{ "cells": [ { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "from __future__ import absolute_import\n", "from __future__ import division\n", "from __future__ import print_function\n", "\n", "# Imports\n", "import numpy as np\n", "import tensorflow as tf\n", "\n", "tf.logging.set_verbosity(tf.logging.INFO)\n", "\n", "# Our application logic will be added here\n" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "if __name__ == \"__main__\":\n", " tf.app.run()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- Conv layer #1 : 32 5x5 filters, ReLU\n", "- Pooling layer #1 : 2x2 filter, stride 2\n", "- Conv layer #2 : 64 5x5, ReLU\n", "- Pooling layer #2 : 2x2 filter, stride 2\n", "- Dense Layer #1 : 1024, with dropout regularization rate of 0.4\n", "- Dense layer #2(logit) : 10 neurons, one for each digit target class" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- ```tf.layer``` module\n", " - conv2d()\n", " - max_pooling2d()\n", " - dense()" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [], "source": [ "def cnn_model_fn(features, labels, mode):\n", " input_layer = tf.reshape(features[\"x\"], [-1, 28, 28, 1])\n", " \n", " conv1 = tf.layers.conv2d(\n", " inputs=input_layer,\n", " filters=32, \n", " kernel_size=[5, 5],\n", " padding=\"same\",\n", " activation=tf.nn.relu)\n", " \n", " pool1 = tf.layers.max_pooling2d(inputs=conv1, pool_size=[2, 2],\n", " strides=2)\n", " \n", " conv2 = tf.layers.conv2d(inputs=pool1, filters=64, kernel_size=[5, 5],\n", " padding=\"same\", activation=tf.nn.relu)\n", " \n", " pool2 = tf.layers.max_pooling2d(inputs=conv2, pool_size=[2, 2], \n", " strides=2)\n", " \n", " pool2_float = tf.reshape(pool2, [-1, 7 * 7 * 64])\n", " dense = tf.layers.dense(inputs=pool2_float, units=1024, activation=tf.nn.relu)\n", " \n", " dropout = tf.layers.dropout(\n", " inputs=dense, rate=0.4, training=mode == tf.estimator.ModeKeys.TRAIN)\n", " \n", " # tf.estimator.ModeKeys.TRAIN은 torch의 model.eval()이런식으로 모드 설정하는 거인듯\n", " \n", " logits = tf.layers.dense(inputs=dropout, units=10)\n", " \n", " predictions = {\n", " \"classes\" : tf.argmax(input=logits, axis=1),\n", " \"probabilities\": tf.nn.softmax(logits, name=\"softmax_tensor\")\n", " }\n", " \n", " if mode == tf.estimator.ModeKeys.PREDICT:\n", " return tf.estimator.EstimatorSpec(mode=mode, predictions=predictions)\n", " \n", " # Calculate Loss\n", " loss = tf.losses.sparse_softmax_cross_entropy(labels=labels, logits=logits)\n", " \n", " # Configure the Training Op\n", " if mode == tf.estimator.ModeKeys.TRAIN:\n", " optimizer = tf.train.GradientDescentOptimizer(learning_rate=0.001)\n", " train_op = optimizer.minimize(loss=loss, global_step=tf.train.get_global_step())\n", " return tf.estimator.EstimatorSpec(mode=mode, loss=loss, train_op=train_op)\n", " \n", " # Add evaluation metrics\n", " eval_metric_ops = {\n", " \"accuracy\": tf.metrics.accuracy(labels=labels, predictions=predictions[\"classes\"])\n", " }\n", " return tf.estimator.EstimatorSpec(mode=mode, loss=loss, eval_metric_ops=eval_metric_ops)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 데이터 로드" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Extracting