{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"fashion_mnist_example.ipynb","provenance":[],"collapsed_sections":[],"authorship_tag":"ABX9TyONj8AZ2667MzkpynrVsp8+"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"},"accelerator":"GPU","widgets":{"application/vnd.jupyter.widget-state+json":{"e80823fa12dc48aea2d49d77bfbba59c":{"model_module":"@jupyter-widgets/controls","model_name":"HBoxModel","state":{"_view_name":"HBoxView","_dom_classes":[],"_model_name":"HBoxModel","_view_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_view_count":null,"_view_module_version":"1.5.0","box_style":"","layout":"IPY_MODEL_4fa95496a5f14b58b75efd83feb51b96","_model_module":"@jupyter-widgets/controls","children":["IPY_MODEL_0adbd4fe638f4f309d9f176650eac855","IPY_MODEL_c54f195452464d8bafad5d2f8bd3f83d"]}},"4fa95496a5f14b58b75efd83feb51b96":{"model_module":"@jupyter-widgets/base","model_name":"LayoutModel","state":{"_view_name":"LayoutView","grid_template_rows":null,"right":null,"justify_content":null,"_view_module":"@jupyter-widgets/base","overflow":null,"_model_module_version":"1.2.0","_view_count":null,"flex_flow":null,"width":null,"min_width":null,"border":null,"align_items":null,"bottom":null,"_model_module":"@jupyter-widgets/base","top":null,"grid_column":null,"overflow_y":null,"overflow_x":null,"grid_auto_flow":null,"grid_area":null,"grid_template_columns":null,"flex":null,"_model_name":"LayoutModel","justify_items":null,"grid_row":null,"max_height":null,"align_content":null,"visibility":null,"align_self":null,"height":null,"min_height":null,"padding":null,"grid_auto_rows":null,"grid_gap":null,"max_width":null,"order":null,"_view_module_version":"1.2.0","grid_template_areas":null,"object_position":null,"object_fit":null,"grid_auto_columns":null,"margin":null,"display":null,"left":null}},"0adbd4fe638f4f309d9f176650eac855":{"model_module":"@jupyter-widgets/controls","model_name":"FloatProgressModel","state":{"_view_name":"ProgressView","style":"IPY_MODEL_5359dee9d04044ef9ae7d1f596ab75ba","_dom_classes":[],"description":"","_model_name":"FloatProgressModel","bar_style":"success","max":26421880,"_view_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","value":26421880,"_view_count":null,"_view_module_version":"1.5.0","orientation":"horizontal","min":0,"description_tooltip":null,"_model_module":"@jupyter-widgets/controls","layout":"IPY_MODEL_08ea153eaabe4ad8add709bbdc8692c1"}},"c54f195452464d8bafad5d2f8bd3f83d":{"model_module":"@jupyter-widgets/controls","model_name":"HTMLModel","state":{"_view_name":"HTMLView","style":"IPY_MODEL_ce7420009afb4336bed1a019e7885df5","_dom_classes":[],"description":"","_model_name":"HTMLModel","placeholder":"​","_view_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","value":" 26422272/? [00:05&lt;00:00, 4816780.10it/s]","_view_count":null,"_view_module_version":"1.5.0","description_tooltip":null,"_model_module":"@jupyter-widgets/controls","layout":"IPY_MODEL_48dfc02894e6430eb7358af27fd99cf1"}},"5359dee9d04044ef9ae7d1f596ab75ba":{"model_module":"@jupyter-widgets/controls","model_name":"ProgressStyleModel","state":{"_view_name":"StyleView","_model_name":"ProgressStyleModel","description_width":"initial","_view_module":"@jupyter-widgets/base","_model_module_version":"1.5.0","_view_count":null,"_view_module_version":"1.2.0","bar_color":null,"_model_module":"@jupyter-widgets/controls"}},"08ea153eaabe4ad8add709bbdc8692c1":{"model_module":"@jupyter-widgets/base","model_name":"LayoutModel","state":{"_view_name":"LayoutView","grid_template_rows":null,"right":null,"justify_content":null,"_view_module":"@jupyter-widgets/base","overflow":null,"_model_module_version":"1.2.0","_view_count":null,"flex_flow":null,"width":null,"min_width":null,"border":null,"align_items":null,"bottom":null,"_model_module":"@jupyter-widgets/base","top":null,"grid_column":null,"overflow_y":null,"overflow_x":null,"grid_auto_flow":null,"grid_area":null,"grid_template_columns":null,"flex":null,"_model_name":"LayoutModel","justify_items":null,"grid_row":null,"max_height":null,"align_content":null,"visibility":null,"align_self":null,"height":null,"min_height":null,"padding":null,"grid_auto_rows":null,"grid_gap":null,"max_width":null,"order":null,"_view_module_version":"1.2.0","grid_template_areas":null,"object_position":null,"object_fit":null,"grid_auto_columns":null,"margin":null,"display":null,"left":null}},"ce7420009afb4336bed1a019e7885df5":{"model_module":"@jupyter-widgets/controls","model_name":"DescriptionStyleModel","state":{"_view_name":"StyleView","