From ed5ac147016742b79d1bd8db1dcf082793271b57 Mon Sep 17 00:00:00 2001 From: Yang Wang Date: Mon, 27 May 2019 14:46:02 +0800 Subject: [PATCH] fix data (#22) --- .../notebooks/basic_classification.ipynb | 184 +++++++++++------- 1 file changed, 113 insertions(+), 71 deletions(-) diff --git a/tensorflow/notebooks/basic_classification.ipynb b/tensorflow/notebooks/basic_classification.ipynb index 71240c7..7002b92 100644 --- a/tensorflow/notebooks/basic_classification.ipynb +++ b/tensorflow/notebooks/basic_classification.ipynb @@ -10,9 +10,36 @@ "##### Copyright 2018 The TensorFlow Authors, 2019 Analytics Zoo Authors." ] }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "env: SPARK_DRIVER_MEMORY=4g\n" + ] + } + ], + "source": [ + "%env SPARK_DRIVER_MEMORY=4g" + ] + }, { "cell_type": "code", "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "# !pip install tensorflow==1.10.0\n", + "# !pip install matplotlib" + ] + }, + { + "cell_type": "code", + "execution_count": 3, "metadata": { "cellView": "form", "colab": {}, @@ -36,7 +63,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "metadata": { "cellView": "form", "colab": {}, @@ -92,7 +119,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "metadata": { "colab": {}, "colab_type": "code", @@ -160,7 +187,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "metadata": { "colab": {}, "colab_type": "code", @@ -239,7 +266,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": { "colab": {}, "colab_type": "code", @@ -265,7 +292,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "metadata": { "colab": {}, "colab_type": "code", @@ -278,7 +305,7 @@ "(60000, 28, 28)" ] }, - "execution_count": 7, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -299,7 +326,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "metadata": { "colab": {}, "colab_type": "code", @@ -312,7 +339,7 @@ "60000" ] }, - "execution_count": 8, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -333,7 +360,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "metadata": { "colab": {}, "colab_type": "code", @@ -346,7 +373,7 @@ "array([9, 0, 0, ..., 3, 0, 5], dtype=uint8)" ] }, - "execution_count": 9, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } @@ -367,7 +394,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "metadata": { "colab": {}, "colab_type": "code", @@ -380,7 +407,7 @@ "(10000, 28, 28)" ] }, - "execution_count": 10, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -401,7 +428,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "metadata": { "colab": {}, "colab_type": "code", @@ -414,7 +441,7 @@ "10000" ] }, - "execution_count": 11, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -437,7 +464,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 13, "metadata": { "colab": {}, "colab_type": "code", @@ -446,12 +473,14 @@ "outputs": [ { "data": { - "image/png": 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+ "image/png": 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\n", 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" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -475,7 +504,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 14, "metadata": { "colab": {}, "colab_type": "code", @@ -500,7 +529,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 15, "metadata": { "colab": {}, "colab_type": "code", @@ -509,7 +538,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -558,7 +587,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 16, "metadata": { "colab": {}, "colab_type": "code", @@ -595,7 +624,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 17, "metadata": { "colab": {}, "colab_type": "code", @@ -617,22 +646,21 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Using /usr/local/spark-2.1.0-bin-hadoop2.6\n", - "Prepending /usr/local/spark-2.1.0-bin-hadoop2.6/python/lib/py4j-0.10.4-src.zip to sys.path\n", - "Prepending /usr/local/spark-2.1.0-bin-hadoop2.6/python/lib/pyspark.zip to sys.path\n", - "Prepending /home/bozhou/.pyenv/versions/3.5.4/lib/python3.5/site-packages/bigdl/share/conf/spark-bigdl.conf to sys.path\n" + "Prepending /home/yang/anaconda3/envs/py36/lib/python3.6/site-packages/bigdl/share/conf/spark-bigdl.conf to sys.path\n", + "Adding /home/yang/anaconda3/envs/py36/lib/python3.6/site-packages/zoo/share/lib/analytics-zoo-bigdl_0.8.0-spark_2.3.2-0.5.0-SNAPSHOT-jar-with-dependencies.jar to BIGDL_JARS\n", + "Prepending /home/yang/anaconda3/envs/py36/lib/python3.6/site-packages/zoo/share/conf/spark-analytics-zoo.conf to sys.path\n" ] } ], "source": [ - "from zoo.tfpark import KerasModel\n", + "from zoo.tfpark import KerasModel, TFDataset\n", "from zoo import init_nncontext\n", "# set up enviroment\n", "_ = init_nncontext()\n", @@ -660,7 +688,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 19, "metadata": { "colab": {}, "colab_type": "code", @@ -675,10 +703,10 @@ "creating: createZooKerasSparseCategoricalCrossEntropy\n", "creating: createLoss\n", "creating: createZooKerasSparseCategoricalAccuracy\n", - "WARNING:tensorflow:From /home/bozhou/00_Workspace/00_Zoo/my-analytics-zoo/pyzoo/zoo/util/tf.py:87: convert_variables_to_constants (from zoo.util.tf_graph_util) is deprecated and will be removed in a future version.\n", + "WARNING:tensorflow:From /home/yang/anaconda3/envs/py36/lib/python3.6/site-packages/zoo/util/tf.py:87: convert_variables_to_constants (from zoo.util.tf_graph_util) is deprecated and will be removed in a future version.\n", "Instructions for updating:\n", "Use `tf.compat.v1.graph_util.convert_variables_to_constants`\n", - "WARNING:tensorflow:From /home/bozhou/00_Workspace/00_Zoo/my-analytics-zoo/pyzoo/zoo/util/tf_graph_util.py:283: extract_sub_graph (from zoo.util.tf_graph_util) is deprecated and will be removed in a future version.