diff --git a/nncw.ipynb b/nncw.ipynb index 250b456..8f034ee 100644 --- a/nncw.ipynb +++ b/nncw.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 145, + "execution_count": 1, "metadata": { "executionInfo": { "elapsed": 2450, @@ -17,16 +17,7 @@ }, "id": "TGIxH9Tmt5zp" }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "The tensorboard extension is already loaded. To reload it, use:\n", - " %reload_ext tensorboard\n" - ] - } - ], + "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", @@ -43,9 +34,7 @@ "\n", "from sklearn.model_selection import train_test_split\n", "\n", - "fig_dpi = 500\n", - "\n", - "%load_ext tensorboard" + "fig_dpi = 70" ] }, { @@ -70,7 +59,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 4, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -256,7 +245,7 @@ "max 1.000000 1.000000 1.000000 " ] }, - "execution_count": 7, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -271,7 +260,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 31, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -356,7 +345,7 @@ "4 1 0" ] }, - "execution_count": 3, + "execution_count": 31, "metadata": {}, "output_type": "execute_result" } @@ -428,7 +417,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 5, "metadata": { "executionInfo": { "elapsed": 2604, @@ -461,7 +450,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 6, "metadata": { "executionInfo": { "elapsed": 2598, @@ -509,7 +498,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 60, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -533,13 +522,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "Model: \"sequential\"\n", + "Model: \"sequential_1\"\n", "_________________________________________________________________\n", "Layer (type) Output Shape Param # \n", "=================================================================\n", - "dense (Dense) (None, 9) 90 \n", + "dense_2 (Dense) (None, 9) 90 \n", "_________________________________________________________________\n", - "dense_1 (Dense) (None, 2) 20 \n", + "dense_3 (Dense) (None, 2) 20 \n", "=================================================================\n", "Total params: 110\n", "Trainable params: 110\n", @@ -567,7 +556,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 61, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -592,35 +581,35 @@ "output_type": "stream", "text": [ "Epoch 1/5\n", - "11/11 [==============================] - 1s 2ms/step - loss: 0.7427 - accuracy: 0.6265\n", + "11/11 [==============================] - 1s 2ms/step - loss: 0.6257 - accuracy: 0.6607\n", "Epoch 2/5\n", - "11/11 [==============================] - 0s 2ms/step - loss: 0.6953 - accuracy: 0.6543\n", + "11/11 [==============================] - 0s 3ms/step - loss: 0.6226 - accuracy: 0.6651\n", "Epoch 3/5\n", - "11/11 [==============================] - 0s 2ms/step - loss: 0.7317 - accuracy: 0.6061\n", + "11/11 [==============================] - 0s 2ms/step - loss: 0.6326 - accuracy: 0.6424\n", "Epoch 4/5\n", - "11/11 [==============================] - 0s 3ms/step - loss: 0.6081 - accuracy: 0.7133\n", + "11/11 [==============================] - 0s 3ms/step - loss: 0.6158 - accuracy: 0.6696\n", "Epoch 5/5\n", - "11/11 [==============================] - 0s 2ms/step - loss: 0.6659 - accuracy: 0.6554\n" + "11/11 [==============================] - 0s 2ms/step - loss: 0.6228 - accuracy: 0.6534\n" ] }, { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 7, + "execution_count": 61, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "model.fit(data_train, labels_train, epochs=5)" + "model.fit(data_train.to_numpy(), labels_train.to_numpy(), epochs=5)" ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 62, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -646,7 +635,7 @@ "['loss', 'accuracy']" ] }, - "execution_count": 10, + "execution_count": 62, "metadata": {}, "output_type": "execute_result" } @@ -657,7 +646,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 63, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -683,7 +672,7 @@ "" ] }, - "execution_count": 11, + "execution_count": 63, "metadata": {}, "output_type": "execute_result" } @@ -695,7 +684,10 @@ { "cell_type": "markdown", "metadata": { - "id": "z7bn8pKTAynt" + "id": "z7bn8pKTAynt", + "tags": [ + "exp1" + ] }, "source": [ "# Experiment 1\n", @@ -714,7 +706,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 64, "metadata": { "executionInfo": { "elapsed": 11274, @@ -727,12 +719,18 @@ }, "user_tz": 0 }, - "id": "mYWhCSW4A57V" + "id": "mYWhCSW4A57V", + "tags": [ + "exp1", + "exp-func" + ] }, "outputs": [], "source": [ - "hidden_nodes = [2, 8, 16, 24, 32]\n", - "epochs = [1, 2, 4, 8, 16, 32, 64, 100, 150, 200]\n", + "# hidden_nodes = [2, 8, 16, 24, 32]\n", + "# epochs = [1, 2, 4, 8, 16, 32, 64, 100, 150, 200]\n", + "hidden_nodes = [2, 8, 16]\n", + "epochs = [1, 2, 4, 8]\n", "\n", "def evaluate_parameters(hidden_nodes=hidden_nodes, \n", " epochs=epochs, \n", @@ -746,6 +744,7 @@ " verbose=0,\n", " print_params=True,\n", " return_model=True,\n", + " run_eagerly=False,\n", " \n", " dtrain=data_train,\n", " dtest=data_test,\n", @@ -760,20 +759,27 @@ " model.compile(\n", " optimizer=optimizer(),\n", " loss=loss(),\n", - " metrics=metrics\n", + " metrics=metrics,\n", + " run_eagerly=run_eagerly\n", " )\n", " \n", " response = {\"nodes\": hn, \n", " \"epochs\": e,\n", - " \"history\": model.fit(dtrain, \n", - " ltrain, \n", + " ##############\n", + " ## TRAIN\n", + " ##############\n", + " \"history\": model.fit(dtrain.to_numpy(), \n", + " ltrain.to_numpy(), \n", " epochs=e, \n", " verbose=verbose,\n", " \n", " callbacks=callbacks,\n", " validation_split=validation_split).history,\n", - " \"results\": model.evaluate(dtest, \n", - " ltest, \n", + " ##############\n", + " ## TEST\n", + " ##############\n", + " \"results\": model.evaluate(dtest.to_numpy(), \n", + " ltest.to_numpy(), \n", " batch_size=batch_size, \n", " verbose=verbose),\n", " \"optimizer\": model.optimizer.get_config(),\n", @@ -790,7 +796,10 @@ { "cell_type": "markdown", "metadata": { - "id": "r-63V9qb-i4w" + "id": "r-63V9qb-i4w", + "tags": [ + "exp1" + ] }, "source": [ "## Single Iteration\n", @@ -799,7 +808,7 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": 65, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -816,7 +825,10 @@ "user_tz": 0 }, "id": "ZmGFkE9y8E4H", - "outputId": "243fb136-bc07-4438-afb7-f2d21758168d" + "outputId": "243fb136-bc07-4438-afb7-f2d21758168d", + "tags": [ + "exp1" + ] }, "outputs": [ { @@ -827,69 +839,32 @@ "Nodes: 2, Epochs: 2\n", "Nodes: 2, Epochs: 4\n", "Nodes: 2, Epochs: 8\n", - "Nodes: 2, Epochs: 