_model_name":"DescriptionStyleModel","description_width":"","_view_module":"@jupyter-widgets/base","_model_module_version":"1.5.0","_view_count":null,"_view_module_version":"1.2.0","_model_module":"@jupyter-widgets/controls"}},"48dfc02894e6430eb7358af27fd99cf1":{"model_module":"@jupyter-widgets/base","model_name":"LayoutModel","state":{"_view_name":"LayoutView","grid_template_rows":null,"right":null,"justify_content":null,"_view_module":"@jupyter-widgets/base","overflow":null,"_model_module_version":"1.2.0","_view_count":null,"flex_flow":null,"width":null,"min_width":null,"border":null,"align_items":null,"bottom":null,"_model_module":"@jupyter-widgets/base","top":null,"grid_column":null,"overflow_y":null,"overflow_x":null,"grid_auto_flow":null,"grid_area":null,"grid_template_columns":null,"flex":null,"_model_name":"LayoutModel","justify_items":null,"grid_row":null,"max_height":null,"align_content":null,"visibility":null,"align_self":null,"height":null,"min_height":null,"padding":null,"grid_auto_rows":null,"grid_gap":null,"max_width":null,"order":null,"_view_module_version":"1.2.0","grid_template_areas":null,"object_position":null,"object_fit":null,"grid_auto_columns":null,"margin":null,"display":null,"left":null}},"f2e3dfb3d38345468113a09d95c721c9":{"model_module":"@jupyter-widgets/controls","model_name":"HBoxModel","state":{"_view_name":"HBoxView","_dom_classes":[],"_model_name":"HBoxModel","_view_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_view_count":null,"_view_module_version":"1.5.0","box_style":"","layout":"IPY_MODEL_3c3a953f74d04b97ac5b641a5618b5c9","_model_module":"@jupyter-widgets/controls","children":["IPY_MODEL_4dad58d9e66544c9a08bace73014e878","IPY_MODEL_ba22727c211945f985adf3a3682c9ad7"]}},"3c3a953f74d04b97ac5b641a5618b5c9":{"model_module":"@jupyter-widgets/base","model_name":"LayoutModel","state":{"_view_name":"LayoutView","grid_template_rows":null,"right":null,"justify_content":null,"_view_module":"@jupyter-widgets/base","overflow":null,"_model_module_version":"1.2.0","_view_count":null,"flex_flow":null,"width":null,"min_width":null,"border":null,"align_items":null,"bottom":null,"_model_module":"@jupyter-widgets/base","top":null,"grid_column":null,"overflow_y":null,"overflow_x":null,"grid_auto_flow":null,"grid_area":null,"grid_template_columns":null,"flex":null,"_model_name":"LayoutModel","justify_items":null,"grid_row":null,"max_height":null,"align_content":null,"visibility":null,"align_self":null,"height":null,"min_height":null,"padding":null,"grid_auto_rows":null,"grid_gap":null,"max_width":null,"order":null,"_view_module_version":"1.2.0","grid_template_areas":null,"object_position":null,"object_fit":null,"grid_auto_columns":null,"margin":null,"display":null,"left":null}},"4dad58d9e66544c9a08bace73014e878":{"model_module":"@jupyter-widgets/controls","model_name":"FloatProgressModel","state":{"_view_name":"ProgressView","style":"IPY_MODEL_80131038de6442ce9bc5e724b680a7ae","_dom_classes":[],"description":"","_model_name":"FloatProgressModel","bar_style":"success","max":29515,"_view_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","value":29515,"_view_count":null,"_view_module_version":"1.5.0","orientation":"horizontal","min":0,"description_tooltip":null,"_model_module":"@jupyter-widgets/controls","layout":"IPY_MODEL_80ac8b6fd1a2432ea240023504abc2bd"}},"ba22727c211945f985adf3a3682c9ad7":{"model_module":"@jupyter-widgets/controls","model_name":"HTMLModel","state":{"_view_name":"HTMLView","style":"IPY_MODEL_c7a542f9edfa4358a81f485b5cd95317","_dom_classes":[],"description":"","_model_name":"HTMLModel","placeholder":"​","_view_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","value":" 29696/? [00:00&lt;00:00, 70622.69it/s]","_view_count":null,"_view_module_version":"1.5.0","description_tooltip":null,"_model_module":"@jupyter-widgets/controls","layout":"IPY_MODEL_1938a24619264cf4958bf6f67dd1209e"}},"80131038de6442ce9bc5e724b680a7ae":{"model_module":"@jupyter-widgets/controls","model_name":"ProgressStyleModel","state":{"_view_name":"StyleView","_model_name":"ProgressStyleModel","description_width":"initial","_view_module":"@jupyter-widgets/base","_model_module_version":"1.5.0","_view_count":null,"_view_module_version":"1.2.0","bar_color":null,"_model_module":"@jupyter-widgets/controls"}},"80ac8b6fd1a2432ea240023504abc2bd":{"model_module":"@jupyter-widgets/base","model_name":"LayoutModel","state":{"_view_name":"LayoutView","grid_template_rows":null,"right":null,"justify_content":null,"_view_module":"@jupyter-widgets/base","