MNIST-data/train-images-idx3-ubyte.gz\n", "Extracting MNIST-data/train-labels-idx1-ubyte.gz\n", "Extracting MNIST-data/t10k-images-idx3-ubyte.gz\n", "Extracting MNIST-data/t10k-labels-idx1-ubyte.gz\n" ] } ], "source": [ "mnist = tf.contrib.learn.datasets.load_dataset(\"mnist\")" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "train_data = mnist.train.images\n", "train_labels = np.asarray(mnist.train.labels, dtype=np.int32)\n", "eval_data = mnist.test.images \n", "eval_labels = np.asarray(mnist.test.labels, dtype=np.int32)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Create Estimator" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "INFO:tensorflow:Using default config.\n", "INFO:tensorflow:Using config: {'_model_dir': './tmp/mnist_convnet', '_tf_random_seed': None, '_save_summary_steps': 100, '_save_checkpoints_steps': None, '_save_checkpoints_secs': 600, '_session_config': None, '_keep_checkpoint_max': 5, '_keep_checkpoint_every_n_hours': 10000, '_log_step_count_steps': 100, '_service': None, '_cluster_spec': , '_task_type': 'worker', '_task_id': 0, '_global_id_in_cluster': 0, '_master': '', '_evaluation_master': '', '_is_chief': True, '_num_ps_replicas': 0, '_num_worker_replicas': 1}\n" ] } ], "source": [ "mnist_classifier = tf.estimator.Estimator(model_fn=cnn_model_fn,\n", " model_dir=\"./tmp/mnist_convnet\")" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "tensors_to_log = {\"probabilities\": \"softmax_tensor\"}" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "logging_hook = tf.train.LoggingTensorHook(tensors=tensors_to_log, every_n_iter=50)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Train model" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "INFO:tensorflow:Calling model_fn.\n", "INFO:tensorflow:Done calling model_fn.\n", "INFO:tensorflow:Create CheckpointSaverHook.\n", "INFO:tensorflow:Graph was finalized.\n", "INFO:tensorflow:Restoring parameters from ./tmp/mnist_convnet/model.ckpt-1001\n", "INFO:tensorflow:Running local_init_op.\n", "INFO:tensorflow:Done running local_init_op.\n", "INFO:tensorflow:Saving checkpoints for 1002 into ./tmp/mnist_convnet/model.ckpt.\n", "INFO:tensorflow:probabilities = [[0.11338685 0.09804438 0.09890077 0.1117065 0.07914215 0.07233851\n", " 0.08831937 0.13013196 0.11888047 0.08914905]\n", " [0.22139575 0.05808267 0.09177575 0.07665692 0.09406486 0.08683248\n", " 0.08625443 0.10678002 0.10833846 0.06981861]\n", " [0.11615231 0.07444749 0.14457642 0.12676916 0.05408325 0.07599274\n", " 0.1208808 0.09906986 0.10929695 0.07873105]\n", " [0.08268923 0.13844332 0.0864806 0.09997054 0.09561279 0.08240425\n", " 0.09143864 0.1278395 0.11244019 0.08268098]\n", " [0.09177832 0.09889837 0.09478105 0.13449706 0.05284803 0.07709189\n", " 0.08062644 0.11922047 0.11919148 0.13106683]\n", " [0.10187744 0.10331663 0.13704985 0.11388707 0.07352804 0.1046637\n", " 0.06662688 0.09303999 0.13865963 0.06735083]\n", " [0.16076854 0.05821931 0.09130667 0.12933218 0.07568026 0.07527408\n", " 0.11567155 0.08510763 0.10846109 0.10017867]\n", " [0.08508217 0.14869657 0.10053712 0.11405463 0.08821614 0.08523978\n", " 0.08004794 0.10149274 0.1148034 0.08182939]\n", " [0.0918432 