16\n", - "Nodes: 2, Epochs: 32\n", - "Nodes: 2, Epochs: 64\n", - "Nodes: 2, Epochs: 100\n", - "Nodes: 2, Epochs: 150\n", - "Nodes: 2, Epochs: 200\n", "Nodes: 8, Epochs: 1\n", "Nodes: 8, Epochs: 2\n", "Nodes: 8, Epochs: 4\n", "Nodes: 8, Epochs: 8\n", - "Nodes: 8, Epochs: 16\n", - "Nodes: 8, Epochs: 32\n", - "Nodes: 8, Epochs: 64\n", - "Nodes: 8, Epochs: 100\n", - "Nodes: 8, Epochs: 150\n", - "Nodes: 8, Epochs: 200\n", "Nodes: 16, Epochs: 1\n", "Nodes: 16, Epochs: 2\n", "Nodes: 16, Epochs: 4\n", - "Nodes: 16, Epochs: 8\n", - "Nodes: 16, Epochs: 16\n", - "Nodes: 16, Epochs: 32\n", - "Nodes: 16, Epochs: 64\n", - "Nodes: 16, Epochs: 100\n", - "Nodes: 16, Epochs: 150\n", - "Nodes: 16, Epochs: 200\n", - "Nodes: 24, Epochs: 1\n", - "Nodes: 24, Epochs: 2\n", - "Nodes: 24, Epochs: 4\n", - "Nodes: 24, Epochs: 8\n", - "Nodes: 24, Epochs: 16\n", - "Nodes: 24, Epochs: 32\n", - "Nodes: 24, Epochs: 64\n", - "Nodes: 24, Epochs: 100\n", - "Nodes: 24, Epochs: 150\n", - "Nodes: 24, Epochs: 200\n", - "Nodes: 32, Epochs: 1\n", - "Nodes: 32, Epochs: 2\n", - "Nodes: 32, Epochs: 4\n", - "Nodes: 32, Epochs: 8\n", - "Nodes: 32, Epochs: 16\n", - "Nodes: 32, Epochs: 32\n", - "Nodes: 32, Epochs: 64\n", - "Nodes: 32, Epochs: 100\n", - "Nodes: 32, Epochs: 150\n", - "Nodes: 32, Epochs: 200\n" + "Nodes: 16, Epochs: 8\n" ] } ], "source": [ - "es = tf.keras.callbacks.EarlyStopping(monitor='val_loss', mode='min', patience = 5)\n", - "single_results = list(\n", - " evaluate_parameters(return_model=False, validation_split=0.2\n", - " , optimizer = lambda: tf.keras.optimizers.SGD(learning_rate=0.5, momentum=0.5)\n", - " # ,callbacks=[es]\n", - " )\n", - " )" + "# es = tf.keras.callbacks.EarlyStopping(monitor='val_loss', mode='min', patience = 5)\n", + "single_results = list(evaluate_parameters(return_model=False, validation_split=0.2\n", + " , optimizer = lambda: tf.keras.optimizers.SGD(learning_rate=0.5, momentum=0.5)\n", + "# , callbacks=[es]\n", + " ))" ] }, { "cell_type": "markdown", "metadata": { - "id": "mdWK3-M6SK8_" + "id": "mdWK3-M6SK8_", + "tags": [ + "exp1" + ] }, "source": [ "### Train/Test Curves\n", @@ -899,7 +874,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 68, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -917,21 +892,24 @@ "user_tz": 0 }, "id": "F9Xre1o6SesD", - "outputId": "d6b817aa-58cd-4510-807f-e5e6bcf62f18" + "outputId": "d6b817aa-58cd-4510-807f-e5e6bcf62f18", + "tags": [ + "exp1" + ] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Nodes: 2, Epochs: 100\n" + "Nodes: 2, Epochs: 4\n" ] }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] }, "metadata": { @@ -941,12 +919,15 @@ } ], "source": [ - "single_result = random.choice([i for i in single_results if i[\"epochs\"] > 80])\n", + "single_result = random.choice([i for i in single_results if i[\"epochs\"] > 1])\n", "single_history = single_result[\"history\"]\n", "\n", "fig, axes = plt.subplots(1, 2, figsize=(15,7))\n", "fig.set_dpi(fig_dpi)\n", "\n", + "################\n", + "## LOSS\n", + "################\n", "ax = axes[0]\n", "ax.set_title(\"Training vs Validation Loss\")\n", "ax.plot(single_history['loss'], label=\"train\", lw=2)\n", @@ -955,6 +936,9 @@ "ax.grid()\n", "ax.legend()\n", "\n", + "################\n", + "## ACCURACY\n", + "################\n", "ax = axes[1]\n", "ax.set_title(\"Training vs Validation Accuracy\")\n", "ax.plot(single_history['accuracy'], label=\"train\", lw=2)\n", @@ -966,14 +950,17 @@ "\n", "print(f\"Nodes: {single_result['nodes']}, Epochs: {single_result['epochs']}\")\n", "# plt.tight_layout()\n", - "plt.savefig('fig.png')\n", + "# plt.savefig('fig.png')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { - "id": "0IQ7HfJCSDud" + "id": "0IQ7HfJCSDud", + "tags": [ + "exp1" + ] }, "source": [ "### Accuracy Surface" @@ -981,7 +968,7 @@ }, { "cell_type": "code", - "execution_count": 56, + "execution_count": 69, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -999,14 +986,17 @@ "user_tz": 0 }, "id": "X3MWHLxJElbc", - "outputId": "134671d0-bfd3-4ee6-aa02-1a2a5b23f3ca" + "outputId": "134671d0-bfd3-4ee6-aa02-1a2a5b23f3ca", + "tags": [ + "exp1" + ] }, "outputs": [ { "data": { - "image/png": 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\n", "text/plain": [ - "
" + "
" ] }, "metadata": { @@ -1035,14 +1025,17 @@ "fig.colorbar(surf, shrink=0.3, aspect=6)\n", "\n", "plt.tight_layout()\n", - "plt.savefig('fig.png')\n", + "# plt.savefig('fig.png')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { - "id": "C793_RHvSGai" + "id": "C793_RHvSGai", + "tags": [ + "exp1" + ] }, "source": [ "### Error Rate Curves" @@ -1050,7 +1043,7 @@ }, { "cell_type": "code", - "execution_count": 57, + "execution_count": 70, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -1068,14 +1061,17 @@ "user_tz": 0 }, "id": "tpClZMptrq-q", - "outputId": "f9fe93f9-7b67-4772-83e4-9e3567fd9318" + "outputId": "f9fe93f9-7b67-4772-83e4-9e3567fd9318", + "tags": [ + "exp1" + ] }, "outputs": [ { "data": { - "image/png": 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IDB1hDmDzeEpp+z+WS9EX65a2LzGzLR1rAptDpznPtw+9FcAmZGZbtTB0fdO/93Js3u+Vh0996iDaBYyJF5e2VzJnMwANvb/hXg3ornzvxX0XMFz0UUCJmd1b0o+ViveOoCnAMPT1HNzM7iPp/ELRMUlf7OVC7l6ua1rcDxWV9/V0v5Yr91E8H8TYIswBbB4PKm331IFKUj4n9E2Foqqk+6++ScC6tadDGfO+AsNxgaRKYfsH7n57H8d/obT9oFW3CBgDZjYj6eml4r0jaAqwUQyzvynv414NWFC+9+K+CxiuB5W26aOAxSH6q9z9mpG0BFh7/T4Hf1Bp+yt9jlozlPsoSVdKqhW2TzOzk7pVBkYpWr4KgA3ifqXt8ryzy/m2pLNL5/vqahoErGOPLm3v63fOwSYzO0PZ0NuTku6WdMDd71xl+4CxYmYTks6VdIKyaR/uknSrux9fwekG0Z8tdT5gvXqWpKnCNnM2A6szzP6GezWgAzMzSY8qFd+wwnNtUfY+2SVpTtm91y3uXlvqOGC9MbNTJZ0maYuyX1MfdPfbVnFK+iigwMwCSS8sFe8dQVOAYen3OfhQ7qPMrKL2EUD6upa718zs+2oPGd5PEs/lMXYIcwCbgJlNafG8sjf3eZpy/fusvEXAuvfS0vZKvix7opndKunU8g4zu0nZHLR/4+5fWsG5gXHyF8qCHJOl8tjMrpT0b5L+Tx8hpnL/s9r+7Cwzm3T3+T7PA4yby0rbq5qzmbAhMJz+hns1YEmXSDqnsO2SPrGC83xE2cP58nPQeTP7cr7/He5+ZCWNBMbEhWZ2o9rfM5IkM7td0mcl7XX3nt9D9FFAR4+TdEZhuyHp8tWckMAhxly/z8EHfR/Vrd84V+2f7eZWMM3szWoPc9xH0uf6PAew5phmBdgcTlQ2v1hTQ9mvNftxS2l796paBKxTZvYTWjx/+t4VnOpUdQhy5M5W9qXcF83sU2ZWfngCrCf31+Igh5TdcD1M0hsk7TOz/2VmYQ/nK/c/P+yzPXdIKn7BHSgbMQRYt8zsfEmPLBW/a4Wna4YN90v6irIHGd+SdMDMfmBm7zKz8vzQwEY0rP6GezWgg/yXz79fKv5En9MdNV2ozj9om5T0WEl/LOlmM/vFFZwbGBe71CHIkTtF0rMl/ZuZfd3MLuzxnPRRwGKXlbY/uoIvkIs+IukeZfdcn1M2cs33Jd1jZp8xs1eb2bZVnB9YsRU+B1/tfVS53+g29Un5OuXjVnIt+iiMJcIcwOawtbR93N29z3McW+acwIZnZrsk/XWp+F/c/StreNnHSbrKzMofnIGNZErSb0v6pJkt17+U95f7pyXl/d/cMucE1pvynM1fd/dvrvBchA2BzLD6G+7VgM5eqyz425RK+s01vN52SX9mZn9nZoxkjI3sRyR92cx+toe69FFAQR6qeHqpeO8qT0vgEGNpFc/BV3Uf1aF+JZ++edDX6XQMfRTGEmEOYHMod0IrGUqeL76wqeW/DHufpNMLxYcl/c8+T/VDSX8p6WeVDfW7Q1JF2S9eHirpVyXdWDpml6QPm9l9+244MBou6YvKHrg/Qdn7ZlrZw4g9kn5S2Q1huT