From a20fc3e63d97b9000c5a2bcc9f7cd74d527f183a Mon Sep 17 00:00:00 2001 From: Kyungwon Chun Date: Wed, 27 Oct 2021 18:25:46 +0900 Subject: [PATCH] Improve notebook. - Insert listing numbers. - Limit lines of print out. Too long output makes Jupyter notebook slow. Also, it makes users to retrieve the contents. - Ehance the training speed of the logistic regression model. - Modify the input and output shape of the logistic regression model. Rows for samples, Columns for features. - Add early stopping to the softmax model. Also, adjust hyperparameters of the softmax model to shortten the training time. --- TFv2/ch06/Listing 6.01 - 6.17.ipynb | 313632 +------------------------ 1 file changed, 3074 insertions(+), 310558 deletions(-) diff --git a/TFv2/ch06/Listing 6.01 - 6.17.ipynb b/TFv2/ch06/Listing 6.01 - 6.17.ipynb index 9d00488..50adfcd 100644 --- a/TFv2/ch06/Listing 6.01 - 6.17.ipynb +++ b/TFv2/ch06/Listing 6.01 - 6.17.ipynb @@ -2,6 +2,7 @@ "cells": [ { "cell_type": "markdown", + "id": "22601d15", "metadata": {}, "source": [ "# Building a 5000 dimensional Logistic Regression and Softmax Regression Sentiment Classifier Based on the Netflix Large Movie Review dataset\n", @@ -37,6 +38,7 @@ { "cell_type": "code", "execution_count": 1, + "id": "2763f3c7", "metadata": {}, "outputs": [ { @@ -45,62 +47,50 @@ "text": [ "[nltk_data] Downloading collection 'popular'\n", "[nltk_data] | \n", - "[nltk_data] | Downloading package cmudict to\n", - "[nltk_data] | /Users/mattmann/nltk_data...\n", + "[nltk_data] | Downloading package cmudict to /root/nltk_data...\n", "[nltk_data] | Package cmudict is already up-to-date!\n", - "[nltk_data] | Downloading package gazetteers to\n", - "[nltk_data] | /Users/mattmann/nltk_data...\n", + "[nltk_data] | Downloading package gazetteers to /root/nltk_data...\n", "[nltk_data] | Package gazetteers is already up-to-date!\n", - "[nltk_data] | Downloading package genesis to\n", - "[nltk_data] | /Users/mattmann/nltk_data...\n", + "[nltk_data] | Downloading package genesis to /root/nltk_data...\n", "[nltk_data] | Package genesis is already up-to-date!\n", - "[nltk_data] | Downloading package gutenberg to\n", - "[nltk_data] | /Users/mattmann/nltk_data...\n", + "[nltk_data] | Downloading package gutenberg to /root/nltk_data...\n", "[nltk_data] | Package gutenberg is already up-to-date!\n", - "[nltk_data] | Downloading package inaugural to\n", - "[nltk_data] | /Users/mattmann/nltk_data...\n", + "[nltk_data] | Downloading package inaugural to /root/nltk_data...\n", "[nltk_data] | Package inaugural is already up-to-date!\n", "[nltk_data] | Downloading package movie_reviews to\n", - "[nltk_data] | /Users/mattmann/nltk_data...\n", + "[nltk_data] | /root/nltk_data...\n", "[nltk_data] | Package movie_reviews is already up-to-date!\n", - "[nltk_data] | Downloading package names to\n", - "[nltk_data] | /Users/mattmann/nltk_data...\n", + "[nltk_data] | Downloading package names to /root/nltk_data...\n", "[nltk_data] | Package names is already up-to-date!\n", - "[nltk_data] | Downloading package shakespeare to\n", - "[nltk_data] | /Users/mattmann/nltk_data...\n", + "[nltk_data] | Downloading package shakespeare to /root/nltk_data...\n", "[nltk_data] | Package shakespeare is already up-to-date!\n", - "[nltk_data] | Downloading package stopwords to\n", - "[nltk_data] | /Users/mattmann/nltk_data...\n", + "[nltk_data] | Downloading package stopwords to /root/nltk_data...\n", "[nltk_data] | Package stopwords is already up-to-date!\n", - "[nltk_data] | Downloading package treebank to\n", - "[nltk_data] | /Users/mattmann/nltk_data...\n", + "[nltk_data] | Downloading package treebank to /root/nltk_data...