overflow":null,"_model_module_version":"1.2.0","_view_count":null,"flex_flow":null,"width":null,"min_width":null,"border":null,"align_items":null,"bottom":null,"_model_module":"@jupyter-widgets/base","top":null,"grid_column":null,"overflow_y":null,"overflow_x":null,"grid_auto_flow":null,"grid_area":null,"grid_template_columns":null,"flex":null,"_model_name":"LayoutModel","justify_items":null,"grid_row":null,"max_height":null,"align_content":null,"visibility":null,"align_self":null,"height":null,"min_height":null,"padding":null,"grid_auto_rows":null,"grid_gap":null,"max_width":null,"order":null,"_view_module_version":"1.2.0","grid_template_areas":null,"object_position":null,"object_fit":null,"grid_auto_columns":null,"margin":null,"display":null,"left":null}},"c7a542f9edfa4358a81f485b5cd95317":{"model_module":"@jupyter-widgets/controls","model_name":"DescriptionStyleModel","state":{"_view_name":"StyleView","_model_name":"DescriptionStyleModel","description_width":"","_view_module":"@jupyter-widgets/base","_model_module_version":"1.5.0","_view_count":null,"_view_module_version":"1.2.0","_model_module":"@jupyter-widgets/controls"}},"1938a24619264cf4958bf6f67dd1209e":{"model_module":"@jupyter-widgets/base","model_name":"LayoutModel","state":{"_view_name":"LayoutView","grid_template_rows":null,"right":null,"justify_content":null,"_view_module":"@jupyter-widgets/base","overflow":null,"_model_module_version":"1.2.0","_view_count":null,"flex_flow":null,"width":null,"min_width":null,"border":null,"align_items":null,"bottom":null,"_model_module":"@jupyter-widgets/base","top":null,"grid_column":null,"overflow_y":null,"overflow_x":null,"grid_auto_flow":null,"grid_area":null,"grid_template_columns":null,"flex":null,"_model_name":"LayoutModel","justify_items":null,"grid_row":null,"max_height":null,"align_content":null,"visibility":null,"align_self":null,"height":null,"min_height":null,"padding":null,"grid_auto_rows":null,"grid_gap":null,"max_width":null,"order":null,"_view_module_version":"1.2.0","grid_template_areas":null,"object_position":null,"object_fit":null,"grid_auto_columns":null,"margin":null,"display":null,"left":null}},"c51fe1577dae43d28c7d0af5e8928b4a":{"model_module":"@jupyter-widgets/controls","model_name":"HBoxModel","state":{"_view_name":"HBoxView","_dom_classes":[],"_model_name":"HBoxModel","_view_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_view_count":null,"_view_module_version":"1.5.0","box_style":"","layout":"IPY_MODEL_d0e1d22e17504d6f91d313ed8d3115ef","_model_module":"@jupyter-widgets/controls","children":["IPY_MODEL_a47488da9abb418d8c5d4360d6bcd87e","IPY_MODEL_54998fdc8f09455f9da9cc73be3e1014"]}},"d0e1d22e17504d6f91d313ed8d3115ef":{"model_module":"@jupyter-widgets/base","model_name":"LayoutModel","state":{"_view_name":"LayoutView","grid_template_rows":null,"right":null,"justify_content":null,"_view_module":"@jupyter-widgets/base","overflow":null,"_model_module_version":"1.2.0","_view_count":null,"flex_flow":null,"width":null,"min_width":null,"border":null,"align_items":null,"bottom":null,"_model_module":"@jupyter-widgets/base","top":null,"grid_column":null,"overflow_y":null,"overflow_x":null,"grid_auto_flow":null,"grid_area":null,"grid_template_columns":null,"flex":null,"_model_name":"LayoutModel","justify_items":null,"grid_row":null,"max_height":null,"align_content":null,"visibility":null,"align_self":null,"height":null,"min_height":null,"padding":null,"grid_auto_rows":null,"grid_gap":null,"max_width":null,"order":null,"_view_module_version":"1.2.0","grid_template_areas":null,"object_position":null,"object_fit":null,"grid_auto_columns":null,"margin":null,"display":null,"left":null}},"a47488da9abb418d8c5d4360d6bcd87e":{"model_module":"@jupyter-widgets/controls","model_name":"FloatProgressModel","state":{"_view_name":"ProgressView","style":"IPY_MODEL_3d09655fadcc4a7ca2e2ddbbac0dc67e","_dom_classes":[],"description":"","_model_name":"FloatProgressModel","bar_style":"success","max":4422102,"_view_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","value":4422102,"_view_count":null,"_view_module_version":"1.5.0","orientation":"horizontal","min":0,"description_tooltip":null,"_model_module":"@jupyter-widgets/controls","layout":"IPY_MODEL_6d189d29473b4562bfecaf631f2c8135"}},"54998fdc8f09455f9da9cc73be3e1014":{"model_module":"@jupyter-widgets/controls","model_name":"HTMLModel","state":{"_view_name":"HTMLView","style":"IPY_MODEL_2a5af61534224dd28d8b315fcfe59a5a","_dom_classes":[],"description":"","_model_name":"HTMLModel","placeholder":"​","_view_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","value":" 