0.12245116 0.0987784 0.10824365 0.08327083 0.08828124\n", " 0.10470358 0.10238957 0.09670109 0.10333731]\n", " [0.09484873 0.11757579 0.09855679 0.12367453 0.08256917 0.09662069\n", " 0.08046544 0.08996408 0.13767375 0.0780511 ]\n", " [0.08043959 0.14416663 0.07430806 0.08698132 0.07885323 0.06096855\n", " 0.09306789 0.14400056 0.13526766 0.10194651]\n", " [0.08257961 0.12263133 0.12595083 0.11569831 0.08396067 0.07599667\n", " 0.10709302 0.10054224 0.10089301 0.0846544 ]\n", " [0.12166583 0.06759088 0.09276823 0.10971145 0.08873426 0.10202388\n", " 0.15363224 0.09159779 0.08340329 0.08887211]\n", " [0.11474366 0.07848103 0.10267199 0.11629505 0.09586171 0.10269718\n", " 0.09320264 0.09733242 0.0947903 0.10392402]\n", " [0.12356327 0.07825694 0.05124159 0.10713835 0.08408621 0.11702555\n", " 0.13827994 0.09142962 0.09980436 0.10917413]\n", " [0.09691569 0.09235982 0.11930437 0.11827627 0.06819164 0.07118224\n", " 0.14330105 0.07659411 0.0901597 0.12371504]\n", " [0.08589441 0.1219188 0.132032 0.09593271 0.07604334 0.08816691\n", " 0.11623184 0.08061042 0.09683394 0.10633568]\n", " [0.07550044 0.10738494 0.14511634 0.09525498 0.09831186 0.06030507\n", " 0.0525965 0.10207383 0.16889659 0.09455945]\n", " [0.21779482 0.06948666 0.08910336 0.1390427 0.07823361 0.075555\n", " 0.06956045 0.09190026 0.09021136 0.07911175]\n", " [0.09382123 0.08486894 0.08815972 0.10768499 0.06967661 0.08183032\n", " 0.12344966 0.09257293 0.16322494 0.09471068]\n", " [0.13059762 0.07014412 0.05045631 0.11926629 0.11858928 0.11810543\n", " 0.07867745 0.10123684 0.10166313 0.1112635 ]\n", " [0.13771492 0.08211878 0.08329058 0.13278687 0.08320352 0.10884973\n", " 0.0791411 0.10020524 0.10208502 0.09060425]\n", " [0.07980653 0.07050902 0.06708357 0.10967667 0.08890712 0.0711394\n", " 0.12696719 0.12650369 0.11645841 0.14294848]\n", " [0.13998917 0.06450316 0.15499482 0.11546256 0.06430539 0.07816881\n", " 0.07071226 0.066471 0.12631997 0.11907285]\n", " [0.0826863 0.08102078 0.11148445 0.10008637 0.0861274 0.07486349\n", " 0.09222771 0.13268957 0.13398579 0.10482818]\n", " [0.07698245 0.14171158 0.12484141 0.09810168 0.09878869 0.06354214\n", " 0.08284745 0.10863838 0.12513264 0.0794135 ]\n", " [0.1561911 0.07961719 0.10897263 0.12761079 0.06797151 0.09513644\n", " 0.08373155 0.08307945 0.0905386 0.10715077]\n", " [0.18132675 0.04757369 0.09003867 0.13028379 0.06106594 0.15602556\n", " 0.09194314 0.09073315 0.07307867 0.07793067]\n", " [0.06561461 0.1605439 0.09749294 0.09056854 0.08165593 0.07297288\n", " 0.09985 0.10786113 0.12084561 0.10259441]\n", " [0.07752796 0.08493067 0.10750761 0.10115035 0.08813249 0.07582571\n", " 0.13140304 0.10619282 0.13211931 0.09521002]\n", " [0.09663314 0.10071499 0.08828539 0.08987425 0.09717222 0.06017067\n", " 0.06911607 0.15810217 0.11680692 0.12312407]\n", " [0.24862705 0.05077171 0.08352688 0.09663731 0.0969068 0.08279066\n", " 0.08853093 0.05478604 0.1194138 0.07800879]\n", " [0.08119791 0.10018967 0.11012539 0.1048343 0.12029203 0.0754275\n", " 0.05208788 0.11879436 0.15482771 0.08222329]\n", " [0.13514197 0.06755431 0.15787509 0.08744654 0.08040819 0.07779302\n", " 0.1213058 0.06635059 0.14432114 