+6RNLfLzNCB30aUGBmJulFpeK9Q7g0YUNsdMPqb+jXgBIze7SkN5eK/9Tdr+rjNLGkT0p6tbIvw5pTh01LOkvSM5UNi1+ekuw5kv5sBc0GRuWgss9+L5D0QGXPDyqSdkq6SNIvSvpG6ZgpSe/r4XMcfRTQ7lnK+pGmO5RNHbvWCBxiqFb5HHy1fUe53+h0zkFcp9O16KMwlvgPP7A5lIe3r6/gHOU5+qZW2BZgvfpDSU8ulb3C3Xud9++wpJ+S9K/unnbYf1f++pqZ/YmyUQp+WwvByx3KHrY8dAW/hAGG6d8lXe7uN3TZf2v++piZ/a6kv1f79BBPkfQL6v4QnT4NaPc4tc9lXtfK5mz+oaSPSvq0siF+b1P2K5XtyobsvlTSK5XNS9vUDBv+mLtfv4JrAuNsWP0N/RpQYGbnSvqQ2p9ZXi3pN/o4zfsl/Za7dxvWe3/++qCZ/Z6kf1D7fOmvNLOPu/tH+7gmMAovkPSP7t6p77gnf10j6S/M7BWS3i6p+evmqqTLzex8d+/2BRh9FNDustL2+929HArsRSzpM5I+LulKSd9R9n4NlE0p8VBJP6MsPFLsD5+T1/v5FVwT6MdqnoOvtu8o9xsS91HY5BiZA9gcyjdl1RWcozyU1UqSjsC6ZGb/U9kvuore6u4f6PUc7n7I3T/aJchRrpu4+xs6XPNiZTdzwNhy9y8uEeQo1/2hpMdL+lJp12+Z2XSHQyT6NKCsPMXKx9z9rj6Ob4YNz3L3X3D3f3L36939sLvH7n6Xu3/N3f9Q0r0lvVHZUPdNO5SFDW3xqYF1bVj9Df0akDOzE5X9wvnEQvEdkn7G3Ts92O/I3f9jiSBHue61ykbu+F5p15vp2zDu3P39XYIcner+taTnqf1z3B5J/32Jw+ijgJyZnSfpUaXivSs41fslnePuT3D3t7n759z9Dnevufucu+939w+6+/MlPUjSt0vHv9LMfnIF1wV6MoDn4KvtOzpNqcJ9FDY1whzA5nC0tF1OLfainEosnxPYkMzseZL+tFS8V9KvrfW13f3tkj5bKn7hWl8XGKb8V2AvUvsQ17slPbHLIfRpQM7MtmpxyG9vP+cgbAh0Naz+hn4NkGRm25QFOe5dKD4s6Unu/oO1vLa7H5T08lLxhcqmqAA2DHf/kKT3loqXesZAHwUsKIfov+7u3+z3JAQOMc4G9Bx8tX1Hp9ExuI/CpkaYA9gcyp3Q9Ao+8G1Z5pzAhmNmT5X0bknF98uHJL1siFOd/HFp+3HMj4mNxt2/J+kjpeJewxzl/mlJef/HzRo2ip9V+3tgKHM2EzbEJjGs/oZ7NWx6Zjap7LPgQwrFxyU9xd2/MYw2uPtnJH29VNzt8yiwnpWfMTzQzE7uUpc+ClDrc135fmfvMK5N4BDDMsDn4Ku6j+pQP+4yHdhqr9PpGPoojCXCHMDmcFBSscOtKPvVcz/2lLYPrKpFwJgzs0sl/aPa56b8D0nPdfdkiE35tNrfv9sknTrE6wPD8qnS9n261Cv3P6f3eZ2T1f6+TpX1k8B6dFlpe6VzNq8EYUNsdMPqb7hXw6ZmZhVJ/yDpkkJxXdnUKl8YcnN6/TwKrFv5SALFfsLUPiJOEX0UkLlE0tmF7bqky4d1cQKHWGsDfg6+2vuocr9xZ4/XKR+3kmvRR2EsEeYANgF3n5O0v1R8Zp+nKde/fuUtAsabmT1M2S/DisOzfVHS03udj3ZQ3P2YpEOl4pOG2QZgSG4ubXf79/w7pe3V9mf7uiT8gbFmZudKenSpeO8Qm0DYEBvdUPob7tWwmZlZIOk9kn6yUJxIep67/78RNKnXz6PAelee4qHjv+v0UUDLZaXtj7n7XUNuA4FDrIk1eA4+6Puobv3GjWqfsnnKzPr97EYfhXWBMAeweZQ7ovv3efz9ljkfsCGY2QOVDVG/tVB8laSfyIMVo9AobVdG0gpgbfX67zn9GZB5kdqHP13RnM0rRdgQm8Aw+xv6Nmw6+ZD1fyPpOYViVzaU9wdH0yruu7Bp9PPvOn0UNjUz2yrpGaXivSNoCoFDDNwaPQcfSr/h7g1J31/ptcxsQtK5vVwLGDXCHMDmcXVp+xG9Hmhmp6p9KLmGpG+vvknAeDGz+ygbQm5nofg6SU9y98MjalMk6YRScbfh5YD17JTSdrd/z69V+8PHs/N+qlePLG1f3cexwFjIvwB7Uan4XSNoCl96YSMbZn9T3se9GjaDt0n6/0pl/9Pd946gLU29fh4F1rt+/l2/urRNH4XN5pmSthS271D25fewce+FgVrD5+BXl7Yf2ueUrEO5j5J0saSJwvZt7s40KxhLhDmAzeNjpe3H518E9KI8B98V7n50AG0CxoaZnSXpk2qf//UHkp7g7qN8iPdwtc9XGEu6fURtAdbSo0rb5V+dSJLc/Yikz5WKn9DLBfJ+7/Gl4o/21DpgvDxW0jmF7aHO2SwRNsTGN+T+hns1bCpm9iZJv1Qq/g13//NRtKegp8+jwHpmZqdLOqtUvNS/6/RR2OwuK22/z93jThXXGIFDDMxaPgd39+vVPmLGFvUYsjCzLZJ+rHg6Le6Hisr7erpf61KX54MYW4Q5gM3ji5IOFrbPlXRJj8eWfy3z4UE0CBgX+a9FPiXp9ELxLZJ+3N1vGU2rWsrvvy+5+/GRtARYI2a2Q4uHLS3PB1v0kdJ2+X3SzaVq/wL8Dklf7vFYYJy8uLT9UXe/e8htIGyIzWBY/Q33atg0zOxXJP1Wqfj33f33R9GeJjM7X1lYsmipz6PAelXuN2529+8uUZ8+CpuWmZ0t6TGl4r3Db4kkAocYkCE9B1/pfdSz1T7ly9fc/dYl6n9c2bOIpkvMrDx1yiJ5KPGyUjF9FMYWYQ5gk3D3VIs/bL5+uTS9mf24pEcXio5I+ofBtg4YHTPbpWxIufMKxXcqSyL/YDStypjZJZJeWCr+l6E3BFh7fyRpR2G7rqWHLf17ScW5Ox9jZo9b6gJ5f/f6UvG78v4RWDfyX6o8s1S8dwRNIWyIzWAo/Q33atgszOwVkt5aKv5zd/+NUbSnycxCSX+h9pDiXZL+czQtAtaGmd1P0mtKxf+y1DH0UdjkXiyp+O/6le7+rWE3gsAhBmWIz8H/r7JRNZqek/dBS7VtUtKvlYrfudQx+Y9a/qV4Gklv6KF9L1X7NGD7lI1UAowlwhzA5vIHkorDGT5W0uu6VTazPZL+tlT8dnc/2Kk+sN6Y2TZJn5B0QaH4HklPdPfrBnidJ5jZS/qZHzD/ouBDksJC8W2S/mpQ7QIGzcx+zcwu7qN+ZGZ/rMVfCv+Vu9/W7bh8DsvyMNx/a2anLXG5X1f7L2oOS/rDXtsKjJFnqP2XKrcr68uGhrAhNosh9zfcq2FDM7PnSfo/peJ3SfqfA77Om83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\n", "text/plain": [ - "
" + "
" ] }, "metadata": { @@ -1101,21 +1097,24 @@ "plt.xlabel(\"Epochs\")\n", "plt.ylabel(\"Error Rate\")\n", "\n", - "plt.savefig('fig.png')\n", + "# plt.savefig('fig.png')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { - "id": "7mJaKjlCxEkt" + "id": "7mJaKjlCxEkt", + "tags": [ + "exp1" + ] }, "source": [ "## Multiple Iterations\n", "\n", "Run multiple iterations of the epoch/layer investigations and average\n", "\n", - "## CSV Results\n", + "### CSV Results\n", "\n", "| test | learning rate | momentum | batch size | hidden nodes | epochs |\n", "| --- | --- | --- | --- | --- | --- |\n", @@ -1127,7 +1126,7 @@ "|6|0.06|0|128|1, 2, 3, 4, 5, 6, 7, 8|1, 2, 4, 8, 16, 32, 64, 100|\n", "|7|0.06|0|35|2, 8, 12, 16, 24, 32, 64, 128|1, 2, 4, 8, 16, 32, 64, 100|\n", "\n", - "## Pickle Results\n", + "### Pickle Results\n", "\n", "| test | learning rate | momentum | batch size | hidden nodes | epochs |\n", "| --- | --- | --- | --- | --- | --- |\n", @@ -1143,7 +1142,10 @@ "cell_type": "code", "execution_count": 30, "metadata": { - "id": "-lsKo4BCP3yw" + "id": "-lsKo4BCP3yw", + "tags": [ + "exp1" + ] }, "outputs": [ { @@ -1201,7 +1203,11 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "tags": [ + "exp1" + ] + }, "source": [ "### Accuracy Tensor\n", "\n", @@ -1213,7 +1219,11 @@ { "cell_type": "code", "execution_count": 173, - "metadata": {}, + "metadata": { + "tags": [ + "exp1" + ] + }, "outputs": [ { "name": "stdout", @@ -1237,15 +1247,10 @@ "accuracy_tensor = np.zeros((multi_param_iter, 2, len(multi_param_nodes), len(multi_param_epochs)))\n", "for iter_idx, iteration in enumerate(multi_param_results):\n", " for single_test in iteration:\n", - " accuracy_tensor[iter_idx, \n", - " 0,\n", + " accuracy_tensor[iter_idx, :,\n", " multi_param_nodes.index(single_test['nodes']), \n", - " multi_param_epochs.index(single_test['epochs'])] = single_test[\"results\"][1]\n", - " \n", - " accuracy_tensor[iter_idx,\n", - " 1,\n", - " multi_param_nodes.index(single_test['nodes']), \n", - " multi_param_epochs.index(single_test['epochs'])] = single_test[\"history\"][\"accuracy\"][-1]\n", + " multi_param_epochs.index(single_test['epochs'])] = [single_test[\"results\"][1], \n", + " single_test[\"history\"][\"accuracy\"][-1]]\n", " \n", "mean_param_accuracy = np.mean(accuracy_tensor, axis=0)\n", "std_param_accuracy = np.std(accuracy_tensor, axis=0)\n", @@ -1255,13 +1260,17 @@ "print(f'Epochs: {multi_param_epochs}')\n", "print()\n", "print(f'Loss: {multi_param_results[0][0][\"loss\"]}')\n", - "print(f'LR: {multi_param_results[0][0][\"optimizer\"][\"learning_rate\"]}')\n", - "print(f'Momentum: {multi_param_results[0][0][\"optimizer\"][\"momentum\"]}')" + "print(f'LR: {multi_param_results[0][0][\"optimizer\"][\"learning_rate\"]:.3}')\n", + "print(f'Momentum: {multi_param_results[0][0][\"optimizer\"][\"momentum\"]:.3}')" ] }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "tags": [ + "exp1" + ] + }, "source": [ "#### Export/Import Test Sets\n", "\n", @@ -1271,7 +1280,11 @@ { "cell_type": "code", "execution_count": 31, - "metadata": {}, + "metadata": { + "tags": [ + "exp1" + ] + }, "outputs": [], "source": [ "pickle.dump(multi_param_results, open(\"result.p\", \"wb\"))" @@ -1280,7 +1293,11 @@ { "cell_type": "code", "execution_count": 172, - "metadata": {}, + "metadata": { + "tags": [ + "exp1" + ] + }, "outputs": [], "source": [ "exp1_testname = 'exp1-test5'\n", @@ -1306,7 +1323,11 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "tags": [ + "exp1" + ] + }, "source": [ "### Best Results" ] @@ -1314,7 +1335,11 @@ { "cell_type": "code", "execution_count": 141, - "metadata": {}, + "metadata": { + "tags": [ + "exp1" + ] + }, "outputs": [ { "name": "stdout", @@ -1330,12 +1355,16 @@ "best_param_accuracy_nodes = multi_param_nodes[best_param_accuracy_idx[1]]\n", "best_param_accuracy_epochs = multi_param_epochs[best_param_accuracy_idx[2]]\n", "\n", - "print(f'Nodes: {best_param_accuracy_nodes}, Epochs: {best_param_accuracy_epochs}, {np.round(best_param_accuracy * 100, 1)}% Accurate')" + "print(f'Nodes: {best_param_accuracy_nodes}, Epochs: {best_param_accuracy_epochs}, {best_param_accuracy * 100:.1}% Accurate')" ] }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "tags": [ + "exp1" + ] + }, "source": [ "### Test Accuracy Surface" ] @@ -1355,7 +1384,10 @@ }, "user_tz": 0 }, - "id": "ZGJVhz6iJU-7" + "id": "ZGJVhz6iJU-7", + "tags": [ + "exp1" + ] }, "outputs": [ { @@ -1389,13 +1421,17 @@ "fig.colorbar(surf, shrink=0.3, aspect=6)\n", "\n", "plt.tight_layout()\n", - "plt.savefig(f'graphs/{exp1_testname}-acc-surf.png')\n", + "# plt.savefig(f'graphs/{exp1_testname}-acc-surf.png')\n", "plt.show()" ] }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "tags": [ + "exp1" + ] + }, "source": [ "### Test Error Rate Curves" ] @@ -1415,7 +1451,10 @@ }, "user_tz": 0 }, - "id": "Jrn3hKQAlGcc" + "id": "Jrn3hKQAlGcc", + "tags": [ + "exp1" + ] }, "outputs": [ { @@ -1448,13 +1487,17 @@ "plt.ylim(0)\n", "\n", "plt.tight_layout()\n", - "plt.savefig(f'graphs/{exp1_testname}-error-rate-curves.png')\n", + "# plt.savefig(f'graphs/{exp1_testname}-error-rate-curves.png')\n", "plt.show()" ] }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "tags": [ + "exp1" + ] + }, "source": [ "### Test/Train Error Over Nodes" ] @@ -1462,7 +1505,11 @@ { "cell_type": "code", "execution_count": 169, - "metadata": {}, + "metadata": { + "tags": [ + "exp1" + ] + }, "outputs": [ { "data": { @@ -1492,13 +1539,17 @@ " ax.grid()\n", "\n", "fig.tight_layout()\n", - "fig.savefig(f'graphs/{exp1_testname}-test-train-error-rate.png')" + "# fig.savefig(f'graphs/{exp1_testname}-test-train-error-rate.png')" ] }, { "cell_type": "code", "execution_count": 170, - "metadata": {}, + "metadata": { + "tags": [ + "exp1" + ] + }, "outputs": [ { "data": { @@ -1526,13 +1577,16 @@ " ax.grid()\n", "\n", "fig.tight_layout()\n", - "fig.savefig(f'graphs/{exp1_testname}-test-train-error-rate-std.png')" + "# fig.savefig(f'graphs/{exp1_testname}-test-train-error-rate-std.png')" ] }, { "cell_type": "markdown", "metadata": { - "id": "eUPJuxUtVUc3" + "id": "eUPJuxUtVUc3", + "tags": [ + "exp2" + ] }, "source": [ "# Experiment 2\n", @@ -1544,11 +1598,17 @@ }, { "cell_type": "code", - "execution_count": 37, - "metadata": {}, + "execution_count": 89, + "metadata": { + "tags": [ + "exp2", + "exp-func" + ] + }, "outputs": [], "source": [ - "num_models=[1, 3, 9, 15, 25]\n", + "# num_models=[1, 3, 9, 15, 25]\n", + "num_models=[1, 3, 9]\n", "\n", "def evaluate_ensemble_vote(hidden_nodes=16, \n", " epochs=50, \n", @@ -1559,6 +1619,7 @@ " metrics=['accuracy'],\n", " callbacks=None,\n", " validation_split=None,\n", + " round_predictions=True,\n", "\n", " nmodels=num_models,\n", "\n", @@ -1588,15 +1649,24 @@ " \"epochs\": list(),\n", " \"num_models\": m}\n", " \n", + " ###################\n", + " ## TRAIN MODELS\n", + " ###################\n", " histories = list()\n", " for idx, model in enumerate(models):\n", " if isinstance(epochs, tuple):\n", - " e = np.linspace(epochs[0], epochs[1], num=len(models))[idx]\n", + " if m == 1:\n", + " e = (epochs[0] + epochs[1]) / 2 # average, not lower bound if single model\n", + " else:\n", + " e = np.linspace(epochs[0], epochs[1], num=m)[idx]\n", " e = int(e)\n", " else:\n", " e = epochs\n", - " history = model.fit(dtrain, \n", - " ltrain, \n", + " \n", + "# print(m, e) # debug\n", + " \n", + " history = model.fit(dtrain.to_numpy(), \n", + " ltrain.to_numpy(), \n", " epochs=e, \n", " verbose=verbose,\n", "\n", @@ -1605,21 +1675,57 @@ " histories.append(history.history)\n", " response[\"epochs\"].append(e)\n", "\n", - " response[\"history\"] = histories \n", + " ########################\n", + " ## FEEDFORWARD TEST\n", + " ########################\n", " response[\"predictions\"] = [model(dtest.to_numpy()) for model in models]\n", - " response[\"optimizer\"] = model.optimizer.get_config()\n", - " response[\"model_config\"] = json.loads(model.to_json())\n", - " response[\"loss\"] = model.loss\n", "\n", - " ensem_sum = sum(tf.math.round(pred) for pred in response[\"predictions\"])\n", + " ########################\n", + " ## ENSEMBLE ACCURACY\n", + " ########################\n", + " ensem_sum_rounded = sum(tf.math.round(pred) for pred in response[\"predictions\"])\n", + " ensem_sum = sum(pred for pred in response[\"predictions\"])\n", + " # round predictions to onehot vectors and sum over all ensemble models\n", + " # take argmax for ensemble predicted class\n", " \n", - " ltest_tensor = tf.constant(ltest.to_numpy())\n", - " correct = 0\n", - " for es, lt in zip(ensem_sum, ltest_tensor):\n", - " if tf.math.argmax(es) == tf.math.argmax(lt):\n", + " ltest_tensor = tf.constant(ltest.to_numpy()) # transform test labels into tensor\n", + " correct = 0 # number of correct ensemble predictions\n", + " correct_num_models = 0 # when correctly predicted ensembley, proportion of models correctly classifying\n", + " individual_accuracy = 0 # proportion of models correctly classifying\n", + " \n", + " # pc = predicted class, pcr = rounded predicted class, gt = ground truth\n", + " for pc, pcr, gt in zip(ensem_sum, ensem_sum_rounded, ltest_tensor):\n", + " gt_argmax = tf.math.argmax(gt)\n", + " \n", + " if round_predictions:\n", + " pred_val = pcr\n", + " else:\n", + " pred_val = pc\n", + " \n", + " individual_accuracy += pcr[gt_argmax] / m\n", + " \n", + " if tf.math.argmax(pred_val) == gt_argmax: # ENSEMBLE EVALUATE HERE\n", " correct += 1\n", + " correct_num_models += pcr[gt_argmax] / m\n", " \n", - " response[\"accuracy\"] = correct / len(ltest)\n", + "# print(pc.numpy(), pcr.numpy(), gt.numpy(), (pcr[gt_argmax] / m).numpy(), True) # debug\n", + "# else:\n", + "# print(pc.numpy(), pcr.numpy(), gt.numpy(), (pcr[gt_argmax] / m).numpy(), False)\n", + " \n", + " ########################\n", + " ## RESULTS\n", + " ########################\n", + " response.update({\n", + " \"history\": histories,\n", + " \"optimizer\": model.optimizer.get_config(),\n", + " \"model_config\": json.loads(model.to_json()),\n", + " \"loss\": model.loss,\n", + " \"round_predictions\": round_predictions,\n", + " \n", + " \"accuracy\": correct / len(ltest), # average number of correct ensemble predictions\n", + " \"agreement\": correct_num_models / correct, # when correctly predicted ensembley, average proportion of models correctly classifying\n", + " \"individual_accuracy\": individual_accuracy / len(ltest) # average proportion of individual models correctly classifying\n", + " })\n", "\n", " if return_model:\n", " response[\"models\"] = models\n", @@ -1629,7 +1735,11 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "tags": [ + "exp2" + ] + }, "source": [ "## Single Iteration\n", "Run a single iteration of ensemble model investigations" @@ -1637,8 +1747,12 @@ }, { "cell_type": "code", - "execution_count": 38, - "metadata": {}, + "execution_count": 90, + "metadata": { + "tags": [ + "exp2" + ] + }, "outputs": [ { "name": "stdout", @@ -1646,28 +1760,30 @@ "text": [ "Models: 1\n", "Models: 3\n", - "Models: 9\n", - "Models: 15\n", - "Models: 25\n" + "Models: 9\n" ] } ], "source": [ "single_ensem_results = list()\n", - "for test in evaluate_ensemble_vote(epochs=(1, 100), optimizer=lambda: tf.keras.optimizers.SGD(learning_rate=0.02)):\n", + "for test in evaluate_ensemble_vote(epochs=(5, 300), optimizer=lambda: tf.keras.optimizers.SGD(learning_rate=0.02)):\n", " single_ensem_results.append(test)" ] }, { "cell_type": "code", - "execution_count": 40, - "metadata": {}, + "execution_count": 91, + "metadata": { + "tags": [ + "exp2" + ] + }, "outputs": [ { "data": { - "image/png": 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\n", "text/plain": [ - "
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" ] }, "metadata": { @@ -1680,10 +1796,16 @@ "fig = plt.figure(figsize=(8, 5))\n", "fig.set_dpi(fig_dpi)\n", "\n", - "plt.plot([i[\"num_models\"] for i in single_ensem_results], [i[\"accuracy\"] for i in single_ensem_results])\n", + "ensem_x = [i[\"num_models\"] for i in single_ensem_results]\n", + "\n", + "plt.plot(ensem_x, [i[\"accuracy\"] for i in single_ensem_results], 'x-', label='Ensemble Accuracy')\n", + "plt.plot(ensem_x, [i[\"individual_accuracy\"] for i in single_ensem_results], 'x-', label='Individual Accuracy')\n", + "plt.plot(ensem_x, [i[\"agreement\"] for i in single_ensem_results], 'x-', label='Agreement')\n", + "\n", "plt.title(\"Test Accuracy for Horizontal Model Ensembles\")\n", "plt.ylim(0, 1)\n", "plt.grid()\n", + "plt.legend()\n", "plt.ylabel(\"Accuracy\")\n", "plt.xlabel(\"Number of Models\")\n", "plt.show()" @@ -1691,19 +1813,23 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "tags": [ + "exp2" + ] + }, "source": [ "## Multiple Iterations\n", "Run multiple iterations of the ensemble model investigations and average\n", "\n", - "## CSV Results\n", + "### CSV Results\n", "\n", "| test | learning rate | momentum | batch size | hidden nodes | epochs | models |\n", "| --- | --- | --- | --- | --- | --- | --- |\n", "|1|0.06|0|128|16|50|1, 3, 9, 15, 25|\n", "|2|0.06|0|35|16|1 - 100|1, 3, 9, 15, 25|\n", "\n", - "## Pickle Results\n", + "### Pickle Results\n", "\n", "| test | learning rate | momentum | batch size | hidden nodes | epochs | models |\n", "| --- | --- | --- | --- | --- | --- | --- |\n", @@ -1712,90 +1838,99 @@ }, { "cell_type": "code", - "execution_count": 46, - "metadata": {}, + "execution_count": 116, + "metadata": { + "tags": [ + "exp2" + ] + }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Iteration 1/30\n", - "Iteration 2/30\n", - "Iteration 3/30\n", - "Iteration 4/30\n", - "Iteration 5/30\n", - "Iteration 6/30\n", - "Iteration 7/30\n", - "Iteration 8/30\n", - "Iteration 9/30\n", - "Iteration 10/30\n", - "Iteration 11/30\n", - "Iteration 12/30\n", - "Iteration 13/30\n", - "Iteration 14/30\n", - "Iteration 15/30\n", - "Iteration 16/30\n", - "Iteration 17/30\n", - "Iteration 18/30\n", - "Iteration 19/30\n", - "Iteration 20/30\n", - "Iteration 21/30\n", - "Iteration 22/30\n", - "Iteration 23/30\n", - "Iteration 24/30\n", - "Iteration 25/30\n", - "Iteration 26/30\n", - "Iteration 27/30\n", - "Iteration 28/30\n", - "Iteration 29/30\n", - "Iteration 30/30\n" + "Iteration 1/3\n", + "Iteration 2/3\n", + "Iteration 3/3\n" ] } ], "source": [ "multi_ensem_results = list()\n", - "multi_ensem_iterations = 30\n", + "multi_ensem_iterations = 3\n", "for i in range(multi_ensem_iterations):\n", " print(f\"Iteration {i+1}/{multi_ensem_iterations}\")\n", " data_train, data_test, labels_train, labels_test = train_test_split(data, labels, test_size=0.5, stratify=labels)\n", - " multi_ensem_results.append(list(evaluate_ensemble_vote(epochs=(1, 300),\n", + " multi_ensem_results.append(list(evaluate_ensemble_vote(epochs=(1, 100),\n", + " hidden_nodes=16,\n", + " nmodels=[1, 3, 5, 7, 9],\n", + " optimizer=lambda: tf.keras.optimizers.SGD(learning_rate=0.05, momentum=0.02),\n", " weight_init=lambda: 'random_uniform',\n", " batch_size=35,\n", " dtrain=data_train, \n", " dtest=data_test, \n", " ltrain=labels_train, \n", " ltest=labels_test,\n", - " optimizer=lambda: tf.keras.optimizers.SGD(learning_rate=0.06, momentum=0.05),\n", " return_model=False,\n", " print_params=False)))" ] }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "tags": [ + "exp2" + ] + }, "source": [ "### Accuracy Tensor\n", "\n", "Create a tensor for holding the accuracy results\n", "\n", - "(Iterations x [Test/Train] x Number of models)" + "(Iterations x Param x Number of models)\n", + "\n", + "#### Params\n", + "0. Test Accuracy\n", + "1. Train Accuracy\n", + "2. Individual Accuracy\n", + "3. Agreement" ] }, { "cell_type": "code", - "execution_count": 48, - "metadata": {}, - "outputs": [], + "execution_count": 117, + "metadata": { + "tags": [ + "exp2" + ] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "3 Tests\n", + "Models: [1, 3, 5, 7, 9]\n", + "\n", + "Loss: categorical_crossentropy\n", + "LR: 0.05\n", + "Momentum: 0.02\n" + ] + } + ], "source": [ "multi_ensem_models = sorted(list({i[\"num_models\"] for i in multi_ensem_results[0]}))\n", "multi_ensem_iter = len(multi_ensem_results)\n", "\n", - "accuracy_ensem_tensor = np.zeros((multi_ensem_iter, 2, len(multi_ensem_models)))\n", + "accuracy_ensem_tensor = np.zeros((multi_ensem_iter, 4, len(multi_ensem_models)))\n", "for iter_idx, iteration in enumerate(multi_ensem_results):\n", " for single_test in iteration:\n", - " accuracy_ensem_tensor[iter_idx, 