\n", "[nltk_data] | Package treebank is already up-to-date!\n", "[nltk_data] | Downloading package twitter_samples to\n", - "[nltk_data] | /Users/mattmann/nltk_data...\n", + "[nltk_data] | /root/nltk_data...\n", "[nltk_data] | Package twitter_samples is already up-to-date!\n", - "[nltk_data] | Downloading package omw to\n", - "[nltk_data] | /Users/mattmann/nltk_data...\n", + "[nltk_data] | Downloading package omw to /root/nltk_data...\n", "[nltk_data] | Package omw is already up-to-date!\n", - "[nltk_data] | Downloading package wordnet to\n", - "[nltk_data] | /Users/mattmann/nltk_data...\n", + "[nltk_data] | Downloading package wordnet to /root/nltk_data...\n", "[nltk_data] | Package wordnet is already up-to-date!\n", - "[nltk_data] | Downloading package wordnet_ic to\n", - "[nltk_data] | /Users/mattmann/nltk_data...\n", + "[nltk_data] | Downloading package wordnet31 to /root/nltk_data...\n", + "[nltk_data] | Package wordnet31 is already up-to-date!\n", + "[nltk_data] | Downloading package wordnet_ic to /root/nltk_data...\n", "[nltk_data] | Package wordnet_ic is already up-to-date!\n", - "[nltk_data] | Downloading package words to\n", - "[nltk_data] | /Users/mattmann/nltk_data...\n", + "[nltk_data] | Downloading package words to /root/nltk_data...\n", "[nltk_data] | Package words is already up-to-date!\n", "[nltk_data] | Downloading package maxent_ne_chunker to\n", - "[nltk_data] | /Users/mattmann/nltk_data...\n", + "[nltk_data] | /root/nltk_data...\n", "[nltk_data] | Package maxent_ne_chunker is already up-to-date!\n", - "[nltk_data] | Downloading package punkt to\n", - "[nltk_data] | /Users/mattmann/nltk_data...\n", + "[nltk_data] | Downloading package punkt to /root/nltk_data...\n", "[nltk_data] | Package punkt is already up-to-date!\n", "[nltk_data] | Downloading package snowball_data to\n", - "[nltk_data] | /Users/mattmann/nltk_data...\n", + "[nltk_data] | /root/nltk_data...\n", "[nltk_data] | Package snowball_data is already up-to-date!\n", "[nltk_data] | Downloading package averaged_perceptron_tagger to\n", - "[nltk_data] | /Users/mattmann/nltk_data...\n", + "[nltk_data] | /root/nltk_data...\n", "[nltk_data] | Package averaged_perceptron_tagger is already up-\n", "[nltk_data] | to-date!\n", "[nltk_data] | \n", @@ -119,6 +109,9 @@ } ], "source": [ + "import os\n", + "os.environ['TF_CPP_MIN_LOG_LEVEL'] = '1'\n", + "\n", "import pandas as pd\n", "import tensorflow as tf\n", "import numpy as np\n", @@ -133,12 +126,23 @@ "from os import listdir\n", "from os.path import isfile, join\n", "import nltk\n", + "\n", + "np.random.seed(45)\n", "nltk.download('popular')" ] }, + { + "cell_type": "markdown", + "id": "be3ec5a3", + "metadata": {}, + "source": [ + "# Listing 6.1" + ] + }, { "cell_type": "code", "execution_count": 2, + "id": "6548b871", "metadata": {}, "outputs": [], "source": [ @@ -168,9 +172,18 @@ " return( \" \".join( meaningful_words )) " ] }, + { + "cell_type": "markdown", + "id": "327f2154", + "metadata": {}, + "source": [ + "# Listing 6.2" + ] + }, { "cell_type": "code", "execution_count": 3, + "id": "d8cf4a06", "metadata": {}, "outputs": [], "source": [ @@ -181,6 +194,7 @@ { "cell_type": "code", "execution_count": 4, + "id": "f345f3b6", "metadata": {}, "outputs": [ { @@ -201,6 +215,7 @@ { "cell_type": "code", "execution_count": 5, + "id": "dd4bc179", "metadata": {}, "outputs": [ { @@ -221,6 +236,7 @@ { "cell_type": "code", "execution_count": 6, + "id": "4ea5508f", "metadata": {}, "outputs": [ { @@ -305,6 +321,7 @@ { "cell_type": "code", "execution_count": 7, + "id": "aff383b7", "metadata": {}, "outputs": [ { @@ -341,28 +358,22 @@ { "cell_type": "code", "execution_count": 