\n", + "WARNING:tensorflow:From /home/yang/anaconda3/envs/py36/lib/python3.6/site-packages/zoo/util/tf_graph_util.py:283: extract_sub_graph (from zoo.util.tf_graph_util) is deprecated and will be removed in a future version.\n", "Instructions for updating:\n", "Use `tf.compat.v1.graph_util.extract_sub_graph`\n", "INFO:tensorflow:Froze 4 variables.\n", @@ -695,7 +723,10 @@ } ], "source": [ - "model.fit(train_images, train_labels, epochs=5, validation_data=(test_images, test_labels), batch_size=280, distributed=True)" + "dataset = TFDataset.from_ndarrays((train_images, train_labels),\n", + " batch_size=160,\n", + " val_tensors=(test_images, test_labels))\n", + "model.fit(dataset, epochs=5)" ] }, { @@ -705,7 +736,7 @@ "id": "W3ZVOhugCaXA" }, "source": [ - "As the model trains, the loss and accuracy metrics are displayed. This model reaches an accuracy of about 0.88 (or 88%) on the training data." + "As the model trains, the loss and accuracy metrics are displayed. This model reaches an accuracy of about 0.86 (or 86%) on the training data." ] }, { @@ -722,7 +753,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 20, "metadata": { "colab": {}, "colab_type": "code", @@ -739,7 +770,7 @@ "creating: createZooKerasSparseCategoricalCrossEntropy\n", "creating: createLoss\n", "creating: createZooKerasSparseCategoricalAccuracy\n", - "Test accuracy: 0.8578000068664551\n" + "Test accuracy: 0.8608999848365784\n" ] } ], @@ -749,16 +780,6 @@ "print('Test accuracy:', test_acc)" ] }, - { - "cell_type": "markdown", - "metadata": { - "colab_type": "text", - "id": "yWfgsmVXCaXG" - }, - "source": [ - "It turns out, the accuracy on the test dataset is a little less than the accuracy on the training dataset. This gap between training accuracy and test accuracy is an example of *overfitting*. Overfitting is when a machine learning model performs worse on new data than on their training data." - ] - }, { "cell_type": "markdown", "metadata": { @@ -773,7 +794,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 21, "metadata": { "colab": {}, "colab_type": "code", @@ -806,7 +827,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 22, "metadata": { "colab": {}, "colab_type": "code", @@ -816,12 +837,12 @@ { "data": { "text/plain": [ - "array([3.3856279e-05, 8.4449675e-10, 1.5194362e-05, 6.8027121e-06,\n", - " 4.6997030e-07, 1.9551057e-03, 1.8375556e-05, 7.8675352e-02,\n", - " 4.9404154e-04, 9.1880077e-01], dtype=float32)" + "array([5.0464441e-06, 2.8245449e-08, 3.7241246e-06, 1.3102062e-06,\n", + " 3.4668458e-06, 7.1749002e-02, 3.8643364e-05, 1.4251211e-02,\n", + " 9.8233577e-05, 9.1384935e-01], dtype=float32)" ] }, - "execution_count": 21, + "execution_count": 22, "metadata": {}, "output_type": "execute_result" } @@ -842,7 +863,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 23, "metadata": { "colab": {}, "colab_type": "code", @@ -855,7 +876,7 @@ "9" ] }, - "execution_count": 22, + "execution_count": 23, "metadata": {}, "output_type": "execute_result" } @@ -876,7 +897,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 24, "metadata": { "colab": {}, "colab_type": "code", @@ -889,7 +910,7 @@ "9" ] }, - "execution_count": 23, + "execution_count": 24, "metadata": {}, "output_type": "execute_result" } @@ -910,7 +931,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 25, "metadata": { "colab": {}, "colab_type": "code", @@ -962,7 +983,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 26, "metadata": { "colab": {}, "colab_type": "code", @@ -971,7 +992,7 @@ "outputs": [ { "data": { - "image/png": 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"text/plain": [ "
" ] @@ -992,7 +1013,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 27, "metadata": { "colab": {}, "colab_type": "code", @@ -1001,7 +1022,7 @@ "outputs": [ { "data": { - "image/png": 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" ] @@ -1032,7 +1053,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 28, "metadata": { "colab": {}, "colab_type": "code", @@ -1041,7 +1062,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1077,7 +1098,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 29, "metadata": { "colab": {}, "colab_type": "code", @@ -1111,7 +1132,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 30, "metadata": { "colab": {}, "colab_type": "code", @@ -1145,7 +1166,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 31, "metadata": { "colab": {}, "colab_type": "code", @@ -1156,8 +1177,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "[[3.3856282e-05 8.4449520e-10 1.5194320e-05 6.8027125e-06 4.6996948e-07\n", - " 1.9551059e-03 1.8375524e-05 7.8675248e-02 4.9404090e-04 9.1880089e-01]]\n" + "[[5.0464437e-06 2.8245445e-08 3.7241239e-06 1.3102086e-06 3.4668453e-06\n", + " 7.1749061e-02 3.8643360e-05 1.4251209e-02 9.8233468e-05 9.1384923e-01]]\n" ] } ], @@ -1169,7 +1190,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 32, "metadata": { "colab": {}, "colab_type": "code", @@ -1178,12 +1199,14 @@ "outputs": [ { "data": { - "image/png": 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\n", 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" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -1205,7 +1228,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 33, "metadata": { "colab": {}, "colab_type": "code", @@ -1234,6 +1257,13 @@ "source": [ "And, as before, the model predicts a label of 9." ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { @@ -1249,6 +1279,18 @@ "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": "3.6.8" } }, "nbformat": 4,