0, multi_ensem_models.index(single_test['num_models'])] = single_test[\"accuracy\"]\n", " \n", - " accuracy_ensem_tensor[iter_idx, 1, multi_ensem_models.index(single_test['num_models'])] = np.mean([i[\"accuracy\"][-1] for i in single_test[\"history\"]])\n", + " ensem_models_idx = multi_ensem_models.index(single_test['num_models'])\n", + " accuracy_ensem_tensor[iter_idx, :, ensem_models_idx] = [single_test[\"accuracy\"], \n", + " np.mean([i[\"accuracy\"][-1] for i in single_test[\"history\"]]), \n", + " single_test[\"individual_accuracy\"], \n", + " single_test[\"agreement\"]]\n", " \n", "mean_ensem_accuracy = np.mean(accuracy_ensem_tensor, axis=0)\n", "std_ensem_accuracy = np.std(accuracy_ensem_tensor, axis=0)\n", @@ -1803,14 +1938,18 @@ "print(f'{multi_ensem_iter} Tests')\n", "print(f'Models: {multi_ensem_models}')\n", "print()\n", - "print(f'Loss: {multi_param_results[0][0][\"loss\"]}')\n", - "print(f'LR: {multi_param_results[0][0][\"optimizer\"][\"learning_rate\"]}')\n", - "print(f'Momentum: {multi_param_results[0][0][\"optimizer\"][\"momentum\"]}')" + "print(f'Loss: {multi_ensem_results[0][0][\"loss\"]}')\n", + "print(f'LR: {multi_ensem_results[0][0][\"optimizer\"][\"learning_rate\"]:.3}')\n", + "print(f'Momentum: {multi_ensem_results[0][0][\"optimizer\"][\"momentum\"]:.3}')" ] }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "tags": [ + "exp2" + ] + }, "source": [ "#### Export/Import Test Sets\n", "\n", @@ -1819,8 +1958,12 @@ }, { "cell_type": "code", - "execution_count": 47, - "metadata": {}, + "execution_count": 76, + "metadata": { + "tags": [ + "exp2" + ] + }, "outputs": [], "source": [ "pickle.dump(multi_ensem_results, open(\"result.p\", \"wb\"))" @@ -1846,27 +1989,34 @@ "metadata": {}, "source": [ "mean_ensem_accuracy = np.loadtxt(\"results/test1-exp2-mean.csv\", delimiter=',')\n", - "std_ensem_accuracy = np.loadtxt(\"results/test1-exp2-std.csv\", delimiter=',')\n", - "# multi_iterations = 30" + "std_ensem_accuracy = np.loadtxt(\"results/test1-exp2-std.csv\", delimiter=',')" ] }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "tags": [ + "exp2" + ] + }, "source": [ "### Best Results" ] }, { "cell_type": "code", - "execution_count": 49, - "metadata": {}, + "execution_count": 118, + "metadata": { + "tags": [ + "exp2" + ] + }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Models: 9, 96.5% Accurate\n" + "Models: 1, 8e+01% Accurate\n" ] } ], @@ -1875,26 +2025,34 @@ "best_ensem_accuracy = mean_ensem_accuracy[best_ensem_accuracy_idx]\n", "best_ensem_accuracy_models = multi_ensem_models[best_ensem_accuracy_idx[1]]\n", "\n", - "print(f'Models: {best_ensem_accuracy_models}, {np.round(best_ensem_accuracy * 100, 1)}% Accurate')" + "print(f'Models: {best_ensem_accuracy_models}, {best_ensem_accuracy * 100:.1}% Accurate')" ] }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "tags": [ + "exp2" + ] + }, "source": [ - "### Test Accuracy Over Model Numbers" + "### Test/Train Accuracy Over Model Numbers" ] }, { "cell_type": "code", - "execution_count": 56, - "metadata": {}, + "execution_count": 139, + "metadata": { + "tags": [ + "exp2" + ] + }, "outputs": [ { "data": { - "image/png": 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XX54cf3zTLwEAAAAAgLmrq90FANC5Tjgh6empv8+yEzDDdHUlz31u8tu/nXzpS8lTT1VdG975zmrpiKnorPDYY8n//J/Jz/1c9QA5++zk1389+dd/rdq6AAAAAADAJAg0ANBQV1dy1ln19/X3t7YWYIotWpRcdlnyx3+c3HxzsnFj8slPJm96U3LGGVNzj/7+5AMfSF75ymTlyuTii5Pf+73k+uuTPXum5h4AAAAAAMxalpwA4JD6+pJvf3vsvEADzDJHHZW8+tXVSJIHHqg6OBxYomLDhuauPzSU3HRTNf7wD5PFi5OXvGRkiYpzzqlSVAAAAAAAsJ9AAwCH1NdXf16gAWa5k05KfuEXqjE8nPzgByPhhuuuS3bsaO76O3Ykn/98NZJkzZrk8surcMPll1f3BwAAAABgThNoAOCQenvrz997b7J7d7JwYWvrAdqgqyt59rOr8ba3VctFrFtXhRuuvjr5xjeqDgzNWL8++b//txpJcvrpI90bLr206iABAAAAAMCcItAAwCE16tAwNJTcfXfyzGe2th6gAyxYkLz4xdX4gz9Itm6tujYc6OBw++3N3+Puu6vxkY8kRZGcf/5IwOEFL0gWLWr+HgAAAAAAdDSBBgAO6fTTk+7u+n983d8v0AAkWbYs+fEfr0aSPPpo1bnhQMDh0Uebu35ZJt/8ZjX+9E+rMMMLXzgScDj33OpBBQAAAADArCLQAMAhLVhQhRruuGPsvoGB1tcDzADHHZf8h/9QjbKsHhYHwg3XXJNs29bc9XftGrleUi1HcdllIwGHU0+tujoAAAAAADCjCTQAMK7e3vqBhv7+1tcCzDBFUa1d09eXvOUtyb59yS23jAQSbrop2bu3uXs8+WTyz/9cjSQ5+eSRcMNllyWrVzf9MgAAAAAAaL2udhcAQOfr66s/L9AATNq8eclFFyXvfndy3XVVGOFzn0ve9rbk2c+emnvcf3/y0Y8mr399smZNct55yRVXJF/8YrJjx9TcAwAAAACAaadDAwDjahRoGBhIhoeTLvE44HAtWZK84hXVSJInnki++tWqe8OXv5w89FDz97j11mr8+Z9X6+hcfPFIB4fzz69CFgAAAAAAdBxvQQEwrt7e+vM7d07Ne40ATzv66OQNb0g+9rHkgQeSO+9MPvSh5NWvTpYvb/76e/Yk116bvOtdyYUXJqtWJT/5k8nf/E21tk5ZNn8PAAAAAACmhD9HA2BcjQINSbXsxEknta4WYA4piuSMM6rxpjclQ0PJt79ddW/4yleSr32tCig0Y8uW5NOfrkaSnHDCSPeGyy9Pjjmm2VcBAAAAAMBh0qEBgHEtW5Ycf3z9ff39ra0FmMO6u5PnPz955zuTq69Onnoq+dKXkt/+7eS5z60CEM16+OHk4x9PfvZnk2OPTZ71rOStb00++9lk27bmrw8AAAAAwITp0ADAhPT1JY88MnZ+YKD1tQAkSRYvTn7oh6qRJJs2JddcM9LB4Z57mr/HD35Qjb/6q2TevOSCC0Y6OFxwQTJ/fvP3AAAAAACgLh0aAJiQRstO6NAAdIyVK5PXvjb5yEeSu+9O7r03+bu/S376p5NVq5q//r59yY03Jr//+8mLXpQcdVTyYz+WvP/9VeihLJu/BwAAAAAAT9OhAYAJ6eurPy/QAHSsU05JfumXqjE8nHzveyPdG66/Ptm5s7nrb9+e/Pu/VyNJjjkmufzykQ4OJ5zQ/GsAAAAAAJjDBBoAmJBGgYaNG6sxFX/8DDBturqSc8+txtvfnuzendx000jA4ZZbqtBDMx5/PPnf/7saSXLWWSPhhksuSZYvb+76AAAAAABzjCUnAJiQRktOJMnAQOvqAJgSCxdWIYP3vjdZty7ZtCn51KeSN7+5CiJMhTvuSP7mb5Kf/MlqOYwLL0ze9a7k2murQAUAAAAAAIck0ADAhBxzTHLkkfX3WXYCmPGWL09e9arkgx+sUloPPpj8wz8kb3xjcvTRzV9/eDj5xjeSP/qj5NJLkxUrkpe/PPnzP09uvbX57hAAAAAAALOQJScAmJCiqJadWLdu7D6BBmDWecYzkv/0n6pRlsltt40sT3HttcngYHPX37kz+eIXq5FU6/ZcfvnIEhUnn9zc9QEAAAAAZgGBBgAmTKABmJOKIjnnnGq89a3J3r1Vt4WvfCW5+urqwbhvX3P32Lgx+cd/rEaSnHbaSLjh0kurJSsAAAAAAOYYgQYAJqy3t/78wEBr6wBoq/nzkxe+sBpXXpls25Zcf/1IB4cf/KD5e9xzTzX+23+rAhXPfe5IwOEFL0iOOKL5ewAAAAAAdDiBBgAmrK+v/vwDDyQ7diSLF7e2HoCOsHRp8qM/Wo0keeyx5KtfrcINX/5y8sgjzV2/LJNvfasa73tfsnBhFWo4EHB47nOT7u7mXwcAAAAAQIfpancBAMwcjQINZZnccUdrawHoWMcem7zxjck//EPy0ENVG5sPfjB51auSZcuav/7u3VVg4nd+J1m7Nlm1KnnNa5IPfzi5667qoQwAAAAAMAvo0ADAhJ18crJgQbJnz9h9AwPJeee1vCSAzlYUyVlnVePNb0727as6LRxYnuLGG5O9e5u7x+bNyb/8SzWS5MQTR7o3XHZZcvTRTb8MAAAAAIB20KEBgAmbNy8588z6+/r7W1sLwIw0b15ywQXJ7/5ucs01yVNPJV/4QvL2tyfnnjs193jwweTv/z75mZ9Jjjkmec5zkt/6reTzn0+2b5+aewAAAAAAtIAODQBMSl9f8oMfjJ0XaAA4DD09yQ//cDWSZMOGajmJr3wl+fKXkwceaP4e3/teNf7rf03mz08uumikg8Pzn1+FLAAAAAAAOpDfXgIwKX199ecFGgCmwOrVyU//dDXKMrn33pHlKb761eTJJ5u7/t69yfXXV+P3fi9Ztiy55JKRgENvb7VMBgAAAABABxBoAGBSenvrz991V7U0vD/0BZgiRZGcdlo1/st/SYaGkltvHQk43HBDsnt3c/fYujX513+tRpIcd9xIuOHyy6ttAAAAAIA28bYTAJPSqEPDnj3JffclZ5zR2noA5ozu7uT886vxjnckO3cmX//6SMDhW9+qujo049FHk//xP6qRJGefXQUbXvrSqpPDsmVNvwwAAAAAgInqancBAMwsZ57ZuBu5ZScAWuiII6qwwZ/8SXLLLcnGjck//3PypjdNXbrs9tuTD3wgeeUrk6OOSi6+uFqq4vrrqyQbAAAAAMA0EmgAYFIWL05OOqn+voGB1tYCwChHHZW85jXJhz6U3Hlncv/9ycc+lrzhDcnq1c1ff2gouemm5A//MHnJS6r7/ciPJP/1vybf+17z3SEAAAAAAGpYcgKASevrq94nq6VDA0AHOemk5Bd+oRrDw8kPfjCyPMV11yU7djR3/cHB5POfr0aSrFkzsjzFS1+anHhi868BAAAAAJjTdGgAYNL6+urPCzQAdKiuruTZz07e9rbkc59LnnqqCjW8+93JRRcl3d3N32P9+uT//t/kF3+xClOceWbyq7+a/Mu/VPcDAAAAAJgkHRoAmLRDBRrKMimK1tYDwCQtWJC8+MXV+IM/SLZsqQIOBzo4TEVC7a67qvHhD1eBivPPH+necPHFyaJFzd8DAAAAAJjVBBoAmLTe3vrzW7cmjz+eHHtsa+sBoElHHpn8xE9UI0keeSS5+uqRgMNjjzV3/eHh5JZbqvEnf1KFGV70opGAw7nnVqEHAAAAAIBRBBoAmLRGHRqS6o96BRoAZrjjj0/+43+sRllWD/cD4YZrr022bWvu+rt2JV/+cjWSZOXK5LLLRgIOp57a9EtoicHB5s7v6ZmaOgAAAABglhJoAGDSVq5MVq9ONmwYu6+/v3pPCoBZoiiSs8+uxq//erJ3b9Vp4UDA4aabkn37mrvHpk3JP/1TNZLklFNGwg2XXZasWtX865gOV13V3PlXXjklZQAAAADAbKWvKwCHpdGyEwMDra0DgBabPz+5+OLk934vuf765Kmnkn//9+Q3fzN51rOm5h733Zf83d8lP/3TVYLuvPOSK65IvvjFZMeOqbkHAAAAANDxdGgA4LD09SU33DB2vr+/9bUA0EZLliQ/8iPVSJLHH0+++tWRDg4PPdT8PW69tRp//ufJggVVoOJAB4fzz0/mdcg/a3btStatq7/vwguTRYtaWw8AAAAAzHAd8ps/AGaavr768wINAHPcMcckP/Mz1SjL5O67R8INX/1qsnlzc9ffsye59tpqvOtdyZFHJpdeOhJwOPPMapkMAAAAAGDGE2gA4LA0CjQ8+miyZUv1/hIAc1xRJGecUY03vSkZGkq+/e2RgMPXvlYFFJqxZUvy6U9XI0lOOGEk3HD55VXAYrpcccXB25s3J10NVvV785uT5cunrxYAAAAAmIUEGgA4LL29jffdcUeydm3ragFghujuTp7//Gq8853Jjh3JjTeOBBy+852qq0MzHn44+fjHq5Ek55wzEnB48YuTpUubfRUjenoO3t67t1oSo9GxtccDAAAAAIck0ADAYXnGM5LFi6v3omr19ws0ADABixcnP/RD1UiSjRuTa64ZCTjce2/z9/jBD6rx/vcn8+YlF144EnBYuzaZP7/5ewAAAAAA00KgocMURXFakrVJTkiyIMlTSQaSfL0sy13trK1ViqJYmeQFSU5L0pNkMMk9SW4sy3JTO2sDRnR1VV0avv3tsfv6+1tfDwCzwKpVyU/9VDWSKtBw9dVVuOHqq5NNTf4ouG9ftczF176WXHllsmRJcsklIwGHs8+ulskAAAAAADqCQEOHKIriVUneneS5DQ7ZXhTFx5P8flmWG1tUU5GkN1XAYm2SC5I8O8noP2P772VZ/qcput9zkvxBkh9LUm/x4aGiKP49ybvLsvzeVNwTaE6jQMPAQOtrAWAWOvXUavzyLyfDw8l3vzvSveGGG5KdO5u7/vbtyWc/W40kOeaYkXDD5ZcnJ5zQ/GsAAAAAAA6bQEObFUWxMMnHkrxxnEOXJPm1JD9dFMVry7K8fhpr+vn99TwvyZHTdZ+ae/5Gkj/Pof8/2Z3kJ5L8SFEUbyvL8gOtqA1orK+v/rwODQBMua6u5LzzqnHFFcmuXclNN40EHL75zSr00IzHH0/+1/+qRlIl9w4EHC65JDmyJT8aAwAAAAD7CTS0UVEUXUn+Mckra3YNJXkwyZYkp+TgUMHqJJ8viuKlZVneNE2lvTLJ5dN07TGKonhbkr+os+uxJI8mOS7JsaPm5yX566IoirIs/7oFJQINNAo03HNPsmdPsmBBa+sBYA5ZtCi59NJq/NEfJU89lVx77cgSFXfc0fw9Bgaq8cEPVoGKtWtHAg4XXpgsXNj8PQAAAACAhuq19ad1rsjYMMNHkpxYluWpZVmel+SoJK9OFXA4YHGSTxRF0Y4/ERucyosVRXFxkj+rmb42yfllWR5XluXzyrI8Lsnzk1xXc9xfFEWxdirrASanUaBhaCi5667W1gLAHLdiRfKTP1mFDwYGkgcfTP7hH5I3vjE5+ujmrz88nKxbl7z3vVW3hhUrkpe/PPnzP09uvbX57hAAAAAAwBgCDW1SFMXKJL9bM/3OsizfVJblowcmyrIcLsvyU0kuTnL/qGNPSPK2aS7z8ST/luTdSV6eZGWqZSGm0lWplpI44N+S/HBZlt8efVBZlt9M8rIk/z5qet7+84E2Of30pLu7/r6BgdbWAgAHecYzkv/0n6rlIx57LPn+95O//MvkR3806elp/vo7dyZf/GK1/MV551WhiV/4heTb3042b27++gAAAACAJSfa6LeTLB21fX2S9zU6uCzLR4qi+KUkXxk1/ZtFUfx1WZabpri2P0jylrIsH6rdURTFlN2kKIpXpApqHLApyS+WZbmn3vFlWe4piuIXktyeKlyRJC8uiuKHyrL88pQVBkzYggXJaacld945dl9/f+vrAYC6iiI555xqvPWt1bpIN99cLU3xla9UnReGhpq7x8aNyac+NbK9YkVy4onJ0qXJkiXJJz+ZnHpqsmZNFX446qhqGQsAAAAAoCGBhjYoiqIryc/XTF9ZlmV5qPPKsry6KIobkrxo/9TSJK9L8uGprK+2O8I0+qWa7b8py3LDoU4oy3J9URQfStU1YvR1BBqgTfr6BBoAmGEWLEhe+MJqXHllsnVrcv31IwGH225r/h5PPVWNA77whYP3d3cnq1ePBByOPnrk89qPq1cnCxc2XxMAAAAAzDACDe1xcZLVo7bvTXLtBM/9WEYCDUnyqkxxoKEViqJYmOSHa6b/foKn/30ODjS8oiiKBY06OwDTq68v+cxnxs5bcgKAGWPZsuTHfqwaSbVExdVXjwQcHnlk6u85NJQ8/ng1JmL58saBh9qPS5dWXSkAAAAAYIYTaGiPH63Z/vJ43RlGH1uzfUlRFD1lWQ5OQV2tdEmS0YsX31GW5QMTObEsy/uLorgryRn7p5YmeUl0aYC26O2tPz8wkAwP66YNwAx07LHJz/5sNcoyueOOkXDDNddUHR1abfPmatRri1Rr0aKJhx9Wrqy6RQAAAABABxJoaI9za7a/PtETy7J8tCiK+5OcvH9qQZKzk9wyFYW10Lk12xP+Gux3Y0YCDQeuJ9AAbdDXV39+x47koYeSk05qbT0AMKWKokrv9fYmv/Zryb59yTe/ORJw+PrXk717213lwXbtSh58sBrj6epKVq0aP/hw4PNFi6a/fgAAAADYT6ChPWrf/rt9kuffnpFAw4HrzbRAw1R8DQ51PaBFGnVoSJL+foEGAGaZefOSCy+sxrvelQwOJjfcUIUbvvjF5Ac/aHeFkzM8nKxfX42J1L5s2cS7Pxx5pKUvAAAAAGiKQEOLFUVxRJITa6YfmuRlao8/6/Arapvamufi1wBmhWXLkuOOSx59dOy+gYHk5S9vfU0A0DI9PdU3u5e/vAo4/NEfJffdV7Up2ratCjwMDladHbZsaXe1zdu6tRp33z3+sQsWVOGG/QGHRStW5OydO7P7yCOze/nydJdlcsopVfhh1aoqLAIAAAAAo/iNUeutSjL6z5T2Jlk/yWs8UrO9pqmK2qO25ocnef5s+BrArNHXVz/Q0N/f+loAoK16epJzzqnGaG99a3LEEcmGDckTT1QdEep9PPD5hg3J0FBbXsKU2bMnefjhaqRaK2/0mnF5//tHPi+KZOXKiXd/WLy4hS8EAAAAgHYRaGi9JTXbO8qyLCd5jcFxrjkT1NZc+5rGMy1fg6Io1iRZPcnTThu9sX379mzdunXckwYHBw+5DTPJaactytVXLxgz/4Mf7MvWrTvaUBE05vkLTJutW7Nw9+66u3Zv3Zp0dVWtjZYtS844o+5xTxseTvHUUynWr0+xYUOK9evTtXHjyPb+0XVge+fOaXhBLVSWycaN1bh9/NXoyp6elKtXZ3j16pRr1qRcvbraXrMm5apVT88Nr16drFhh6QtgzvMzMEB7eP4CtIfn79Tbvn172+4t0NB6tW+87zqMa9T+tnI2BBom+3WYrq/BryZ5TzMXuPnmm/P4448f1nkwc52c5DljZm+7bSjXXHNNy6uByfD8BabKvO3bc9p999Xdd88NN2TfkiZ+ZF25shpn1V9prXvnzizcsiULN28e+/HA5/vHgm3bDr+ODlEMDqYYHEzX/fePe+xwd3e1zMX+pS72HHlkdu3/uHv58qfnDxxTWvoCmAP8DAzQHp6/AO3h+du8Bx98sG339pua1ltUs73nMK5R+2dfRxxmLe3U7NdhNnwNYNY44YT6ybwtWxZm69b5WbZsb4srAoC5ZeiII7LjiCOy45hjxj222Ls3C7dty8LNm7Ngy5Ys2v+xbhhiy5Z0zfClL7qGhnLEk0/miCefnNDxe5YsOSjgMCb0MOrj0KJFuj8AAAAATCOBhtar7UQwtkf7+BaOc82ZYFeS0QvfTvbrMBu+BjBrnHBC47/0fPjhpTn77Im9gQAATL9y/vzsOuqo7DrqqAkcXGb+9u3jd3/Y/3Herpn/Y/mC7duzYPv2LH344XGP3bdgwfhdH/Z/3LN0abXsCAAAAAATJtDQerV/xlzbqWAiarsRtG/RksO3PQcHGib7dZiur8GHkvzTJM85LclnDmysXbs2fX194540ODh4UIubtWvXpqenZ5K3hs5Qlslv/maZLVvG/oViT8/zcumlOjTQOTx/gWmzeXMW/uAHdXcd96IXJcuXt7aeFhpKsiNJduxIsWFDujZsSLFhQ4r166uPGzZk+LHHsv3ee58OQCzYti1FWba58ubM27Mn89avT8/69eMeW3Z3p1y5MuWaNSlXr87w6tXV56tWHTy3f2RhbYYb4PD5GRigPTx/AdrD83fq9ff3t+3eAg2tV/vG++KiKIqynNRv8mr/i5upgYY1o7Yn+xSZlq9BWZbrk4z/28hRipoWs0uWLMmyZcsmfe+enp7DOg86RW9v8o1vjJ1/4IEjsmyZVWHoXJ6/wJQZHm74JvTCZcuSufCsWbYsabDsxdatW/P1a655evvSF70oy/bsSdavT554ohoHPq/3cc/hrNbXOYqhoRTr11evZSKOPDI5+uhkzZpDfzz66GTpUktfAJPiZ2CA9vD8BWgPz9/mLVmypG33FmhovY1JyiQHfts0P9Ub+09M4hrH12xP6g34DrE+yamjtk+Y5Pmz4WsAs0pfX/1AQxtDewBAJ5s3LznqqIYBiIOUZbJly6EDD6M/bt06/fVPty1bqnHnneMfu3DhxMIPa9Ykq1Yl3d3TXz8AAADAFBBoaLGyLHcWRfFgkpNGTZ+YyQUaTqzZHmi6sNa7I8mFo7ZrX9N4ZsPXAGaVRiutCDQAMGsNDo7dbtRFYHAwmT//4DmtDieuKKolO5YvT848c/zjd+2qwg0T6f6wcWPVXWMm2707efDBaoynKKpQQ6NuD7Vziw5nlUQAAACAqSHQ0B4DOTjQcHaSWyZxfu3bhjPxzfzams+e5Pmz4WsAs0qjQMMDDyQ7diSLF7e2HgCYdldddfD2rl3JunX1jx0eHvvG8JVXTktZpPpan3hiNcYzNJRs2jTx7g+7dk1//dOpLJMNG6oxEUuXTrz7w/Lllr4AAAAAppRAQ3vcmuSHR21fnOS/T+TEoiiOTXLyqKm9SW6fqsJa6Naa7Ysnef4Lxrke0GK9vfXny7LqlHzuuS0tBwBgYrq7qzfj16xJzjnn0MeWZbJ9+/hdHw583Ly5JS9hWm3bVo277x7/2PnzGwceaudWr66WHQEAAAA4BL89aI/PJnnHqO2XFkVRlGVZTuDcl9VsX1OW5fapK61lrk0ymORAn90zi6I4qSzLB8Y7sSiKk5OcMWpq2/7rAW10yinJggX1O2339ws0ADAHLFqUXHJJu6tgOhVF1bFg6dLk9NPHP37PnoOXvmj08Yknqo4JQ0PT/xqm0969ySOPVGMiVq6cePcHS7QAAADAnCTQ0B5fT7Ixyar926cmuSTJNRM49xdrtj8zdWW1TlmWu4qi+FKSnxw1/QtJ3jOB03+hZvsLZVk2WKwYaJV586olrX/wg7H7+vtbXw8AQNstWJCccEI1xjM8nDz55MSXvtixY/rrn26bNlXj9gk0HezpGb/rw4GPK1YkXV3TXz8AAAAw7QQa2qAsy+GiKD6e5O2jpt9TFMW1h+rSUBTF5UleNGpqW5JPTE+VLfGxHBxoeHNRFB8sy7LhYq5FUaxJ8qt1rgN0gN7e+oGGgYHW1wIA0+6KK9pdAbNJV1eyalU1zj57/OMHB8fv+nDg8yefnP76p9vgYHLffdUYz7x51ZIWE+n+sHp1FTyB2WJwsOF8965dBx/X3T32ON1QAACADiPQ0D7vS/IrSZbs335JqmUo/rTewUVRHJ/kozXTf1WW5cZD3aQoitqAxKVlWV476WqnQVmW/14UxbokF+6fWpnkY0VRvKYsy721xxdFsSBVeGHlqOkbyrL84vRXC0xEX1/9eR0aAJiVvOlDO/X0JKeeWo3x7N1bLWkxke4P69dXx89k+/Yljz1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\n", + "image/png": 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\n", 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" + "
