape","metadata":{}},{"cell_type":"code","source":"tensor_matrix.shape","metadata":{"execution":{"iopub.status.busy":"2024-02-22T12:16:16.591985Z","iopub.execute_input":"2024-02-22T12:16:16.592635Z","iopub.status.idle":"2024-02-22T12:16:16.598787Z","shell.execute_reply.started":"2024-02-22T12:16:16.592600Z","shell.execute_reply":"2024-02-22T12:16:16.597772Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"Let's make a tensor that will simulate an image for us - let's make its size (h, w, l), where h and w are its height and width, and l is the number of channels in the color space (in black and white 1, in RGB 3)","metadata":{}},{"cell_type":"code","source":"l = 3\nh = 16\nw = 25\n\nshape = (l, h, w)\ntensor_image = torch.rand(shape)\ntensor_image\n","metadata":{"execution":{"iopub.status.busy":"2024-02-22T12:16:16.600171Z","iopub.execute_input":"2024-02-22T12:16:16.600536Z","iopub.status.idle":"2024-02-22T12:16:16.614023Z","shell.execute_reply.started":"2024-02-22T12:16:16.600504Z","shell.execute_reply":"2024-02-22T12:16:16.613196Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"tensor_image.shape","metadata":{"execution":{"iopub.status.busy":"2024-02-22T12:16:16.615102Z","iopub.execute_input":"2024-02-22T12:16:16.615435Z","iopub.status.idle":"2024-02-22T12:16:16.621619Z","shell.execute_reply.started":"2024-02-22T12:16:16.615403Z","shell.execute_reply":"2024-02-22T12:16:16.620647Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"We can change size of this tensor using, for example, make it as a vector","metadata":{}},{"cell_type":"code","source":"tensor_image.ravel()","metadata":{"execution":{"iopub.status.busy":"2024-02-22T12:16:16.627775Z","iopub.execute_input":"2024-02-22T12:16:16.628044Z","iopub.status.idle":"2024-02-22T12:16:16.636893Z","shell.execute_reply.started":"2024-02-22T12:16:16.628022Z","shell.execute_reply":"2024-02-22T12:16:16.635873Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"tensor_image.shape","metadata":{"execution":{"iopub.status.busy":"2024-02-22T12:16:16.638110Z","iopub.execute_input":"2024-02-22T12:16:16.638745Z","iopub.status.idle":"2024-02-22T12:16:16.644996Z","shell.execute_reply.started":"2024-02-22T12:16:16.638689Z","shell.execute_reply":"2024-02-22T12:16:16.643998Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"Also we can concatenate tensors","metadata":{}},{"cell_type":"code","source":"tensor = torch.rand(2,2)\ntensor","metadata":{"execution":{"iopub.status.busy":"2024-02-22T12:16:16.646076Z","iopub.execute_input":"2024-02-22T12:16:16.646419Z","iopub.status.idle":"2024-02-22T12:16:16.655910Z","shell.execute_reply.started":"2024-02-22T12:16:16.646383Z","shell.execute_reply":"2024-02-22T12:16:16.654906Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"If you want to concatenate tensor, you should check which dimensions you want to concatenate","metadata":{}},{"cell_type":"code","source":"tensor_concat = torch.cat((tensor, tensor), dim=0)\ntensor_concat","metadata":{"execution":{"iopub.status.busy":"2024-02-22T12:16:16.656985Z","iopub.execute_input":"2024-02-22T12:16:16.657263Z","iopub.status.idle":"2024-02-22T12:16:16.665035Z","shell.execute_reply.started":"2024-02-22T12:16:16.657239Z","shell.execute_reply":"2024-02-22T12:16:16.663420Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"tensor_concat.shape","metadata":{"execution":{"iopub.status.busy":"2024-02-22T12:16:16.666289Z","iopub.execute_input":"2024-02-22T12:16:16.666612Z","iopub.status.idle":"2024-02-22T12:16:16.672886Z","shell.execute_reply.started":"2024-02-22T12:16:16.666581Z","shell.execute_reply":"2024-02-22T12:16:16.671872Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"tensor_concat = torch.cat((tensor, tensor), dim=1)\ntensor_concat","metadata":{"execution":{"iopub.status.busy":"2024-02-22T12:16:16.674079Z","iopub.execute_input":"2024-02-22T12:16:16.674356Z","iopub.status.idle":"2024-02-22T12:16:16.683272Z","shell.execute_reply.started":"2024-02-22T12:16:16.674334Z","shell.execute_reply":"2024-02-22T12:16:16.682390Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"Now let's add an additional axis:","metadata":{}},{"cell_type":"code","source":"tensor_axis = torch.rand(3, 4)\ntensor_axis_1 = torch.unsqueeze(tensor_axis, dim = 