4422656/? [00:01&lt;00:00, 2289920.80it/s]","_view_count":null,"_view_module_version":"1.5.0","description_tooltip":null,"_model_module":"@jupyter-widgets/controls","layout":"IPY_MODEL_292f32e5c87b4bbc9ada45d2edea91e0"}},"3d09655fadcc4a7ca2e2ddbbac0dc67e":{"model_module":"@jupyter-widgets/controls","model_name":"ProgressStyleModel","state":{"_view_name":"StyleView","_model_name":"ProgressStyleModel","description_width":"initial","_view_module":"@jupyter-widgets/base","_model_module_version":"1.5.0","_view_count":null,"_view_module_version":"1.2.0","bar_color":null,"_model_module":"@jupyter-widgets/controls"}},"6d189d29473b4562bfecaf631f2c8135":{"model_module":"@jupyter-widgets/base","model_name":"LayoutModel","state":{"_view_name":"LayoutView","grid_template_rows":null,"right":null,"justify_content":null,"_view_module":"@jupyter-widgets/base","overflow":null,"_model_module_version":"1.2.0","_view_count":null,"flex_flow":null,"width":null,"min_width":null,"border":null,"align_items":null,"bottom":null,"_model_module":"@jupyter-widgets/base","top":null,"grid_column":null,"overflow_y":null,"overflow_x":null,"grid_auto_flow":null,"grid_area":null,"grid_template_columns":null,"flex":null,"_model_name":"LayoutModel","justify_items":null,"grid_row":null,"max_height":null,"align_content":null,"visibility":null,"align_self":null,"height":null,"min_height":null,"padding":null,"grid_auto_rows":null,"grid_gap":null,"max_width":null,"order":null,"_view_module_version":"1.2.0","grid_template_areas":null,"object_position":null,"object_fit":null,"grid_auto_columns":null,"margin":null,"display":null,"left":null}},"2a5af61534224dd28d8b315fcfe59a5a":{"model_module":"@jupyter-widgets/controls","model_name":"DescriptionStyleModel","state":{"_view_name":"StyleView","_model_name":"DescriptionStyleModel","description_width":"","_view_module":"@jupyter-widgets/base","_model_module_version":"1.5.0","_view_count":null,"_view_module_version":"1.2.0","_model_module":"@jupyter-widgets/controls"}},"292f32e5c87b4bbc9ada45d2edea91e0":{"model_module":"@jupyter-widgets/base","model_name":"LayoutModel","state":{"_view_name":"LayoutView","grid_template_rows":null,"right":null,"justify_content":null,"_view_module":"@jupyter-widgets/base","overflow":null,"_model_module_version":"1.2.0","_view_count":null,"flex_flow":null,"width":null,"min_width":null,"border":null,"align_items":null,"bottom":null,"_model_module":"@jupyter-widgets/base","top":null,"grid_column":null,"overflow_y":null,"overflow_x":null,"grid_auto_flow":null,"grid_area":null,"grid_template_columns":null,"flex":null,"_model_name":"LayoutModel","justify_items":null,"grid_row":null,"max_height":null,"align_content":null,"visibility":null,"align_self":null,"height":null,"min_height":null,"padding":null,"grid_auto_rows":null,"grid_gap":null,"max_width":null,"order":null,"_view_module_version":"1.2.0","grid_template_areas":null,"object_position":null,"object_fit":null,"grid_auto_columns":null,"margin":null,"display":null,"left":null}},"6da1945b6831414893c6e69904d8e87b":{"model_module":"@jupyter-widgets/controls","model_name":"HBoxModel","state":{"_view_name":"HBoxView","_dom_classes":[],"_model_name":"HBoxModel","_view_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_view_count":null,"_view_module_version":"1.5.0","box_style":"","layout":"IPY_MODEL_91bf468126d043a39135ff374274cfb7","_model_module":"@jupyter-widgets/controls","children":["IPY_MODEL_5a7d3204bcf14f48a7d4fc1c4454145f","IPY_MODEL_ef4ba030f502438099754b770647fd90"]}},"91bf468126d043a39135ff374274cfb7":{"model_module":"@jupyter-widgets/base","model_name":"LayoutModel","state":{"_view_name":"LayoutView","grid_template_rows":null,"right":null,"justify_content":null,"_view_module":"@jupyter-widgets/base","overflow":null,"_model_module_version":"1.2.0","_view_count":null,"flex_flow":null,"width":null,"min_width":null,"border":null,"align_items":null,"bottom":null,"_model_module":"@jupyter-widgets/base","top":null,"grid_column":null,"overflow_y":null,"overflow_x":null,"grid_auto_flow":null,"grid_area":null,"grid_template_columns":null,"flex":null,"_model_name":"LayoutModel","justify_items":null,"grid_row":null,"max_height":null,"align_content":null,"visibility":null,"align_self":null,"height":null,"min_height":null,"padding":null,"grid_auto_rows":null,"grid_gap":null,"max_width":null,"order":null,"_view_module_version":"1.2.0","grid_template_areas":null,"object_position":null,"object_fit":null,"grid_auto_columns":null,"margin":null,"display":null,"left":null}},"5a7d3204bcf14f48a7d4fc1c4454145f":{"model_module":"@jupyter-widgets/controls","model_name":"FloatProgressModel","state":{"_view_name":"ProgressView","style":"IPY_MODEL_5de0d91df8cd4919a2d109ea26716e1b","_dom_classes":[],"description":"","_model_name":"FloatProgressModel","bar_style":"success","max":5148,"_view_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","value":5148,"_view_count":null,"_view_module_version":"1.5.0","orientation":"horizontal","min":0,"description_tooltip":null,"_model_module":"@jupyter-widgets/controls","layout":"IPY_MODEL_6c29f184c1d244c089b80a55b5b7e56a"}},"ef4ba030f502438099754b770647fd90":{"model_module":"@jupyter-widgets/controls","model_name":"HTMLModel","state":{"_view_name":"HTMLView","style":"IPY_MODEL_89b45bb879b74021a141cf900da4700f","_dom_classes":[],"description":"","_model_name":"HTMLModel","placeholder":"​","_view_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","value":" 6144/? [00:00&lt;00:00, 13981.28it/s]","_view_count":null,"_view_module_version":"1.5.0","description_tooltip":null,"_model_module":"@jupyter-widgets/controls","layout":"IPY_MODEL_5258937ce66346c78ff4704f12e88ee1"}},"5de0d91df8cd4919a2d109ea26716e1b":{"model_module":"@jupyter-widgets/controls","model_name":"ProgressStyleModel","state":{"_view_name":"StyleView","_model_name":"ProgressStyleModel","description_width":"initial","_view_module":"@jupyter-widgets/base","_model_module_version":"1.5.0","_view_count":null,"_view_module_version":"1.2.0","bar_color":null,"_model_module":"@jupyter-widgets/controls"}},"6c29f184c1d244c089b80a55b5b7e56a":{"model_module":"@jupyter-widgets/base","model_name":"LayoutModel","state":{"_view_name":"LayoutView","grid_template_rows":null,"right":null,"justify_content":null,"_view_module":"@jupyter-widgets/base","overflow":null,"_model_module_version":"1.2.0","_view_count":null,"flex_flow":null,"width":null,"min_width":null,"border":null,"align_items":null,"bottom":null,"_model_module":"@jupyter-widgets/base","top":null,"grid_column":null,"overflow_y":null,"overflow_x":null,"grid_auto_flow":null,"grid_area":null,"grid_template_columns":null,"flex":null,"_model_name":"LayoutModel","justify_items":null,"grid_row":null,"max_height":null,"align_content":null,"visibility":null,"align_self":null,"height":null,"min_height":null,"padding":null,"grid_auto_rows":null,"grid_gap":null,"max_width":null,"order":null,"_view_module_version":"1.2.0","grid_template_areas":null,"object_position":null,"object_fit":null,"grid_auto_columns":null,"margin":null,"display":null,"left":null}},"89b45bb879b74021a141cf900da4700f":{"model_module":"@jupyter-widgets/controls","model_name":"DescriptionStyleModel","state":{"_view_name":"StyleView","_model_name":"DescriptionStyleModel","description_width":"","_view_module":"@jupyter-widgets/base","_model_module_version":"1.5.0","_view_count":null,"_view_module_version":"1.2.0","_model_module":"@jupyter-widgets/controls"}},"5258937ce66346c78ff4704f12e88ee1":{"model_module":"@jupyter-widgets/base","model_name":"LayoutModel","state":{"_view_name":"LayoutView","grid_template_rows":null,"right":null,"justify_content":null,"_view_module":"@jupyter-widgets/base","overflow":null,"_model_module_version":"1.2.0","_view_count":null,"flex_flow":null,"width":null,"min_width":null,"border":null,"align_items":null,"bottom":null,"_model_module":"@jupyter-widgets/base","top":null,"grid_column":null,"overflow_y":null,"overflow_x":null,"grid_auto_flow":null,"grid_area":null,"grid_template_columns":null,"flex":null,"_model_name":"LayoutModel","justify_items":null,"grid_row":null,"max_height":null,"align_content":null,"visibility":null,"align_self":null,"height":null,"min_height":null,"padding":null,"grid_auto_rows":null,"grid_gap":null,"max_width":null,"order":null,"_view_module_version":"1.2.0","grid_template_areas":null,"object_position":null,"object_fit":null,"grid_auto_columns":null,"margin":null,"display":null,"left":null}}}}},"cells":[{"cell_type":"markdown","metadata":{"id":"Pf_iXlsfmRH2"},"source":["# Fashion MNIST Classification\n","This notebook contains the supplementary examples from the \"Introduction to Pytorch\" tutorial in *CV4DL* course at WIS.\n","More specifically, this norebook contains an example for training and testing a neural network in pytorch, to solve the Fashion MNIST classification task.\n","\n","Most of the material is based on the [Official Basic Pytorch Tutorials](https://pytorch.org/tutorials/beginner/basics/intro.html). You are encouraged to read them to gain in depth understanding of the Pytorch framework.