8, + "id": "ec527b4f", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "0cfbb0650a494f9bb754ec7c0eff81da", + "model_id": "d573606ba3a343ed9e4699b63df5df0f", "version_major": 2, "version_minor": 0 }, "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, max=25000.0), HTML(value='')))" + " 0%| | 0/25000 [00:00" ] @@ -5500,9 +622,18 @@ "plt.show()" ] }, + { + "cell_type": "markdown", + "id": "9ca731f4", + "metadata": {}, + "source": [ + "# Listing 6.5" + ] + }, { "cell_type": "code", "execution_count": 14, + "id": "54f1ac3f", "metadata": {}, "outputs": [], "source": [ @@ -5514,6 +645,7 @@ { "cell_type": "code", "execution_count": 15, + "id": "ecfd6c1a", "metadata": {}, "outputs": [], "source": [ @@ -5523,35 +655,43 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 66, + "id": "ed8c3b33", "metadata": {}, "outputs": [], "source": [ "class Model(object):\n", " def __init__(self):\n", - " self.w = tf.Variable([0.] * (len(train_data_features)+1), name=\"w\")\n", + " self.w = tf.Variable([[0.]] * (train_data_features.shape[1] + 1), name=\"w\")\n", " print(self.w.shape)\n", "\n", " def __call__(self, x):\n", - " linear = self.w[0]\n", - " for i in range(0, x.shape[0]):\n", - " linear = linear + (self.w[i+1] * x[i])\n", - "\n", - " return tf.sigmoid(linear) " + " logit = tf.matmul(x, self.w[:-1, :]) + self.w[-1, :]\n", + " return tf.sigmoid(logit)" ] }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 67, + "id": "b8f2bcc3", "metadata": {}, "outputs": [], "source": [ "optimizer = tf.keras.optimizers.SGD(learning_rate)" ] }, + { + "cell_type": "markdown", + "id": "d0a32639", + "metadata": {}, + "source": [ + "# Listing 6.6" + ] + }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 69, + "id": "d7faf8b4", "metadata": {}, "outputs": [], "source": [ @@ -5566,7 +706,8 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 71, + "id": "faa60b67", "metadata": {}, "outputs": [], "source": [ @@ -5580,25 +721,30 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 96, + "id": "7e1ab310", "metadata": {}, "outputs": [], "source": [ - "Xs = train_x(train_data_features)\n", - "ys = train['sentiment'].values" + "# Xs = train_x(train_data_features)\n", + "# ys = train['sentiment'].values\n", + "\n", + "Xs = tf.convert_to_tensor(train_data_features, dtype=tf.float32)\n", + "ys = np.expand_dims(train['sentiment'].values, axis=1)" ] }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 100, + "id": "72a32fab", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "(5000, 25000)\n", - "(25000,)\n" + "(25000, 5000)\n", + "(25000, 1)\n" ] } ], @@ -5609,14 +755,15 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 101, + "id": "6f35c306", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "(25001,)\n" + "(5001, 1)\n" ] } ], @@ -5626,7 +773,8 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 102, + "id": "d48badaf", "metadata": {}, "outputs": [], "source": [ @@ -5636,18 +784,19 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 103, + "id": "dafb637b", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "f73f2a4a1d2b42438ac6d85e475432f5", + "model_id": "ddbd18dd9f9a413cbfed3f2fa89cded4", "version_major": 2, "version_minor": 0 }, "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, max=2000.0), HTML(value='')))" + " 0%| | 0/2000 [00:00" ] @@ -6906,6 +2080,7 @@ }, { "cell_type": "markdown", + "id": "795ac39b", "metadata": {}, "source": [ "# Try Softmax Regression\n", @@ -6914,7 +2089,8 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 182, + "id": "57385cf3", "metadata": {}, "outputs": [], "source": [ @@ -6926,7 +2102,8 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 183, + "id": "cc506ee5", "metadata": {}, "outputs": [], "source": [ @@ -6957,12 +2134,21 @@ " test_feature_vec[indices[i]] = test_vocab_counts[test_indices[i]]\n", " \n", " \n", - " return test_feature_vec\n" + " return test_feature_vec" + ] + }, + { + "cell_type": "markdown", + "id": "533102dc", + "metadata": {}, + "source": [ + "# Listing 6.11" ] }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 184, + "id": "9574306a", "metadata": {}, "outputs": [ { @@ -6997,7 +2183,8 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 185, + "id": "1249107a", "metadata": {}, "outputs": [ { @@ -7016,9 +2203,18 @@ "print(labels.shape)" ] }, + { + "cell_type": "markdown", + "id": "60af88ee", + "metadata": {}, + "source": [ + "# Listing 6.12" + ] + }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 186, + "id": "b4431416", "metadata": {}, "outputs": [], "source": [ @@ -7029,9 +2225,18 @@ "labels = labels[arr, :]" ] }, + { + "cell_type": "markdown", + "id": "470b3470", + "metadata": {}, + "source": [ + "# Listing 6.13" + ] + }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 240, + "id": "ff7c09ce", "metadata": {}, "outputs": [], "source": [ @@ -7043,7 +2248,8 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 241, + "id": "95a873cc", "metadata": {}, "outputs": [], "source": [ @@ -7060,16 +2266,19 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 242, + "id": "74e5be0c", "metadata": {}, "outputs": [], "source": [ + "learning_rate = 0.001\n", "s_optimizer = tf.keras.optimizers.SGD(learning_rate)" ] }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 243, + "id": "c60da0c8", "metadata": {}, "outputs": [], "source": [ @@ -7084,7 +2293,8 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": 244, + "id": "0175a25f", "metadata": {}, "outputs": [], "source": [ @@ -7094,7 +2304,8 @@ }, { "cell_type": "code", - "execution_count": 53, + "execution_count": 245, + "id": "f8f5c9fb", "metadata": {}, "outputs": [], "source": [ @@ -7104,7 +2315,8 @@ }, { "cell_type": "code", - "execution_count": 54, + "execution_count": 246, + "id": "23345d24", "metadata": {}, "outputs": [], "source": [ @@ -7116,29 +2328,23 @@ }, { "cell_type": "code", - "execution_count": 55, + "execution_count": 247, + "id": "c602df5f", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "d0ffc427eca74b9c94ca45316f7325db", + "model_id": "45d604a755ac4f50b55441e58ab85fc3", "version_major": 2, "version_minor": 0 }, "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, max=25000.0), HTML(value='')))" + " 0%| | 0/25000 [00:00" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "outcome_test = np.argmax(test_labels, 1)\n", + "predictions_test = predict_vals\n", + "\n", + "fpr, tpr, thresholds = roc_curve(predictions_test, outcome_test)\n", + "roc_auc = auc(fpr, tpr)\n", + "\n", + "plt.figure()\n", + "plt.plot(fpr, tpr, color='darkorange', lw=1, label='ROC curve (area = %0.2f)' % roc_auc)\n", + "plt.plot([0, 1], [0, 1], color='navy', lw=1, linestyle='--')\n", + "plt.xlim([0.0, 1.0])\n", + "plt.ylim([0.0, 1.05])\n", + "plt.xlabel('False Positive Rate')\n", + "plt.ylabel('True Positive Rate')\n", + "plt.title('Receiver operating characteristic')\n", + "plt.legend(loc=\"lower right\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 267, + "id": "f677339f", + "metadata": {}, + "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Saved checkpoint for step 12060: ../models/ch4-softmax-netflix-sentiment.ckpt/ckpt-1206\n", - "loss 25.95\n", - "12058 25.947507467094844\n", - "12059 51.700525590017506\n", - "12060 62.466874240970384\n", - "12061 61.06885015487002\n", - "12062 81.10261291772247\n", - "12063 24.702260264806064\n", - "12064 34.594115209672715\n", - "12065 46.78050755460393\n", - "12066 103.54960159334343\n", - "12067 