1)\nprint(tensor_axis_1)\nprint(tensor_axis_1.shape)\nprint(\"--------------------------\")\n\ntensor_axis_2 = torch.unsqueeze(tensor_axis, dim = 2)\nprint(tensor_axis_2)\nprint(tensor_axis_2.shape)\n","metadata":{"execution":{"iopub.status.busy":"2024-02-22T12:16:16.684416Z","iopub.execute_input":"2024-02-22T12:16:16.684756Z","iopub.status.idle":"2024-02-22T12:16:16.695532Z","shell.execute_reply.started":"2024-02-22T12:16:16.684700Z","shell.execute_reply":"2024-02-22T12:16:16.694486Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"If you want to delete one axis use .squeeze","metadata":{}},{"cell_type":"code","source":"tensor_remove = torch.rand(3, 1, 3)\nprint(tensor_remove)\nprint(tensor_remove.shape)\n\nprint(\"--------------------------\")\n\ntensor_remove = torch.squeeze(tensor_remove, dim = 1)\nprint(tensor_remove)\nprint(tensor_remove.shape)","metadata":{"execution":{"iopub.status.busy":"2024-02-22T12:16:16.696476Z","iopub.execute_input":"2024-02-22T12:16:16.696821Z","iopub.status.idle":"2024-02-22T12:16:16.704585Z","shell.execute_reply.started":"2024-02-22T12:16:16.696797Z","shell.execute_reply":"2024-02-22T12:16:16.703602Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"Let's work with cuda. Also we see the difference in time. ","metadata":{}},{"cell_type":"code","source":"torch.cuda.is_available()","metadata":{"execution":{"iopub.status.busy":"2024-02-22T12:16:16.705888Z","iopub.execute_input":"2024-02-22T12:16:16.706481Z","iopub.status.idle":"2024-02-22T12:16:16.712680Z","shell.execute_reply.started":"2024-02-22T12:16:16.706445Z","shell.execute_reply":"2024-02-22T12:16:16.711769Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"device = torch.device('cuda:0' if torch.cuda.is_available() else 'cpu')\ndevice","metadata":{"execution":{"iopub.status.busy":"2024-02-22T12:16:16.713957Z","iopub.execute_input":"2024-02-22T12:16:16.714372Z","iopub.status.idle":"2024-02-22T12:16:16.722589Z","shell.execute_reply.started":"2024-02-22T12:16:16.714340Z","shell.execute_reply":"2024-02-22T12:16:16.721768Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"a = torch.randn(10000, 10000)\nnumpy_a = a.numpy()\n","metadata":{"execution":{"iopub.status.busy":"2024-02-22T12:16:16.723802Z","iopub.execute_input":"2024-02-22T12:16:16.724154Z","iopub.status.idle":"2024-02-22T12:16:17.811926Z","shell.execute_reply.started":"2024-02-22T12:16:16.724120Z","shell.execute_reply":"2024-02-22T12:16:17.811006Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"%%time\na.sum()\n","metadata":{"execution":{"iopub.status.busy":"2024-02-22T12:16:17.813206Z","iopub.execute_input":"2024-02-22T12:16:17.813504Z","iopub.status.idle":"2024-02-22T12:16:17.838438Z","shell.execute_reply.started":"2024-02-22T12:16:17.813478Z","shell.execute_reply":"2024-02-22T12:16:17.837534Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"%%time\nnumpy_a.sum()","metadata":{"execution":{"iopub.status.busy":"2024-02-22T12:16:17.839566Z","iopub.execute_input":"2024-02-22T12:16:17.839864Z","iopub.status.idle":"2024-02-22T12:16:17.884878Z","shell.execute_reply.started":"2024-02-22T12:16:17.839840Z","shell.execute_reply":"2024-02-22T12:16:17.883981Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"a = a.to(device)\n","metadata":{"execution":{"iopub.status.busy":"2024-02-22T12:16:17.886006Z","iopub.execute_input":"2024-02-22T12:16:17.886293Z","iopub.status.idle":"2024-02-22T12:16:18.154411Z","shell.execute_reply.started":"2024-02-22T12:16:17.886268Z","shell.execute_reply":"2024-02-22T12:16:18.153368Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"%%time\na.sum()","metadata":{"execution":{"iopub.status.busy":"2024-02-22T12:16:18.155639Z","iopub.execute_input":"2024-02-22T12:16:18.155972Z","iopub.status.idle":"2024-02-22T12:16:18.410752Z","shell.execute_reply.started":"2024-02-22T12:16:18.155945Z","shell.execute_reply":"2024-02-22T12:16:18.409748Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"So now we can see the difference)","metadata":{}},{"cell_type":"markdown","source":"# My first model","metadata":{}},{"cell_type":"markdown","source":"Let's create our first model for MNIST dataset.","metadata":{}},{"cell_type":"code","source":"test = pd.read_csv(\"/kaggle/input/digit-recognizer/test.csv\")\ntrain = pd.read_csv(\"/kaggle/input/digit-recognizer/train.csv\")\nsample_submission = pd.read_csv('/kaggle/input/digit-recognizer/sample_submission.csv')","metadata":{"execution":{"iopub.status.busy":"2024-02-22T12:16:18.412132Z","iopub.execute_input":"2024-02-22T12:16:18.412548Z","iopub.status.idle":"2024-02-22T12:16:24.452681Z","shell.execute_reply.started":"2024-02-22T12:16:18.412512Z","shell.execute_reply":"2024-02-22T12:16:24.451775Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train.head","metadata":{"execution":{"iopub.status.busy":"2024-02-22T12:16:24.454067Z","iopub.execute_input":"2024-02-22T12:16:24.454455Z","iopub.status.idle":"2024-02-22T12:16:24.476033Z","shell.execute_reply.started":"2024-02-22T12:16:24.454414Z","shell.execute_reply":"2024-02-22T12:16:24.475093Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"We want to divide images from labels, so we need to create a custom dataset for it. 785 rows = 28 x 28 and 1 label column. That's why we use reshape (28, 28, 1) here","metadata":{}},{"cell_type":"code","source":"class CustomDataset(Dataset):\n    def __init__(self, dataframe, transform = None):\n        self.dataframe = dataframe\n        self.transform = transform\n    def __len__(self):\n        return len(self.dataframe)\n    \n    def __getitem__(self, idx):\n        image = self.dataframe.iloc[idx, 1:].values.astype(np.uint8).reshape((28, 28, 1))\n        label = self.dataframe.iloc[idx, 0]\n        \n        if self.transform:\n            image = self.transform(image)\n        return image, label","metadata":{"execution":{"iopub.status.busy":"2024-02-22T12:16:24.477397Z","iopub.execute_input":"2024-02-22T12:16:24.478159Z","iopub.status.idle":"2024-02-22T12:16:24.485675Z","shell.execute_reply.started":"2024-02-22T12:16:24.478121Z","shell.execute_reply":"2024-02-22T12:16:24.484666Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"The PyTorch DataLoader class is a crucial tool for organizing, preprocessing, and serving data to deep learning models. Standardizing these processes is essential for code readability and maintainability.\n\nWith **PyTorch DataLoader**, you can:\n\n**Define datasets**: Specify where the data originates and how it should be accessed.\n\n**Batch data**: Determine the number of samples to process in each iteration, which is particularly useful for large datasets split into training and testing sets.\n\n**Shuffle data**: PyTorch can shuffle data as it's loaded into batches, enhancing dataset representativeness and preventing bias.\n\n**Support multiprocessing**: Utilize multiple processes simultaneously for better CPU and GPU utilization, thus speeding up training and testing.\n\n**Merge datasets**: Optionally combine multiple datasets, providing flexibility and convenience.\n\n**Load data onto CUDA tensors**: PyTorch supports loading data directly onto CUDA tensors, enabling GPU acceleration.","metadata":{}},{"cell_type":"markdown","source":"Also we want to transform everything to tensor, because we will use simple model, that will work with tensors, so we need to implement ToTensor.","metadata":{}},{"cell_type":"markdown","source":"In this task we use only some basic things","metadata":{}},{"cell_type":"code","source":"X_train, X_val = train_test_split(train, test_size = 0.2, random_state = 42)\n\ntransform  = T.Compose([T.ToTensor()])\n\nX_train = CustomDataset(X_train, transform = transform)\nX_val = CustomDataset(X_val, transform = transform)\n\ntrain_loader = DataLoader(X_train, batch_size = 64, shuffle = True, num_workers=2)\nval_loader = DataLoader(X_val, batch_size = 64, shuffle = False, num_workers=2)","metadata":{"execution":{"iopub.status.busy":"2024-02-22T12:16:24.487105Z","iopub.execute_input":"2024-02-22T12:16:24.487397Z","iopub.status.idle":"2024-02-22T12:16:24.704713Z","shell.execute_reply.started":"2024-02-22T12:16:24.487362Z","shell.execute_reply":"2024-02-22T12:16:24.703878Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"Here we work with **LeNet**\n![image.png](attachment:3b309095-883a-40fe-be8b-3134ae673c56.png)","metadata":{},"attachments":{"3b309095-883a-40fe-be8b-3134ae673c56.png":{"image/png":"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"}}},{"cell_type":"markdown","source":"Our model will not be like LeNet number in number, because input in LeNet is 32x32 but we have 28x28. We don't want to implement padding so we will just make something close to LeNet.","metadata":{}},{"cell_type":"markdown","source":"**Cond2d** - Applies a 2D convolution over an input\n* **Stride** - determines the step size for the cross-correlation operation, and it can be either a single number or a tuple.