0.06180331]\n", " [0.09523931 0.06656674 0.07365992 0.10152103 0.08274774 0.07669316\n", " 0.07391293 0.16265911 0.1462224 0.12077761]\n", " [0.12012935 0.09518334 0.11266841 0.18675698 0.04097229 0.0871588\n", " 0.07639662 0.08491898 0.09917777 0.09663744]\n", " [0.09551977 0.09590484 0.08239593 0.11219456 0.0768993 0.09584185\n", " 0.10951816 0.11579495 0.09316893 0.1227617 ]\n", " [0.09598371 0.06531847 0.08766352 0.08673359 0.09410799 0.07329024\n", " 0.16487926 0.11025061 0.079702 0.14207065]\n", " [0.099819 0.0778956 0.08254387 0.09950619 0.1314521 0.07338087\n", " 0.10537025 0.08093321 0.12074677 0.12835218]\n", " [0.0841736 0.08521798 0.15150453 0.1057842 0.06371929 0.05975828\n", " 0.18744542 0.07397951 0.11607373 0.07234345]\n", " [0.08642764 0.13002466 0.07817898 0.11746171 0.06811138 0.07375653\n", " 0.09423599 0.14005215 0.09578186 0.11596906]\n", " [0.09230512 0.08136062 0.09941987 0.14550808 0.07231751 0.07259682\n", " 0.1350318 0.09571955 0.12411238 0.08162838]\n", " [0.07735679 0.13789459 0.14133708 0.11954904 0.09934349 0.06608195\n", " 0.06806384 0.09209233 0.12880732 0.0694736 ]\n", " [0.09846767 0.08574342 0.16932057 0.12811178 0.07107797 0.09790679\n", " 0.08165501 0.08336113 0.13220613 0.05214965]\n", " [0.11386367 0.05743759 0.10230051 0.08309392 0.1068168 0.07360968\n", " 0.15257505 0.07337793 0.08975129 0.1471735 ]\n", " [0.10957089 0.10474488 0.12657742 0.17272004 0.04794599 0.0863817\n", " 0.08312234 0.0763113 0.09959174 0.0930337 ]\n", " [0.10738032 0.07386501 0.11886766 0.0819855 0.11537607 0.09211771\n", " 0.1291219 0.0855571 0.10113116 0.0945975 ]\n", " [0.09604684 0.07876688 0.12349106 0.10525475 0.10154198 0.0617447\n", " 0.17201763 0.09395444 0.10354082 0.06364094]\n", " [0.10298137 0.08323184 0.06752984 0.11254833 0.10524849 0.07294169\n", " 0.1157759 0.16328575 0.08238409 0.09407268]\n", " [0.12746164 0.06376966 0.08847037 0.11433598 0.08093873 0.09278189\n", " 0.07052558 0.15558936 0.10939893 0.09672792]\n", " [0.08866859 0.08822168 0.12388859 0.1239213 0.07941786 0.08119886\n", " 0.08940739 0.09005069 0.12283751 0.11238752]\n", " [0.09050182 0.08231677 0.05951655 0.08737974 0.10228699 0.07917969\n", " 0.06138173 0.23624323 0.10427647 0.096917 ]\n", " [0.09560774 0.09919094 0.10915698 0.10671584 0.0823468 0.08567991\n", " 0.1008815 0.1276981 0.10884101 0.08388114]\n", " [0.09294408 0.10868137 0.19041137 0.12821582 0.06882223 0.05943727\n", " 0.12824653 0.07560498 0.09410849 0.0535279 ]\n", " [0.09306623 0.06088133 0.15665682 0.14783977 0.0736609 0.07318844\n", " 0.07696944 0.09469956 0.15560868 0.06742884]\n", " [0.14127617 0.0971595 0.0883195 0.10780746 0.08684333 0.05492933\n", " 0.13973737 0.09354623 0.116451 0.07393005]\n", " [0.12377025 0.07064363 0.08003926 0.13567778 0.08016121 0.1089071\n", " 0.09496258 0.09572397 0.11890899 0.09120516]\n", " [0.07964527 0.11405322 0.09025119 0.12882914 0.05915728 0.10172187\n", " 0.12130959 0.0764827 0.12155101 0.10699873]\n", " [0.1631347 0.05965457 0.07810543 0.122379 0.08328184 0.12685117\n", " 0.11822197 0.07245333 0.08725707 0.08866087]\n", " [0.1382966 0.12019514 0.17847645 0.08785928 0.09221513 0.07572778\n", " 0.06151564 