{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", " RECURRENT NEURAL NETWORKS II\n", "
\n", "\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "
\n", "
\n", " Introduction" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "How can we use the RNN technology to classify lastnames by nationality?\n", "\n", "Let's consider the word 'Dolores', our program will read letter by letter and make a classification based on the previous subwords:\n", "> D\n", "\n", "(-2.13) Korean\n", "(-2.47) Vietnamese\n", "(-2.52) English\n", "\n", "> Do\n", "\n", "(-0.44) Vietnamese\n", "(-2.51) Korean\n", "(-2.87) Portuguese\n", "\n", "> Dol\n", "\n", "(-1.21) Vietnamese\n", "(-1.69) Korean\n", "(-1.73) Chinese\n", "\n", "> Dolo\n", "\n", "(-1.22) Spanish\n", "(-1.27) Italian\n", "(-2.17) Portuguese\n", "\n", "> Dolor\n", "\n", "(-1.45) French\n", "(-1.69) German\n", "(-1.76) English\n", "\n", "> Dolore\n", "\n", "(-0.80) French\n", "(-2.28) Italian\n", "(-2.45) Irish\n", "\n", "> Dolores\n", "\n", "(-0.33) Portuguese\n", "(-1.76) Spanish\n", "(-3.56) Greek" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Our program has the following architecture." ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from IPython.display import Image\n", "Image(\"nn.png\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "import torch.nn as nn #How does the diagram translates into code?\n", "\n", "class RNN(nn.Module):\n", " def __init__(self, input_size, hidden_size, output_size):\n", " super(RNN, self).__init__()\n", "\n", " self.hidden_size = hidden_size\n", "\n", " self.i2h = nn.Linear(input_size + hidden_size, hidden_size)\n", " self.i2o = nn.Linear(input_size + hidden_size, output_size)\n", " self.softmax = nn.LogSoftmax(dim=1)\n", "\n", " def forward(self, input, hidden):\n", " combined = torch.cat((input, hidden), 1)\n", " hidden = self.i2h(combined)\n", " output = self.i2o(combined)\n", " output = self.softmax(output)\n", " return output, hidden\n", "\n", " def initHidden(self):\n", " return torch.zeros(1, self.hidden_size)\n", "\n", "n_hidden = 128\n", "rnn = RNN(n_letters, n_hidden, n_categories)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The code is at the end of the notebook." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "
\n", "
\n", " Other Variants" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", " Peephole connections\n", "\n", "The gate controllers can look at the long-term state as well (Felix Gers and Jurgen Schmidhuber, 2000)." ] }, { "cell_type": "code", "execution_count": 74, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "execution_count": 74, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from IPython.display import Image\n", "Image(\"peepholes.png\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "
\n", "
\n", " Tied\n", "\n", "Coupled forget and input gates. \n", "\n", "If the gate controller inputs a 1, the forget gate is open and the input gate is closed. \n", "\n", "If the gate controller inputs a 0, the forget gate is closed and the input gate is open. \n", "\n", "Whenever a memory must be stored, the location where it will be stored is erased first." ] }, { "cell_type": "code", "execution_count": 76, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "execution_count": 76, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from IPython.display import Image\n", "Image(\"tied.png\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## GRU\n", "Gated Recurrent Unit (Kyunghyun Cho, 2014).\n", "Both state vectors are merged into a single vector $h_t$." ] }, { "cell_type": "code", "execution_count": 75, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 75, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from IPython.display import Image\n", "Image(\"GRU.png\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "
\n", "
\n", " Strengths/Weaknesses" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "
\n", "