\n* **Padding** - parameter specifies the amount of padding applied to the input. It can be defined as a string, either 'valid' or 'same', or as an integer or tuple of integers indicating the amount of padding applied on both sides.\n* **Dilation** - controls the spacing between kernel points, which is also known as the à trous algorithm. It's a bit complex to explain but you can refer to this link for a helpful visualization of what dilation does.\n\n**AvgPool2d** - average pooling over an input ","metadata":{}},{"cell_type":"code","source":"class MyFirstModel(nn.Module):\n    def __init__(self, image_channels = 1):\n        super().__init__()\n        self.encoder = nn.Sequential(\n            nn.Conv2d(in_channels = image_channels, out_channels = 6, kernel_size = 1),  #shape 28x28\n            nn.Tanh(),\n            nn.AvgPool2d(2), #shape 14x14\n            nn.Conv2d(in_channels = 6, out_channels = 16, kernel_size = 5), #10x10\n            nn.Tanh(),\n            nn.AvgPool2d(2), # shape 5x5\n            nn.Conv2d(in_channels = 16, out_channels = 120, kernel_size = 5) #1x1\n        )\n        \n        self.head = nn.Sequential(\n            nn.Linear(in_features = 120, out_features = 84),\n            nn.Tanh(),\n            nn.Linear(in_features = 84, out_features = 10)\n        )\n        \n        \n    def forward(self, x):\n        out = self.encoder(x) #shape B x 120 x 1 x 1\n        out = out.squeeze(-1).squeeze(-1) #B x 120\n        out = self.head(out)\n        return out","metadata":{"execution":{"iopub.status.busy":"2024-02-22T12:16:24.705793Z","iopub.execute_input":"2024-02-22T12:16:24.706106Z","iopub.status.idle":"2024-02-22T12:16:24.714446Z","shell.execute_reply.started":"2024-02-22T12:16:24.706081Z","shell.execute_reply":"2024-02-22T12:16:24.713461Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"There are a lot of different optimizers. But most of the time for 90% of any problems you will use SGD or Adam (or maybe AdamW)","metadata":{}},{"cell_type":"markdown","source":"If you want more information you can check documentation. Basically there is Adam algorithm and it is often used in most of problems. SGD implements stochastic gradient descent with or without momentum. Usually it is good idea to test different optimizers","metadata":{}},{"cell_type":"code","source":"model = MyFirstModel().to(device)\noptimizer = torch.optim.Adam(model.parameters(), lr=0.05)\noptimizer\n","metadata":{"execution":{"iopub.status.busy":"2024-02-22T12:16:24.715822Z","iopub.execute_input":"2024-02-22T12:16:24.716390Z","iopub.status.idle":"2024-02-22T12:16:24.734589Z","shell.execute_reply.started":"2024-02-22T12:16:24.716363Z","shell.execute_reply":"2024-02-22T12:16:24.733690Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"optimizer = torch.optim.SGD(model.parameters(), lr=0.05)\noptimizer","metadata":{"execution":{"iopub.status.busy":"2024-02-22T12:16:24.735858Z","iopub.execute_input":"2024-02-22T12:16:24.736630Z","iopub.status.idle":"2024-02-22T12:16:24.743633Z","shell.execute_reply.started":"2024-02-22T12:16:24.736594Z","shell.execute_reply":"2024-02-22T12:16:24.742616Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"As with optimizers, amount of loss functions is quite big, but it always depends on the problem you are solving. ","metadata":{}},{"cell_type":"code","source":"criterion = nn.CrossEntropyLoss()","metadata":{"execution":{"iopub.status.busy":"2024-02-22T12:16:24.745152Z","iopub.execute_input":"2024-02-22T12:16:24.745894Z","iopub.status.idle":"2024-02-22T12:16:24.750859Z","shell.execute_reply.started":"2024-02-22T12:16:24.745867Z","shell.execute_reply":"2024-02-22T12:16:24.750146Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"The main body of learning depends on the problem, but if we are not talking about GANs, Diffusion or VAE models, usually it is quite the same. For this time, when we are studying and doing not complicated problems, it will be basic.