" ] }, "metadata": { @@ -1907,11 +2065,13 @@ "fig = plt.figure(figsize=(8, 5))\n", "fig.set_dpi(fig_dpi)\n", "\n", - "plt.errorbar(multi_ensem_models, 1 - mean_ensem_accuracy[0, :], yerr=std_ensem_accuracy[0, :], capsize=2, label='Test', c=(0, 0, 1), ecolor=(0, 0, 1, 0.5))\n", - "plt.errorbar(multi_ensem_models, 1 - mean_ensem_accuracy[1, :], yerr=std_ensem_accuracy[1, :], capsize=2, label='Train', c=(1, 0, 0), ecolor=(1, 0, 0, 0.5))\n", + "plt.errorbar(multi_ensem_models, 1 - mean_ensem_accuracy[0, :], yerr=std_ensem_accuracy[0, :], capsize=2, label='Ensemble Test')\n", + "plt.errorbar(multi_ensem_models, 1 - mean_ensem_accuracy[2, :], yerr=std_ensem_accuracy[2, :], capsize=2, label='Individual Test')\n", + "plt.errorbar(multi_ensem_models, 1 - mean_ensem_accuracy[1, :], yerr=std_ensem_accuracy[1, :], capsize=2, label='Individual Train')\n", + "plt.errorbar(multi_ensem_models, 1 - mean_ensem_accuracy[3, :], yerr=std_ensem_accuracy[3, :], capsize=2, label='Anti-agreement')\n", "\n", - "plt.title(f\"Average Test Error Rate for Horizontal Ensemble Models over {multi_ensem_iter} iterations\")\n", - "# plt.ylim(0, 1)\n", + "plt.title(f\"Error Rate for Horizontal Ensemble Models\")\n", + "plt.ylim(0, 1)\n", "plt.grid()\n", "plt.legend()\n", "plt.xlabel(\"Number of Models\")\n", @@ -1922,7 +2082,66 @@ { "cell_type": "markdown", "metadata": { - "id": "FSZq1mNiVZq_" + "tags": [ + "exp2" + ] + }, + "source": [ + "### Ensemble Model Statistics" + ] + }, + { + "cell_type": "code", + "execution_count": 140, + "metadata": { + "tags": [ + "exp2" + ] + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(8, 5))\n", + "fig.set_dpi(fig_dpi)\n", + "\n", + "# plt.plot(multi_ensem_models, mean_ensem_accuracy[0, :], 'x-', label='Ensemble')\n", + "# plt.plot(multi_ensem_models, mean_ensem_accuracy[2, :], 'x-', label='Individual Test')\n", + "# plt.plot(multi_ensem_models, mean_ensem_accuracy[1, :], 'x-', label='Individual Train')\n", + "# plt.plot(multi_ensem_models, mean_ensem_accuracy[3, :], 'x-', label='Agreement')\n", + "\n", + "plt.errorbar(multi_ensem_models, mean_ensem_accuracy[0, :], yerr=std_ensem_accuracy[0, :], capsize=2, label='Ensemble Test')\n", + "plt.errorbar(multi_ensem_models, mean_ensem_accuracy[2, :], yerr=std_ensem_accuracy[2, :], capsize=2, label='Individual Test')\n", + "plt.errorbar(multi_ensem_models, mean_ensem_accuracy[1, :], yerr=std_ensem_accuracy[1, :], capsize=2, label='Individual Train')\n", + "plt.errorbar(multi_ensem_models, mean_ensem_accuracy[3, :], yerr=std_ensem_accuracy[3, :], capsize=2, label='Agreement')\n", + "\n", + "plt.title(\"Accuracy for Horizontal Model Ensembles\")\n", + "plt.ylim(0, 1)\n", + "plt.grid()\n", + "plt.legend()\n", + "plt.ylabel(\"Accuracy\")\n", + "plt.xlabel(\"Number of Models\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "FSZq1mNiVZq_", + "tags": [ + "ex3" + ] }, "source": [ "# Experiment 3\n", @@ -1958,9 +2177,9 @@ "version": "3.8.8" }, "toc-autonumbering": false, - "toc-showcode": false, + "toc-showcode": true, "toc-showmarkdowntxt": false, - "toc-showtags": false + "toc-showtags": true }, "nbformat": 4, "nbformat_minor": 4 diff --git a/scratchpad.ipynb b/scratchpad.ipynb index 87a6f26..b26df8e 100644 --- a/scratchpad.ipynb +++ b/scratchpad.ipynb @@ -3,7 +3,7 @@ { "cell_type": "code", "execution_count": 1, - "id": "cultural-pocket", + "id": "physical-coating", "metadata": {}, "outputs": [], "source": [ @@ -26,7 +26,7 @@ }, { "cell_type": "markdown", - "id": "corrected-happiness", + "id": "unable-security", "metadata": {}, "source": [ "# Scratchpad\n", @@ -36,7 +36,7 @@ { "cell_type": "code", "execution_count": 2, - "id": "handled-illness", + "id": "precise-invalid", "metadata": {}, "outputs": [], "source": [ @@ -49,7 +49,7 @@ { "cell_type": "code", "execution_count": 3, - "id": "automotive-maria", + "id": "equal-cooling", "metadata": {}, "outputs": [], "source": [ @@ -59,7 +59,7 @@ { "cell_type": "code", "execution_count": 9, - "id": "sublime-brick", + "id": "valuable-illinois", "metadata": {}, "outputs": [ { @@ -94,7 +94,7 @@ { "cell_type": "code", "execution_count": null, - "id": "still-papua", + "id": "opened-terminology", "metadata": {}, "outputs": [ { @@ -114,7 +114,7 @@ { "cell_type": "code", "execution_count": null, - "id": "naval-criticism", + "id": "forward-asthma", "metadata": {}, "outputs": [], "source": [ @@ -126,7 +126,7 @@ { "cell_type": "code", "execution_count": null, - "id": "bizarre-champion", + "id": "local-program", "metadata": {}, "outputs": [], "source": [ @@ -136,7 +136,7 @@ { "cell_type": "code", "execution_count": 8, - "id": "informed-advance", + "id": "animated-raise", "metadata": {}, "outputs": [ { @@ -260,7 +260,7 @@ { "cell_type": "code", "execution_count": null, - "id": "received-boston", + "id": "third-accuracy", "metadata": {}, "outputs": [], "source": [ @@ -270,7 +270,7 @@ { "cell_type": "code", "execution_count": 9, - "id": "hindu-senior", + "id": "synthetic-armstrong", "metadata": {}, "outputs": [ { @@ -311,7 +311,7 @@ { "cell_type": "code", "execution_count": 7, - "id": "instructional-lying", + "id": "coordinated-salvation", "metadata": {}, "outputs": [], "source": [ @@ -321,7 +321,7 @@ { "cell_type": "code", "execution_count": 8, - "id": "fleet-discussion", + "id": "roman-explorer", "metadata": {}, "outputs": [ { @@ -692,7 +692,7 @@ { "cell_type": "code", "execution_count": 9, - "id": "assumed-arthur", + "id": "caring-assets", "metadata": {}, "outputs": [ { @@ -1063,7 +1063,7 @@ { "cell_type": "code", "execution_count": 10, - "id": "unlikely-desert", + "id": "controversial-modern", "metadata": {}, "outputs": [ { @@ -1084,7 +1084,7 @@ { "cell_type": "code", "execution_count": 11, - "id": "absolute-fellowship", + "id": "correct-lodging", "metadata": {}, "outputs": [ { @@ -1105,7 +1105,7 @@ { "cell_type": "code", "execution_count": 12, - "id": "fatal-address", + "id": "suited-standard", "metadata": {}, "outputs": [ { @@ -1146,7 +1146,7 @@ { "cell_type": "code", "execution_count": 13, - "id": "demonstrated-ecology", + "id": "greater-publisher", "metadata": {}, "outputs": [ { @@ -1167,7 +1167,7 @@ { "cell_type": "code", "execution_count": 9, - "id": "utility-fields", + "id": "considerable-fluid", "metadata": {}, "outputs": [ { @@ -1184,14 +1184,6 @@ "source": [ "np.linspace(5, 150, num=1)" ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "julian-welding", - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": {