40.97017311448195\n", - "Saved checkpoint for step 12070: ../models/ch4-softmax-netflix-sentiment.ckpt/ckpt-1207\n", - "loss 26.94\n", - "12068 26.942540443760475\n", - "12069 52.828636982554194\n", - "12070 55.48602802527013\n", - "12071 7.3398336371219965\n", - "12072 36.94133698066388\n", - "12073 81.56290590259894\n", - "12074 44.144735503930406\n", - "12075 10.60774222311893\n", - "12076 14.6738155443179\n", - "12077 69.45047610908148\n", - "Saved checkpoint for step 12080: ../models/ch4-softmax-netflix-sentiment.ckpt/ckpt-1208\n", - "loss 68.74\n", - "12078 68.74373185322212\n", - "12079 91.90110884666385\n", - "12080 37.475575969152125\n", - "12081 88.72437226452999\n", - "12082 13.906835964851705\n", - "12083 111.60911189087471\n", - "12084 11.985996484725758\n", - "12085 51.66230223696461\n", - "12086 72.76759935386976\n", - "12087 70.45117670066955\n", - "Saved checkpoint for step 12090: ../models/ch4-softmax-netflix-sentiment.ckpt/ckpt-1209\n", - "loss 23.19\n", - "12088 23.190902382457086\n", - "12089 80.60218395315698\n", - "12090 14.964527381226107\n", - "12091 47.80269415853442\n", - "12092 40.43708854229389\n", - "12093 31.38787547699788\n", - "12094 140.4015734749201\n", - "12095 17.41911379608868\n", - "12096 80.76781980936914\n", - "12097 41.942400072574706\n", - "Saved checkpoint for step 12100: ../models/ch4-softmax-netflix-sentiment.ckpt/ckpt-1210\n", - "loss 22.90\n", - "12098 22.90331861716822\n", - "12099 126.40088924724111\n", - "12100 86.46679474372739\n", - "12101 80.87320268239053\n", - "12102 38.03997037976776\n", - "12103 87.82395996984806\n", - "12104 50.87748791846887\n", - 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"loss 79.84\n", - "12128 79.84140492074127\n", - "12129 31.57647770272481\n", - "12130 48.1712909662853\n", - "12131 71.98764429585616\n", - "12132 82.3963855633452\n", - "12133 65.63197604928862\n", - "12134 87.294086345628\n", - "12135 71.7945540012294\n", - "12136 150.96334301906512\n", - "12137 25.912097747516412\n", - "Saved checkpoint for step 12140: ../models/ch4-softmax-netflix-sentiment.ckpt/ckpt-1214\n", - "loss 0.72\n", - "12138 0.7155066254873798\n", - "12139 88.6683860480046\n", - "12140 81.21704703915516\n", - "12141 48.24589304631039\n", - "12142 48.557968878350614\n", - "12143 4.4083643686839835\n", - "12144 64.69001188230573\n", - "12145 59.737099492678894\n", - "12146 7.936984066901511\n", - "12147 109.40456568541506\n", - "Saved checkpoint for step 12150: ../models/ch4-softmax-netflix-sentiment.ckpt/ckpt-1215\n", - "loss 15.94\n", - "12148 15.938293513053807\n", - "12149 35.580153333466534\n", - "12150 156.1558440853279\n", - "12151 121.01181206336187\n", - "12152 78.97612088700029\n", - 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"loss 41.82\n", - "17438 41.81545089541422\n", - "17439 52.011557532451434\n", - "17440 22.318883082315082\n", - "17441 18.07526730945149\n", - "17442 60.205316795063574\n", - "17443 53.48371414636451\n", - "17444 43.59487023519386\n", - "17445 3.7922049953010233\n", - "17446 52.94010298636206\n", - "17447 150.48908513995227\n", - "Saved checkpoint for step 17450: ../models/ch4-softmax-netflix-sentiment.ckpt/ckpt-1745\n", - "loss 120.56\n", - "17448 120.55506711735325\n", - "17449 29.093104022858384\n", - "17450 64.71466318861708\n", - "17451 29.016981383819342\n", - "17452 0.05058097254729438\n", - "17453 34.76735855962282\n", - "17454 43.37730476921044\n", - "17455 124.89765823353146\n", - "17456 14.908361087638676\n", - "17457 8.732496118445463\n", - "Saved checkpoint for step 17460: ../models/ch4-softmax-netflix-sentiment.ckpt/ckpt-1746\n", - "loss 24.89\n", - "17458 