\n","\n","**NOTE:** We recommend training with GPU resources. \n","To get a GPU in Google Colab, please go to the top menu and to: **Runtime ➔ Change runtime type.** Then, select **GPU** as **Hardware accelerator**. \n","Otherwise, set the device in the configuration cell to CPU: `device = 'cpu'`.*italicized text*"]},{"cell_type":"code","metadata":{"id":"0LywZnps1v40","executionInfo":{"status":"ok","timestamp":1617796190951,"user_tz":-180,"elapsed":5043,"user":{"displayName":"shir amir","photoUrl":"","userId":"09890577217657951524"}}},"source":["# installations\n","!pip install livelossplot --quiet"],"execution_count":1,"outputs":[]},{"cell_type":"code","metadata":{"id":"FIH0-wDYo5qh","executionInfo":{"status":"ok","timestamp":1617796195013,"user_tz":-180,"elapsed":9101,"user":{"displayName":"shir amir","photoUrl":"","userId":"09890577217657951524"}}},"source":["# import calls\n","import torch\n","from torch import nn\n","from torch.utils.data import DataLoader\n","from torchvision import datasets\n","from torchvision.transforms import ToTensor\n","import matplotlib.pyplot as plt  # for dataset visualization\n","from livelossplot import PlotLosses  # for training visualization "],"execution_count":2,"outputs":[]},{"cell_type":"code","metadata":{"id":"t8o35IJkmOVc","executionInfo":{"status":"ok","timestamp":1617796195014,"user_tz":-180,"elapsed":9101,"user":{"displayName":"shir amir","photoUrl":"","userId":"09890577217657951524"}}},"source":["# configurations\n","LR = 1e-3  # learning rate\n","B_SQRT = 8\n","B = B_SQRT**2  # batch size\n","EPOCHS = 100  # num epochs\n","INPUT_SIZE = 28  # input size\n","\n","device = 'cuda' if torch.cuda.is_available() else 'cpu'"],"execution_count":3,"outputs":[]},{"cell_type":"code","metadata":{"id":"stEql9Rwl_Yr","colab":{"base_uri":"https://localhost:8080/","height":609,"referenced_widgets":["e80823fa12dc48aea2d49d77bfbba59c","4fa95496a5f14b58b75efd83feb51b96","0adbd4fe638f4f309d9f176650eac855","c54f195452464d8bafad5d2f8bd3f83d","5359dee9d04044ef9ae7d1f596ab75ba","08ea153eaabe4ad8add709bbdc8692c1","ce7420009afb4336bed1a019e7885df5","48dfc02894e6430eb7358af27fd99cf1","f2e3dfb3d38345468113a09d95c721c9","3c3a953f74d04b97ac5b641a5618b5c9","4dad58d9e66544c9a08bace73014e878","ba22727c211945f985adf3a3682c9ad7","80131038de6442ce9bc5e724b680a7ae","80ac8b6fd1a2432ea240023504abc2bd","c7a542f9edfa4358a81f485b5cd95317","1938a24619264cf4958bf6f67dd1209e","c51fe1577dae43d28c7d0af5e8928b4a","d0e1d22e17504d6f91d313ed8d3115ef","a47488da9abb418d8c5d4360d6bcd87e","54998fdc8f09455f9da9cc73be3e1014","3d09655fadcc4a7ca2e2ddbbac0dc67e","6d189d29473b4562bfecaf631f2c8135","2a5af61534224dd28d8b315fcfe59a5a","292f32e5c87b4bbc9ada45d2edea91e0","6da1945b6831414893c6e69904d8e87b","91bf468126d043a39135ff374274cfb7","5a7d3204bcf14f48a7d4fc1c4454145f","ef4ba030f502438099754b770647fd90","5de0d91df8cd4919a2d109ea26716e1b","6c29f184c1d244c089b80a55b5b7e56a","89b45bb879b74021a141cf900da4700f","5258937ce66346c78ff4704f12e88ee1"]},"executionInfo":{"status":"ok","timestamp":1617796200776,"user_tz":-180,"elapsed":14856,"user":{"displayName":"shir amir","photoUrl":"","userId":"09890577217657951524"}},"outputId":"06510453-2373-46f0-cb20-f5a6bd25d7ed"},"source":["# handling data\n","training_data = datasets.FashionMNIST(\n","  root=\"data\",\n","  train=True,\n","  download=True,\n","  transform=ToTensor()\n",")\n","\n","val_data = datasets.FashionMNIST(\n","  root=\"data\",\n","  train=False,\n","  download=True,\n","  transform=ToTensor()\n",")\n","\n","train_dataloader = DataLoader(training_data, batch_size=B)\n","val_dataloader = DataLoader(val_data, batch_size=B)"],"execution_count":4,"outputs":[{"output_type":"stream","text":["Downloading http://fashion-mnist.s3-website.eu-central-1.amazonaws.com/train-images-idx3-ubyte.gz\n","Downloading http://fashion-mnist.s3-website.eu-central-1.amazonaws.com/train-images-idx3-ubyte.gz to data/FashionMNIST/raw/train-images-idx3-ubyte.gz\n"],"name":"stdout"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"e80823fa12dc48aea2d49d77bfbba59c","version_minor":0,"version_major":2},"text/plain":["HBox(children=(FloatProgress(value=0.0, max=26421880.0), HTML(value='')))"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["\n","Extracting data/FashionMNIST/raw/train-images-idx3-ubyte.gz to data/FashionMNIST/raw\n","\n","Downloading http://fashion-mnist.s3-website.eu-central-1.amazonaws.com/train-labels-idx1-ubyte.gz\n","Downloading