\n","metadata":{}},{"cell_type":"markdown","source":"Small function to see how loss is going. You can put it inside function to check during training if you want.","metadata":{}},{"cell_type":"code","source":"def plot_stats(\n    train_loss: list[float],\n    valid_loss: list[float],\n):\n    plt.figure(figsize=(16, 8))\n\n    plt.title('Loss')\n\n    plt.plot(train_loss, label='Train loss')\n    plt.plot(valid_loss, label='Valid loss')\n    plt.legend()\n\n    plt.show()","metadata":{"execution":{"iopub.status.busy":"2024-02-22T12:16:24.752253Z","iopub.execute_input":"2024-02-22T12:16:24.752904Z","iopub.status.idle":"2024-02-22T12:16:24.759901Z","shell.execute_reply.started":"2024-02-22T12:16:24.752866Z","shell.execute_reply":"2024-02-22T12:16:24.758832Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"The main body of training. ","metadata":{}},{"cell_type":"code","source":"def train(model, epoch, optimizer, criterion, train_loader, val_loader):\n    loss_train = []\n    loss_val = []\n    for i in range(epoch+1):\n        current_loss_train = 0.0\n        \n        for k, data in tqdm(enumerate(train_loader, 0)):\n            images, labels = data\n            images = images.to(device)\n            labels = labels.to(device)\n            optimizer.zero_grad()\n            logits = model(images) #logits = predictions\n            loss = criterion(logits, labels)\n            loss.backward()\n            optimizer.step()\n            current_loss_train += loss.item()\n            \n        loss_train.append(current_loss_train / len(train_loader))\n            \n            \n        current_loss_val = 0.0\n\n        for j, data in tqdm(enumerate(val_loader, 0)):\n            with torch.no_grad():\n                images, labels = data\n                images = images.to(device)\n                labels = labels.to(device)\n                logits = model(images)\n                loss = criterion(logits, labels)\n                current_loss_val += loss.item()\n        loss_val.append(current_loss_val / len(val_loader))\n        print('Current training loss', current_loss_train / len(train_loader),'Current test loss', current_loss_val / len(val_loader),  'EPOCH = ', i)\n    return loss_train, loss_val\n\n        \n\nloss_train, loss_val = train(model, 40, optimizer, criterion, train_loader, val_loader)\nplot_stats(loss_train, loss_val)","metadata":{"execution":{"iopub.status.busy":"2024-02-22T12:16:24.761190Z","iopub.execute_input":"2024-02-22T12:16:24.761541Z","iopub.status.idle":"2024-02-22T12:21:31.273763Z","shell.execute_reply.started":"2024-02-22T12:16:24.761506Z","shell.execute_reply":"2024-02-22T12:21:31.272664Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"Now let's make our final prediction and see the results!","metadata":{}},{"cell_type":"code","source":"def test_function(model, test_loader, test_data, device):\n    model.eval()\n    predictions = []\n    with torch.no_grad():\n        for data in test_loader:\n            images = data[0].to(device)\n            logits = model(images)\n            number, logits = torch.max(logits.data, 1)\n            predictions.extend(logits.cpu().numpy())\n    test_data['Label'] = predictions\n\nimages = test.values\nimages = torch.tensor(images, dtype=torch.float32)\nimages = images.view(-1, 1, 28, 28)\ntest_tensor = TensorDataset(images)\n\ntest_loader = DataLoader(test_tensor, batch_size = 64, shuffle = False, num_workers = 2)\ntest_function(model, test_loader, test, device)\nsample_submission['Label'] = test['Label']\nsample_submission.to_csv('submission.csv', index = False)\nprint(\"Your submission was successfully saved!\")\n\n","metadata":{"execution":{"iopub.status.busy":"2024-02-22T12:21:31.275708Z","iopub.execute_input":"2024-02-22T12:21:31.276506Z","iopub.status.idle":"2024-02-22T12:21:32.402680Z","shell.execute_reply.started":"2024-02-22T12:21:31.276458Z","shell.execute_reply":"2024-02-22T12:21:32.401405Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"**I hope I helped you a little bit to understand PyTorch and how to create your models. Thank you for viewing it!**","metadata":{}}]}