24.892934591722128\n", - "17459 111.67061756338558\n", - "17460 67.46831204478016\n", - "17461 39.38605026276195\n", - 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"19200 42.41869883278938\n", - "19201 12.115572547106943\n", - "19202 0.007634473518902892\n", - "19203 34.85554579509137\n", - "19204 73.26010529666203\n", - "19205 140.70015253444404\n", - "19206 21.84286909049358\n", - "19207 18.373615671777156\n", - "Saved checkpoint for step 19210: ../models/ch4-softmax-netflix-sentiment.ckpt/ckpt-1921\n", - "loss 1.12\n", - "19208 1.1214622041994315\n", - "19209 124.23492522549654\n", - "19210 55.83314676833154\n", - "19211 45.40717480151686\n", - "19212 80.63090977915937\n", - "19213 79.74728335342633\n", - "19214 45.0478317864947\n", - "19215 38.861773399833275\n", - "19216 57.14002349432142\n", - "19217 12.981305702516941\n", - "Saved checkpoint for step 19220: ../models/ch4-softmax-netflix-sentiment.ckpt/ckpt-1922\n", - "loss 62.76\n", - "19218 62.756689289403056\n", - "19219 47.468655597786054\n", - "19220 6.243337990560606\n", - "19221 28.86799878165522\n", - "19222 74.29054177365809\n", - "19223 37.89701762386612\n", - "19224 13.566609108304652\n", - 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"text": [ - "26557 41.64442039453145\n", - "Saved checkpoint for step 26560: ../models/ch4-softmax-netflix-sentiment.ckpt/ckpt-2656\n", - "loss 8.56\n", - "26558 8.559633292808433\n", - "26559 39.51713898672401\n", - "26560 40.676634125341266\n", - "26561 3.675550331281212\n", - "26562 71.7403975584071\n", - "26563 8.910797321451046\n", - "26564 34.549845726358356\n", - "26565 36.61564499086499\n", - "26566 69.41060362781229\n", - "26567 16.722416416697698\n", - "Saved checkpoint for step 26570: ../models/ch4-softmax-netflix-sentiment.ckpt/ckpt-2657\n", - "loss 0.31\n", - "26568 0.3076340416217027\n", - "26569 4.714343417812123\n", - "26570 0.6773652730228876\n", - "26571 10.209518579247232\n", - "26572 36.45131980650056\n", - "26573 77.11887045715163\n", - "26574 45.322496335398654\n", - "26575 25.006246016865237\n", - "26576 6.446974909271278\n", - "26577 63.38877101739935\n", - "Saved checkpoint for step 26580: ../models/ch4-softmax-netflix-sentiment.ckpt/ckpt-2658\n", - "loss 41.35\n", - 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"loss 0.02\n", - "249978 0.018086872968106092\n", - "249979 69.09287079833315\n", - "249980 34.559318429848155\n", - "249981 34.55863024324018\n", - "249982 0.027666679896520618\n", - "249983 103.62828778333775\n", - "249984 34.54672125225784\n", - "249985 0.007866570392027192\n", - "249986 0.010218271740155358\n", - "249987 34.54866091926527\n", - "Saved checkpoint for step 249990: ../models/ch4-softmax-netflix-sentiment.ckpt/ckpt-24999\n", - "loss 34.56\n", - "249988 34.55512174735107\n", - "249989 0.010922442615530532\n", - "249990 0.017276145577244356\n", - "249991 0.016594064309346186\n", - "249992 69.09617711894987\n", - "249993 34.550304901542795\n", - "249994 34.55448259388636\n", - "249995 34.56719989618051\n", - "249996 34.54363120319906\n", - "249997 69.09348800911154\n", - "Saved checkpoint for step 250000: ../models/ch4-softmax-netflix-sentiment.ckpt/ckpt-25000\n", - "loss 69.09\n", - "249998 69.09089681782514\n", - "249999 0.024367148491229992\n", - "\n", - "w [[-3.04752669 3.04752669]\n", - " [-3.78032642 3.78032642]\n", - " [-2.76859287 2.76859287]\n", - " ...\n", - " [ 0.72674447 -0.72674447]\n", - " [ 6.1719659 -6.1719659 ]\n", - " [ 1.5024346 -1.5024346 ]]\n", - "b [ 0.39413364 -0.39413364]\n", - "tf.Tensor([False True True ... True True True], shape=(25000,), dtype=bool)\n", - "accuracy 0.83\n", - "Model saved in path: ../models/ch4-softmax-netflix-sentiment.ckpt/ckpt-25001\n" + "Model restored.