\n", " Example" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", " Loading Data" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['data/names\\\\Arabic.txt', 'data/names\\\\Chinese.txt', 'data/names\\\\Czech.txt', 'data/names\\\\Dutch.txt', 'data/names\\\\English.txt', 'data/names\\\\French.txt', 'data/names\\\\German.txt', 'data/names\\\\Greek.txt', 'data/names\\\\Irish.txt', 'data/names\\\\Italian.txt', 'data/names\\\\Japanese.txt', 'data/names\\\\Korean.txt', 'data/names\\\\Polish.txt', 'data/names\\\\Portuguese.txt', 'data/names\\\\Russian.txt', 'data/names\\\\Scottish.txt', 'data/names\\\\Spanish.txt', 'data/names\\\\Vietnamese.txt']\n" ] } ], "source": [ "from __future__ import unicode_literals, print_function, division\n", "from io import open\n", "import glob\n", "\n", "def findFiles(path): return glob.glob(path)\n", "\n", "print(findFiles('data/names/*.txt'))\n", "\n", "import unicodedata\n", "import string\n", "\n", "all_letters = string.ascii_letters + \" .,;'\"\n", "n_letters = len(all_letters)\n", "\n", "# Turn a Unicode string to plain ASCII, thanks to http://stackoverflow.com/a/518232/2809427\n", "def unicodeToAscii(s):\n", " return ''.join(\n", " c for c in unicodedata.normalize('NFD', s)\n", " if unicodedata.category(c) != 'Mn'\n", " and c in all_letters\n", " )\n", "\n", "#print(unicodeToAscii('Ślusàrski'))\n", "\n", "# Build the category_lines dictionary, a list of names per language\n", "category_lines = {}\n", "all_categories = []\n", "\n", "# Read a file and split into lines\n", "def readLines(filename):\n", " lines = open(filename, encoding='utf-8').read().strip().split('\\n')\n", " return [unicodeToAscii(line) for line in lines]\n", "\n", "for filename in findFiles('data/names/*.txt'):\n", " category = filename.split('\\\\')[-1].split('.')[0]\n", " all_categories.append(category)\n", " lines = readLines(filename)\n", " category_lines[category] = lines\n", "\n", "n_categories = len(all_categories)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "
\n", " Line to tensor" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "tensor([[ 0., 0., 0., 0., 1., 0., 0., 0., 0., 0., 0., 0.,\n", " 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n", " 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n", " 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n", " 0., 0., 0., 0., 0., 0., 0., 0., 0.]])\n", "torch.Size([4, 1, 57])\n" ] } ], "source": [ "import torch\n", "\n", "# Find letter index from all_letters, e.g. \"a\" = 0\n", "def letterToIndex(letter):\n", " return all_letters.find(letter)\n", "\n", "# Just for demonstration, turn a letter into a <1 x n_letters> Tensor\n", "def letterToTensor(letter):\n", " tensor = torch.zeros(1, n_letters)\n", " tensor[0][letterToIndex(letter)] = 1\n", " return tensor\n", "\n", "# Turn a line into a ,\n", "# or an array of one-hot letter vectors\n", "def lineToTensor(line):\n", " tensor = torch.zeros(len(line), 1, n_letters)\n", " for li, letter in enumerate(line):\n", " tensor[li][0][letterToIndex(letter)] = 1\n", " return tensor\n", "\n", "print(letterToTensor('e'))\n", "\n", "print(lineToTensor('Eric').size())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "
\n", " Definition of the NN" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "\n", "import torch.nn as nn\n", "\n", "class RNN(nn.Module):\n", " def __init__(self, input_size, hidden_size, output_size):\n", " super(RNN, self).__init__()\n", "\n", " self.hidden_size = hidden_size\n", "\n", " self.i2h = nn.Linear(input_size + hidden_size, hidden_size)\n", " self.i2o = nn.Linear(input_size + hidden_size, output_size)\n", " self.softmax = nn.LogSoftmax(dim=1)\n", "\n", " def forward(self, input, hidden):\n", " combined = torch.cat((input, hidden), 1)\n", " hidden = self.i2h(combined)\n", " output = self.i2o(combined)\n", " output = self.softmax(output)\n", " return output, hidden\n", "\n", " def initHidden(self):\n", " return torch.zeros(1, self.hidden_size)\n", "\n", "n_hidden = 128\n", "rnn = RNN(n_letters, n_hidden, n_categories)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "input = letterToTensor('A')\n", "hidden =torch.zeros(1, n_hidden)\n", "\n", "output, next_hidden = rnn(input, hidden)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "tensor([[-2.8621, -2.8841, -2.8587, -2.8835, -2.9150, -2.8640, -2.9189,\n", " -2.9160, -2.7778, -2.8854, -2.8547, -2.9620, -2.9186, -2.8763,\n", " -2.8906, -2.9999, -2.9841, -2.8015]])\n" ] } ], "source": [ "input = lineToTensor('Albert')\n", "hidden = torch.zeros(1, n_hidden)\n", "\n", "output, next_hidden = rnn(input[0], hidden)\n", "print(output)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "
\n", " Output Edition " ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "('Irish', 8)\n" ] } ], "source": [ "def categoryFromOutput(output):\n", " top_n, top_i = output.topk(1)\n", " category_i = top_i[0].item()\n", " return all_categories[category_i], category_i\n", "\n", "print(categoryFromOutput(output))" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "category = Italian / line = Muraro\n", "category = Scottish / line = Martin\n", "category = German / line = Schafer\n", "category = Portuguese / line = Souza\n", "category = Portuguese / line = Ventura\n", "category = Italian / line = Caito\n", "category = French / line = Lesauvage\n", "category = Russian / line = Aboyantsev\n", "category = Italian / line = Borghi\n", "category = Greek / line = Grammatakakis\n" ] } ], "source": [ "import random\n", "\n", "def randomChoice(l):\n", " return l[random.randint(0, len(l) - 1)]\n", "\n", "def randomTrainingExample():\n", " category = randomChoice(all_categories)\n", " line = randomChoice(category_lines[category])\n", " category_tensor = torch.tensor([all_categories.index(category)], dtype=torch.long)\n", " line_tensor = lineToTensor(line)\n", " return category, line, category_tensor, line_tensor\n", "\n", "for i in range(10):\n", " category, line, category_tensor, line_tensor = randomTrainingExample()\n", " print('category =', category, '/ line =', line)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "criterion = nn.NLLLoss() #We use negative loss likelihood for classification problems" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "
\n", " Training " ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "learning_rate = 0.005 # If you set this too high, it might explode. If too low, it might not learn\n", "\n", "def train(category_tensor, line_tensor):\n", " hidden = rnn.initHidden()\n", "\n", " rnn.zero_grad()\n", "\n", " for i in range(line_tensor.size()[0]):\n", " output, hidden = rnn(line_tensor[i], hidden)\n", "\n", " loss = criterion(output, category_tensor)\n", " loss.backward()\n", "\n", " # Add parameters' gradients to their values, multiplied by learning rate\n", " for p in rnn.parameters():\n", " p.data.add_(-learning_rate, p.grad.data)\n", "\n", " return output, loss.item()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "5000 5% (0m 16s) 2.0365 Ziemniak / Polish ✓\n", "10000 10% (0m 30s) 2.0735 Aiello / Spanish ✗ (Italian)\n", "15000 15% (0m 42s) 0.8022 Shon / Korean ✓\n", "20000 20% (0m 55s) 0.6860 Xing / Chinese ✓\n", "25000 25% (1m 8s) 2.4584 Brant / Scottish ✗ (German)\n", "30000 30% (1m 22s) 0.2492 Shimada / Japanese ✓\n", "35000 35% (1m 35s) 2.0576 Zogby / Irish ✗ (Arabic)\n", "40000 40% (1m 46s) 0.7605 Suh / Korean ✓\n", "45000 45% (2m 0s) 0.4057 Almeida / Portuguese ✓\n", "50000 50% (2m 12s) 1.3397 Santos / Portuguese ✓\n", "55000 55% (2m 25s) 1.9105 Waldfogel / English ✗ (German)\n", "60000 60% (2m 37s) 2.3271 Solberg / French ✗ (German)\n", "65000 65% (2m 51s) 2.6778 Santana / Italian ✗ (Portuguese)\n", "70000 70% (3m 4s) 2.7850 Sokolofsky / Russian ✗ (Polish)\n", "75000 75% (3m 18s) 0.0339 Napoleoni / Italian ✓\n", "80000 80% (3m 31s) 0.8089 Ibarra / Spanish ✓\n", "85000 85% (3m 45s) 0.0427 O'Keefe / Irish ✓\n", "90000 90% (3m 57s) 2.4093 Major / Arabic ✗ (English)\n", "95000 95% (4m 10s) 1.0790 Hill / Scottish ✓\n", "100000 100% (4m 23s) 2.0619 Lovey / French ✗ (English)\n" ] } ], "source": [ "import time\n", "import math\n", "\n", "n_iters = 100000\n", "print_every = 5000\n", "plot_every = 1000\n", "\n", "\n", "\n", "# Keep track of losses for plotting\n", "current_loss = 0\n", "all_losses = []\n", "\n", "def timeSince(since):\n", " now = time.time()\n", " s = now - since\n", " m = math.floor(s / 60)\n", " s -= m * 60\n", " return '%dm %ds' % (m, s)\n", "\n", "start = time.time()\n", "\n", "for iter in range(1, n_iters + 1):\n", " category, line, category_tensor, line_tensor = randomTrainingExample()\n", " output, loss = train(category_tensor, line_tensor)\n", " current_loss += loss\n", "\n", " # Print iter number, loss, name and guess\n", " if iter % print_every == 0:\n", " guess, guess_i = categoryFromOutput(output)\n", " correct = '✓' if guess == category else '✗ (%s)' % category\n", " print('%d %d%% (%s) %.4f %s / %s %s' % (iter, iter / n_iters * 100, timeSince(start), loss, line, guess, correct))\n", "\n", " # Add current loss avg to list of losses\n", " if iter % plot_every == 0:\n", " all_losses.append(current_loss / plot_every)\n", " current_loss = 0" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "
\n", " Plotting" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import matplotlib.pyplot as plt\n", "import matplotlib.ticker as ticker\n", "\n", "plt.figure()\n", "plt.plot(all_losses)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Keep track of correct guesses in a confusion matrix\n", "confusion = torch.zeros(n_categories, n_categories)\n", "n_confusion = 10000\n", "\n", "# Just return an output given a line\n", "def evaluate(line_tensor):\n", " hidden = rnn.initHidden()\n", "\n", " for i in range(line_tensor.size()[0]):\n", " output, hidden = rnn(line_tensor[i], hidden)\n", "\n", " return output\n", "\n", "# Go through a bunch of examples and record which are correctly guessed\n", "for i in range(n_confusion):\n", " category, line, category_tensor, line_tensor = randomTrainingExample()\n", " output = evaluate(line_tensor)\n", " guess, guess_i = categoryFromOutput(output)\n", " category_i = all_categories.index(category)\n", " confusion[category_i][guess_i] += 1\n", "\n", "# Normalize by dividing every row by its sum\n", "for i in range(n_categories):\n", " confusion[i] = confusion[i] / confusion[i].sum()\n", "\n", "# Set up plot\n", "fig = plt.figure()\n", "ax = fig.add_subplot(111)\n", "cax = ax.matshow(confusion.numpy())\n", "fig.colorbar(cax)\n", "\n", "# Set up axes\n", "ax.set_xticklabels([''] + all_categories, rotation=90)\n", "ax.set_yticklabels([''] + all_categories)\n", "\n", "# Force label at every tick\n", "ax.xaxis.set_major_locator(ticker.MultipleLocator(1))\n", "ax.yaxis.set_major_locator(ticker.MultipleLocator(1))\n", "\n", "# sphinx_gallery_thumbnail_number = 2\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "> Dovesky\n", "(-0.65) Russian\n", "(-1.07) Czech\n", "(-2.37) English\n", "\n", "> Jackson\n", "(-0.61) Scottish\n", "(-1.36) English\n", "(-2.52) Russian\n", "\n", "> Satoshi\n", "(-1.19) Arabic\n", "(-1.58) Japanese\n", "(-1.94) Polish\n" ] } ], "source": [ "def predict(input_line, n_predictions=3):\n", " print('\\n> %s' % input_line)\n", " with torch.no_grad():\n", " output = evaluate(lineToTensor(input_line))\n", "\n", " # Get top N categories\n", " topv, topi = output.topk(n_predictions, 1, True)\n", " predictions = []\n", "\n", " for i in range(n_predictions):\n", " value = topv[0][i].item()\n", " category_index = topi[0][i].item()\n", " print('(%.2f) %s' % (value, all_categories[category_index]))\n", " predictions.append([value, all_categories[category_index]])\n", "\n", "predict('Dovesky')\n", "predict('Jackson')\n", "predict('Satoshi')" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "> Dolores\n", "(-0.24) Portuguese\n", "(-1.84) Spanish\n", "(-4.11) Dutch\n" ] } ], "source": [ "predict('Dolores')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "
\n", "
\n", " Homework\n", "\n", "Can we increase the deepness of the hidden layer with two more inner layers, each one followed by an activation function? \n", " \n", "If so, modify the code accordingly. \n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "
\n", "
\n", " References" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Pytorch Example:Classifying Names with a Character-Level RNN https://pytorch.org/tutorials/intermediate/char_rnn_classification_tutorial.html" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.5" } }, "nbformat": 4, "nbformat_minor": 2 }