{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Notebook for Development\n", "\n", "This notebook replicates what was alrady done in [the previous example](https://github.com/WatChMaL/ExampleNotebooks/blob/master/HKML%20CNN%20Image%20Classification.ipynb) but using functions in the `classification` module. There is no new ML example here. The purpose of this notebook is to make the whole thing short and concise, so that you can use this as a testbed to develop different networks more easily." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from __future__ import print_function\n", "from IPython.display import display\n", "import torch, time\n", "import numpy as np\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Defining a network\n", "Let us define the same network as the [the previous example](https://github.com/WatChMaL/ExampleNotebooks/blob/master/HKML%20CNN%20Image%20Classification.ipynb)." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "from hkml_resnet import ResNet" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Preparing a _blob_" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "class BLOB:\n", " pass\n", "blob=BLOB()\n", "blob.net = ResNet(3,2,16,[2,2,2,2,2]).cuda() # construct Lenet for 3 class classification, use GPU\n", "blob.criterion = torch.nn.CrossEntropyLoss() # use softmax loss to define an error\n", "blob.optimizer = torch.optim.Adam(blob.net.parameters(),weight_decay=0.001) # use Adam optimizer algorithm\n", "blob.softmax = torch.nn.Softmax(dim=1) # not for training, but softmax score for each class\n", "blob.data = None # data for training/analysis\n", "blob.label = None # label for training/analysis\n", "\n", "# Create data loader\n", "from iotools import loader_factory\n", "DATA_DIRS=['/scratch/hkml_data/IWCDgrid/varyE/e-','/scratch/hkml_data/IWCDgrid/varyE/mu-','/scratch/hkml_data/IWCDgrid/varyE/gamma']\n", "# for train\n", "blob.train_loader=loader_factory('H5Dataset', batch_size=64, shuffle=True, num_workers=4, data_dirs=DATA_DIRS, flavour='100k.h5', start_fraction=0.0, use_fraction=0.2)\n", "# for validation\n", "blob.test_loader=loader_factory('H5Dataset', batch_size=200, shuffle=True, num_workers=2, data_dirs=DATA_DIRS, flavour='100k.h5', start_fraction=0.1, use_fraction=0.1)\n", "\n", "# Create & attach data recording utility (into csv file)\n", "from utils import CSVData\n", "blob.train_log, blob.test_log = CSVData('log_train.csv'), CSVData('log_test.csv')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Running a train loop " ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch 0 Starting @ 2019-04-16 13:39:26\n" ] }, { "data": { "text/html": [ "\n", " \n", " 938\n", " 100% ... Iteration 938 ... Epoch 1.00 ... Loss 0.467 ... Accuracy 0.688\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1 Starting @ 2019-04-16 13:40:43\n" ] }, { "data": { "text/html": [ "\n", " \n", " 938\n", " 100% ... Iteration 1876 ... Epoch 2.00 ... Loss 0.509 ... Accuracy 0.750\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 2 Starting @ 2019-04-16 13:42:00\n" ] }, { "data": { "text/html": [ "\n", " \n", " 938\n", " 100% ... Iteration 2814 ... Epoch 3.00 ... Loss 0.339 ... Accuracy 0.812\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 3 Starting @ 2019-04-16 13:43:18\n" ] }, { "data": { "text/html": [ "\n", " \n", " 938\n", " 100% ... Iteration 3752 ... Epoch 4.00 ... Loss 0.413 ... Accuracy 0.812\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 4 Starting @ 2019-04-16 13:44:34\n" ] }, { "data": { "text/html": [ "\n", " \n", " 938\n", " 100% ... Iteration 4690 ... Epoch 5.00 ... Loss 0.318 ... Accuracy 0.844\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 5 Starting @ 2019-04-16 13:45:52\n" ] }, { "data": { "text/html": [ "\n", " \n", " 938\n", " 100% ... Iteration 5628 ... Epoch 6.00 ... Loss 0.467 ... Accuracy 0.750\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 6 Starting @ 2019-04-16 13:47:09\n" ] }, { "data": { "text/html": [ "\n", " \n", " 938\n", " 100% ... Iteration 6566 ... Epoch 7.00 ... Loss 0.444 ... Accuracy 0.750\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 7 Starting @ 2019-04-16 13:48:26\n" ] }, { "data": { "text/html": [ "\n", " \n", " 938\n", " 100% ... Iteration 7504 ... Epoch 8.00 ... Loss 0.385 ... Accuracy 0.812\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 8 Starting @ 2019-04-16 13:49:43\n" ] }, { "data": { "text/html": [ "\n", " \n", " 938\n", " 100% ... Iteration 8442 ... Epoch 9.00 ... Loss 0.362 ... Accuracy 0.750\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 9 Starting @ 2019-04-16 13:50:58\n" ] }, { "data": { "text/html": [ "\n", " \n", " 938\n", " 100% ... Iteration 9380 ... Epoch 10.00 ... Loss 0.398 ... Accuracy 0.844\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from classification import train_loop\n", "train_loop(blob,10.0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Inspecting the training process" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from classification import plot_log\n", "plot_log(blob.train_log.name,blob.test_log.name)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Performance Analysis" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy mean 0.80390006 std 0.027903825\n" ] } ], "source": [ "from classification import inference\n", "accuracy,label,prediction = inference(blob,blob.test_loader)\n", "print('Accuracy mean',accuracy.mean(),'std',accuracy.std())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plot the confusion matrix" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from utils import plot_confusion_matrix\n", "plot_confusion_matrix(label,prediction,['gamma','electron','muon'])" ] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.12" } }, "nbformat": 4, "nbformat_minor": 2 }