\n", + "Pos review I think that this is a fantastic movie, it really \n", + "Neg review Man, this movie really sucked. It was terrible. I could not possibly watch this movie again!\n", + "Predict: tf.Tensor([[0.00190467 0.99809533]], shape=(1, 2), dtype=float64)\n", + "[1]\n", + "Predict: tf.Tensor([[1.00000000e+00 3.11204229e-10]], shape=(1, 2), dtype=float64)\n", + "[0]\n" ] } ], "source": [ - "for step in tqdm(range(training_epochs * train_size // batch_size)):\n", - " offset = (step * batch_size) % train_size\n", - " batch_xs = xs[offset:(offset + batch_size), :]\n", - " batch_labels = labels[offset:(offset + batch_size)]\n", - " err = train_step_s(model_s, batch_xs, batch_labels)\n", - " \n", - " ckpt_s.step.assign_add(1)\n", - " if int(ckpt_s.step) % 10 == 0:\n", - " save_path = manager_s.save()\n", - " print(\"Saved checkpoint for step {}: {}\".format(int(ckpt_s.step), save_path))\n", - " print(\"loss {:1.2f}\".format(err.numpy()))\n", - " \n", - " print (step, err.numpy()) \n", - "\n", - "W_val = model_s.W.numpy()\n", - "print('w', W_val)\n", - "b_val = model_s.b.numpy()\n", - "print('b', b_val)\n", - "predictions = correct_predictions(model_s, test_xs, test_labels)\n", - "print(predictions)\n", - "acc = accuracy(predictions).numpy()\n", - "print('accuracy {:.2f}'.format(acc))\n", - "save_path = manager_s.save()\n", - "print(\"Model saved in path: %s\" % save_path)" - ] - }, - { - "cell_type": "code", - "execution_count": 62, - "metadata": {}, - "outputs": [], - "source": [ - "def predict_softmax(test_review, vocab):\n", - " #clean the review\n", - " test_review_c = review_to_words(test_review)\n", - " \n", - " #create the test vocabulary and counts\n", - " n_vectorizer = CountVectorizer(analyzer = \"word\", \\\n", - " tokenizer = None, \\\n", - " preprocessor = None, \\\n", - " stop_words = None, \\\n", - " max_features = 5000) \n", - " ex_data_features = n_vectorizer.fit_transform([test_review_c])\n", - " ex_data_features = ex_data_features.toarray()\n", - " test_vocab = n_vectorizer.get_feature_names()\n", - " test_vocab_counts = ex_data_features.reshape(ex_data_features.shape[1])\n", - " \n", - " # figure out the intersection of the test vocabulary from the review with the actual full vocabulary\n", - " ind_dict = dict((k, i) for i, k in enumerate(vocab))\n", - " test_ind_dict = dict((k, i) for i, k in enumerate(test_vocab))\n", - " inter = set(ind_dict).intersection(test_vocab)\n", - " indices = [ ind_dict[x] for x in inter ]\n", - " test_indices = [test_ind_dict[x] for x in inter]\n", - " \n", - " # all zeros for the 5000 feature vec except for the overlap indices that we have counts for\n", - " test_feature_vec = np.zeros(train_data_features.shape[1])\n", - " for i in range(len(indices)):\n", - " test_feature_vec[indices[i]] = test_vocab_counts[test_indices[i]]\n", - "\n", - " predict = model_s([test_feature_vec])\n", - " print(\"Predict: \"+str(predict))\n", - " return np.argmax(predict, 1)\n", - " " + "print(\"Model restored.\") \n", + "print(\"Pos review \", new_pos_review)\n", + "print(\"Neg review \", new_neg_review)\n", + "print(predict_softmax(new_pos_review, vocab))\n", + "print(predict_softmax(new_neg_review, vocab))" ] }, { - "cell_type": "code", - "execution_count": 63, + "cell_type": "markdown", + "id": "cb50defb", "metadata": {}, - "outputs": [], "source": [ - "predict_vals = np.argmax(model_s(test_xs), 1)" + "# Listing 6.17" ] }, { "cell_type": "code", - "execution_count": 64, + "execution_count": 269, + "id": "0e5f436f", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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