0.05489689 0.11944793 0.07136913]\n", " [0.10340561 0.06445 0.2399121 0.11246215 0.06175784 0.04454454\n", " 0.13192703 0.06933481 0.11392193 0.05828394]\n", " [0.0805429 0.10132785 0.09895985 0.12282661 0.08602086 0.07463814\n", " 0.10122404 0.11466237 0.08723775 0.1325596 ]\n", " [0.08473702 0.13434285 0.12422097 0.0790988 0.10136268 0.06754839\n", " 0.08188773 0.10870038 0.15064251 0.06745865]\n", " [0.30211878 0.02814972 0.11377742 0.09152924 0.09342549 0.08268802\n", " 0.06302341 0.07577752 0.08243437 0.06707601]\n", " [0.14946182 0.0692104 0.09758387 0.10343045 0.11787786 0.07384203\n", " 0.07566959 0.09750728 0.12259145 0.09282527]\n", " [0.1185739 0.06511736 0.10790978 0.13994579 0.07150307 0.08882479\n", " 0.0629316 0.09809911 0.1443348 0.10275982]\n", " [0.10443227 0.10463256 0.08535965 0.13818431 0.07461721 0.08916222\n", " 0.14786556 0.08628551 0.08815559 0.08130518]\n", " [0.10353135 0.10817298 0.06853378 0.11274073 0.0823989 0.09127304\n", " 0.09432203 0.08521984 0.12044108 0.1333663 ]\n", " [0.10152251 0.0911381 0.10612787 0.10565129 0.10222714 0.08248166\n", " 0.07075726 0.09415888 0.12456622 0.12136906]\n", " [0.12589487 0.08859321 0.08859199 0.19831966 0.06311959 0.0884299\n", " 0.08895984 0.0754446 0.1011052 0.08154115]\n", " [0.11193266 0.06605123 0.12808996 0.09571594 0.09612551 0.07268456\n", " 0.14736074 0.09307256 0.08803996 0.10092695]\n", " [0.08353166 0.08568657 0.12677808 0.09797023 0.0820011 0.07151872\n", " 0.1583154 0.06882948 0.13506538 0.09030332]\n", " [0.09246819 0.0861426 0.13663927 0.11422946 0.0886565 0.07209352\n", " 0.10077081 0.0681399 0.14870337 0.09215639]\n", " [0.09895051 0.09971283 0.09708827 0.11445803 0.06191577 0.13914375\n", " 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0.10898115 0.07446424 0.08132571\n", " 0.11896306 0.0837732 0.13154925 0.1391518 ]\n", " [0.3654829 0.03462183 0.10445749 0.07267629 0.05109349 0.04535807\n", " 0.08473971 0.09327805 0.09606548 0.05222669]\n", " [0.1933334 0.0581289 0.06375798 0.11120854 0.07171056 0.16110837\n", " 0.11033297 0.07913118 0.08770238 0.06358571]\n", " [0.17012906 0.03642347 0.12797178 0.08191529 0.09183481 0.06747624\n", " 0.10346479 0.11488008 0.10667373 0.09923081]\n", " [0.05469463 0.0526594 0.04259486 0.09311835 0.05735466 0.13919947\n", " 0.04129727 0.2611269 0.11175787 0.14619659]\n", " [0.10653512 0.0447245 0.03413583 0.11499287 0.03864232 0.07270565\n", " 0.04234726 0.3441916 0.04783871 0.15388611]] (8.412 sec)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "INFO:tensorflow:global_step/sec: 6.26865\n", "INFO:tensorflow:probabilities = [[0.03065266 0.15774599 0.08759867 0.07938495 0.06116116 0.05332171\n", " 0.04909429 0.21708821 0.16781099 0.09614144]\n", " [0.09098861 0.10742773 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0.08141612\n", " 0.04034632 0.39237243 0.09426597 0.22530125]\n", " [0.04413869 0.08043998 0.57545406 0.10767985 0.01385157 0.03380204\n", " 0.08179537 0.0178125 0.02398084 0.02104503]\n", " [0.08511446 0.00927147 0.09559063 0.45620802 0.02164826 0.07631088\n", " 0.12467908 0.03482274 0.08249147 0.01386291]\n", " [0.01903111 0.1441115 0.09403684 0.06526336 0.17299694 