http://fashion-mnist.s3-website.eu-central-1.amazonaws.com/train-labels-idx1-ubyte.gz to data/FashionMNIST/raw/train-labels-idx1-ubyte.gz\n"],"name":"stdout"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"f2e3dfb3d38345468113a09d95c721c9","version_minor":0,"version_major":2},"text/plain":["HBox(children=(FloatProgress(value=0.0, max=29515.0), HTML(value='')))"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["\n","Extracting data/FashionMNIST/raw/train-labels-idx1-ubyte.gz to data/FashionMNIST/raw\n","\n","Downloading http://fashion-mnist.s3-website.eu-central-1.amazonaws.com/t10k-images-idx3-ubyte.gz\n","Downloading http://fashion-mnist.s3-website.eu-central-1.amazonaws.com/t10k-images-idx3-ubyte.gz to data/FashionMNIST/raw/t10k-images-idx3-ubyte.gz\n"],"name":"stdout"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"c51fe1577dae43d28c7d0af5e8928b4a","version_minor":0,"version_major":2},"text/plain":["HBox(children=(FloatProgress(value=0.0, max=4422102.0), HTML(value='')))"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["\n","Extracting data/FashionMNIST/raw/t10k-images-idx3-ubyte.gz to data/FashionMNIST/raw\n","\n","Downloading http://fashion-mnist.s3-website.eu-central-1.amazonaws.com/t10k-labels-idx1-ubyte.gz\n","Downloading http://fashion-mnist.s3-website.eu-central-1.amazonaws.com/t10k-labels-idx1-ubyte.gz to data/FashionMNIST/raw/t10k-labels-idx1-ubyte.gz\n"],"name":"stdout"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"6da1945b6831414893c6e69904d8e87b","version_minor":0,"version_major":2},"text/plain":["HBox(children=(FloatProgress(value=0.0, max=5148.0), HTML(value='')))"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["\n","Extracting data/FashionMNIST/raw/t10k-labels-idx1-ubyte.gz to data/FashionMNIST/raw\n","\n","Processing...\n","Done!\n"],"name":"stdout"},{"output_type":"stream","text":["/usr/local/lib/python3.7/dist-packages/torchvision/datasets/mnist.py:502: UserWarning: The given NumPy array is not writeable, and PyTorch does not support non-writeable tensors. This means you can write to the underlying (supposedly non-writeable) NumPy array using the tensor. You may want to copy the array to protect its data or make it writeable before converting it to a tensor. This type of warning will be suppressed for the rest of this program. (Triggered internally at  /pytorch/torch/csrc/utils/tensor_numpy.cpp:143.)\n","  return torch.from_numpy(parsed.astype(m[2], copy=False)).view(*s)\n"],"name":"stderr"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":585},"id":"IQHLs099o30I","executionInfo":{"status":"ok","timestamp":1617796210023,"user_tz":-180,"elapsed":24099,"user":{"displayName":"shir amir","photoUrl":"","userId":"09890577217657951524"}},"outputId":"b9e38d15-82eb-4405-a9e3-e0e37e89acf8"},"source":["# visualize data\n","labels_map = {\n","  0: \"T-Shirt\",\n","  1: \"Trouser\",\n","  2: \"Pullover\",\n","  3: \"Dress\",\n","  4: \"Coat\",\n","  5: \"Sandal\",\n","  6: \"Shirt\",\n","  7: \"Sneaker\",\n","  8: \"Bag\",\n","  9: \"Ankle Boot\",\n","}\n","\n","sample_batch = next(iter(train_dataloader)) # get first batch\n","images = sample_batch[0].numpy()\n","labels = sample_batch[1].numpy()\n","\n","figure = plt.figure(figsize=(B_SQRT, B_SQRT))\n","cols, rows = B_SQRT, B_SQRT\n","for i in range(cols * rows):\n","  img, label = images[i], labels[i]\n","  figure.add_subplot(rows, cols, i+1)\n","  plt.title(labels_map[label])\n","  plt.axis(\"off\")\n","  plt.imshow(img.squeeze(), cmap=\"gray\")\n","  plt.tight_layout()\n","plt.show()"],"execution_count":5,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 576x576 with 64 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"nw0zkikQpHl9","executionInfo":{"status":"ok","timestamp":1617796218317,"user_tz":-180,"elapsed":32389,"user":{"displayName":"shir amir","photoUrl":"","userId":"09890577217657951524"}},"outputId":"49bfc559-19b7-4c20-819f-4c602ebec780"},"source":["# define model\n","model = nn.Sequential(\n","  nn.Flatten(),\n","  nn.Linear(INPUT_SIZE*INPUT_SIZE, 512),\n","  nn.ReLU(),\n","  nn.Linear(512, 512),\n","  nn.ReLU(),\n","  nn.Linear(512, 10),\n",") \n","\n","# move to correct device\n","model.to(device)"],"execution_count":6,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Sequential(\n","  (0): Flatten(start_dim=1, end_dim=-1)\n","  (1): Linear(in_features=784, out_features=512, bias=True)\n","  (2): ReLU()\n","  (3): Linear(in_features=512, out_features=512, bias=True)\n","  (4): ReLU()\n","  (5): Linear(in_features=512, out_features=10, bias=True)\n",")"]},"metadata":{"tags":[]},"execution_count":6}]},{"cell_type":"code","metadata":{"id":"Ji1L8kjMrdZ0","executionInfo":{"status":"ok","timestamp":1617796218318,"user_tz":-180,"elapsed":32389,"user":{"displayName":"shir amir","photoUrl":"","userId":"09890577217657951524"}}},"source":["# define loss\n","criterion = nn.CrossEntropyLoss()"],"execution_count":7,"outputs":[]},{"cell_type":"code","metadata":{"id":"FI44Ybzzrdhi","executionInfo":{"status":"ok","timestamp":1617796218319,"user_tz":-180,"elapsed":32389,"user":{"displayName":"shir amir","photoUrl":"","userId":"09890577217657951524"}}},"source":["# define optimizer\n","optimizer = torch.optim.SGD(model.parameters(), lr=LR)"],"execution_count":8,"outputs":[]},{"cell_type":"code","metadata":{"id":"nMh3cDlnnJzL","executionInfo":{"status":"ok","timestamp":1617796218319,"user_tz":-180,"elapsed":32388,"user":{"displayName":"shir amir","photoUrl":"","userId":"09890577217657951524"}}},"source":["def train_loop(dataloader, model, criterion, optimizer):\n","  size = len(dataloader.dataset)\n","  model.train()\n","  running_loss, running_corrects = 0, 0\n","\n","  # iterate through all batches\n","  for batch, (X, y) in enumerate(dataloader):\n","    # move data to device\n","    X, y = X.to(device), y.to(device)\n","    # forward pass\n","    pred = model(X)\n","    loss = criterion(pred, y)\n","    # new gradients per batch\n","    optimizer.zero_grad()\n","    # backward pass\n","    loss.backward()\n","    # update gradients\n","    optimizer.step()\n","\n","    running_loss += loss.item()\n","    running_corrects += (pred.argmax(1) == y).type(torch.float).sum().item()\n","\n","  epoch_loss = running_loss / size\n","  epoch_accuracy = 100 * running_corrects / size\n","  return epoch_loss, epoch_accuracy\n","\n","\n","def inference_loop(dataloader, model, criterion):\n","  size = len(dataloader.dataset)\n","  model.eval()\n","  running_loss, running_corrects = 0, 0\n","\n","  # disregard gradients when not training\n","  with torch.no_grad():\n","    # iterate through all batches\n","    for X, y in dataloader:\n","      # move data to device\n","      X, y = X.to(device), y.to(device)\n","      # forward pass\n","      pred = model(X)\n","      # save data for evaluation measures (loss & accuracy)\n","      running_loss += criterion(pred, y).item()\n","      running_corrects += (pred.argmax(1) == y).type(torch.float).sum().item()\n","\n","  epoch_loss = running_loss / size\n","  epoch_accuracy = 100 * running_corrects / size\n","  return epoch_loss, epoch_accuracy\n"],"execution_count":9,"outputs":[]},{"cell_type":"code","metadata":{"id":"BdpEbrh06Sug","executionInfo":{"status":"ok","timestamp":1617796218320,"user_tz":-180,"elapsed":32388,"user":{"displayName":"shir amir","photoUrl":"","userId":"09890577217657951524"}}},"source":["# arrange visualization using liveplotloss library\n","class Visualizer:\n","  def __init__(self):\n","    self.liveloss = PlotLosses()\n","\n","  def update(self, train_res, val_res):\n","    train_epoch_loss, train_epoch_accuracy = train_res\n","    val_epoch_loss, val_epoch_accuracy = val_res\n","    logs = {}\n","    logs[f'loss'] = train_epoch_loss\n","    logs[f'accuracy'] = train_epoch_accuracy\n","    logs[f'val_loss'] = val_epoch_loss\n","    logs[f'val_accuracy'] = val_epoch_accuracy\n","    self.liveloss.update(logs)\n","    self.liveloss.send()\n","\n","visualizer = Visualizer()"],"execution_count":10,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":715},"id":"LTreFYHvnLj0","executionInfo":{"status":"ok","timestamp":1617797185641,"user_tz":-180,"elapsed":999705,"user":{"displayName":"shir amir","photoUrl":"","userId":"09890577217657951524"}},"outputId":"000c7869-880a-4106-ea4e-9d05028cab51"},"source":["for t in range(EPOCHS):  \n","  train_res = train_loop(train_dataloader, model, criterion, optimizer)\n","  val_res = inference_loop(val_dataloader, model, criterion)\n","  visualizer.update(train_res, val_res)\n","  \n","print(\"Done!\")"],"execution_count":11,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 864x576 with 2 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}},{"output_type":"stream","text":["accuracy\n","\ttraining         \t (min:   32.625, max:   86.282, cur:   86.282)\n","\tvalidation       \t (min:   41.970, max:   84.490, cur:   84.490)\n","Loss\n","\ttraining         \t (min:    0.006, max:    0.035, cur:    0.006)\n","\tvalidation       \t (min:    0.007, max:    0.034, cur:    0.007)\n","Done!\n"],"name":"stdout"}]}]}