0.05370665\n", " 0.06471255 0.0740727 0.14960803 0.16246036]\n", " [0.2790844 0.00515999 0.21229696 0.01594064 0.08270316 0.03021117\n", " 0.28775707 0.02371636 0.02205907 0.04107118]\n", " [0.06443863 0.03752144 0.01164756 0.08229044 0.02397944 0.05748025\n", " 0.04503828 0.47342223 0.03589552 0.16828632]\n", " [0.5488477 0.00882276 0.09379407 0.04502199 0.06226235 0.06018086\n", " 0.09248568 0.01884822 0.03908076 0.03065572]\n", " [0.13558838 0.01430334 0.5273971 0.05723446 0.10477284 0.01736756\n", " 0.04227348 0.01232369 0.06381512 0.02492417]\n", " [0.10956371 0.01493443 0.02117053 0.05148714 0.17178984 0.10557429\n", " 0.15548885 0.12075293 0.08775108 0.1614872 ]\n", " [0.05976646 0.00480998 0.5723097 0.08135937 0.05019626 0.07982139\n", " 0.07103972 0.01440397 0.03782158 0.02847166]\n", " [0.03828107 0.43303695 0.05324792 0.0733687 0.04757559 0.06766553\n", " 0.04879266 0.07827494 0.10182157 0.05793509]\n", " [0.25054094 0.03759658 0.1092296 0.05761085 0.16798013 0.04873633\n", " 0.11236033 0.08521051 0.07416987 0.05656491]\n", " [0.16403018 0.01084304 0.5423827 0.0313963 0.08911469 0.01448443\n", " 0.08120651 0.00425385 0.03051238 0.03177597]\n", " [0.14024638 0.02983063 0.10099523 0.09945658 0.13733716 0.06741727\n", " 0.21343991 0.05651506 0.06134399 0.09341781]] (7.961 sec)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "INFO:tensorflow:Saving checkpoints for 1501 into ./tmp/mnist_convnet/model.ckpt.\n", "INFO:tensorflow:Loss for final step: 1.3285202.\n", "CPU times: user 4min 30s, sys: 56.6 s, total: 5min 26s\n", "Wall time: 1min 20s\n" ] } ], "source": [ "%%time\n", "train_input_fn = tf.estimator.inputs.numpy_input_fn(\n", " x={\"x\":train_data},\n", " y=train_labels,\n", " batch_size=100,\n", " num_epochs=None,\n", " shuffle=True)\n", "mnist_classifier.train(input_fn=train_input_fn, steps=500, hooks=[logging_hook])" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [], "source": [ "eval_input_fn = tf.estimator.inputs.numpy_input_fn(\n", " x={\"x\": eval_data},\n", " y=eval_labels,\n", " num_epochs=1,\n", " shuffle=False)" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "INFO:tensorflow:Calling model_fn.\n", "INFO:tensorflow:Done calling model_fn.\n", "INFO:tensorflow:Starting evaluation at 2018-05-23-06:54:42\n", "INFO:tensorflow:Graph was finalized.\n", "INFO:tensorflow:Restoring parameters from ./tmp/mnist_convnet/model.ckpt-1501\n", "INFO:tensorflow:Running local_init_op.\n", "INFO:tensorflow:Done running local_init_op.\n", "INFO:tensorflow:Finished evaluation at 2018-05-23-06:54:47\n", "INFO:tensorflow:Saving dict for global step 1501: accuracy = 0.7702, global_step = 1501, loss = 1.2170701\n", "{'accuracy': 0.7702, 'loss': 1.2170701, 'global_step': 1501}\n" ] } ], "source": [ "eval_results = mnist_classifier.evaluate(input_fn=eval_input_fn)\n", "print(eval_results)" ] }, { "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" }, "varInspector": { "cols": { "lenName": 16, "lenType": 16, "lenVar": 40 }, "kernels_config": { "python": { "delete_cmd_postfix": "", "delete_cmd_prefix": "del ", "library": "var_list.py", "varRefreshCmd": 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