From 8d69d3253a74349f119c2e8dae984da0ec962854 Mon Sep 17 00:00:00 2001 From: Parsiad Azimzadeh Date: Mon, 29 Jan 2024 16:09:08 -0500 Subject: [PATCH] Remove examples from README and replace with links --- README.md | 74 ++------------------------------------------ examples/mnist.ipynb | 60 ++++++++++++++++++++++++++--------- 2 files changed, 48 insertions(+), 86 deletions(-) diff --git a/README.md b/README.md index be02dac..7ade5ca 100644 --- a/README.md +++ b/README.md @@ -22,76 +22,6 @@ import sys sys.path.insert(0, os.path.expanduser("~/micrograd-pp/python")) ``` -## Example: MNIST +## Examples -![](https://upload.wikimedia.org/wikipedia/commons/f/f7/MnistExamplesModified.png) - -[MNIST](https://en.wikipedia.org/wiki/MNIST_database) is a dataset of handwritten digits (0-9) commonly used for training and testing image processing systems. -It consists of 28x28 pixel grayscale images, with a total of 60,000 training samples and 10,000 test samples. -It's widely used in machine learning for digit recognition tasks. - -Below is an example of using Micrograd++ to train a simple [feedforward neural network](https://en.wikipedia.org/wiki/Feedforward_neural_network) on MNIST. - -```python -import micrograd_pp as mpp -import numpy as np - - -batch_sz = 64 -n_epochs = 3 - -mnist = mpp.datasets.load_mnist(normalize=True) -train_images, train_labels, test_images, test_labels = mnist - -# Flatten images -train_images = train_images.reshape(-1, 28 * 28) -test_images = test_images.reshape(-1, 28 * 28) - -# Drop extra training examples -trim = train_images.shape[0] % batch_sz -train_images = train_images[: train_images.shape[0] - trim] - -# Shuffle -indices = np.random.permutation(train_images.shape[0]) -train_images = train_images[indices] -train_labels = train_labels[indices] - -# Make batches -n_batches = train_images.shape[0] // batch_sz -train_images = np.split(train_images, n_batches) -train_labels = np.split(train_labels, n_batches) - -# Optimizer -opt = mpp.SGD(lr=0.01) - -# Feedforward neural network -model = mpp.Sequential( - mpp.Linear(28 * 28, 128), - mpp.ReLU(), - mpp.Linear(128, 10), -) - - -def cross_entropy_loss(input_: mpp.Expr, target: mpp.Expr) -> mpp.Expr: - n, _ = input_.shape - input_max = input_.max(dim=1, keepdim=True) - delta = input_ - input_max - log_sum_exp = delta.exp().sum(dim=1).log().squeeze() - return (log_sum_exp - delta[np.arange(n), target]).sum() / n - - -# Train -accuracy = float("nan") -for epoch in range(n_epochs): - for batch_index in np.random.permutation(np.arange(n_batches)): - x = mpp.Constant(train_images[batch_index]) - y = train_labels[batch_index] - loss = cross_entropy_loss(model(x), y) - loss.backward(opt=opt) - opt.step() - test_x = mpp.Constant(test_images) - test_fx = model(test_x) - pred_labels = np.argmax(test_fx.value, axis=1) - accuracy = (pred_labels == test_labels).mean().item() - print(f"Test accuracy at epoch {epoch}: {accuracy * 100:.2f}%") -``` +* [Train a simple feedforward neural network on MNIST to classify handwritten digits](https://github.com/parsiad/micrograd-pp/blob/main/examples/mnist.ipynb) diff --git a/examples/mnist.ipynb b/examples/mnist.ipynb index 62a2cb2..669a3e1 100644 --- a/examples/mnist.ipynb +++ b/examples/mnist.ipynb @@ -1,5 +1,18 @@ { "cells": [ + { + "cell_type": "markdown", + "id": "cb5d9910-6359-4b50-afed-6166e0a26214", + "metadata": {}, + "source": [ + "# MNIST\n", + "\n", + "[MNIST](https://en.wikipedia.org/wiki/MNIST_database) is a dataset of handwritten digits (0-9) commonly used for training and testing image processing systems.\n", + "It consists of 28x28 pixel grayscale images, with a total of 60,000 training samples and 10,000 test samples.\n", + "\n", + "This notebook demonstrates using Micrograd++ to train a simple [feedforward neural network](https://en.wikipedia.org/wiki/Feedforward_neural_network) on MNIST to classify handwritten digits." + ] + }, { "cell_type": "code", "execution_count": 1, @@ -19,6 +32,14 @@ "plt.rcParams[\"lines.linewidth\"] = 2" ] }, + { + "cell_type": "markdown", + "id": "240c6c47-8fa2-4feb-bc34-78d22ba29ea0", + "metadata": {}, + "source": [ + "## Load and visualize data" + ] + }, { "cell_type": "code", "execution_count": 2, @@ -66,7 +87,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -78,7 +99,7 @@ "source": [ "plt.figure(figsize=(10, 5))\n", "plt.hist(train_labels, align=\"left\", bins=range(11), rwidth=0.5, label=\"Training Set\")\n", - "plt.hist(test_labels, align=\"left\", bins=range(11), rwidth=0.5, label=\"Test Set\")\n", + "plt.hist(test_labels, align=\"left\", bins=np.arange(11) - 0.1, rwidth=0.5, label=\"Test Set\")\n", "plt.xticks(range(10))\n", "plt.xlabel(\"Class\")\n", "plt.ylabel(\"Count\")\n", @@ -86,6 +107,14 @@ "plt.legend();" ] }, + { + "cell_type": "markdown", + "id": "ed855122-5062-4f8d-b495-92376e35ad4d", + "metadata": {}, + "source": [ + "## Train" + ] + }, { "cell_type": "code", "execution_count": 5, @@ -95,7 +124,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "e92fe0dbf0084474b5cf5f65a38cf027", + "model_id": "", "version_major": 2, "version_minor": 0 }, @@ -108,6 +137,8 @@ } ], "source": [ + "np.random.seed(0)\n", + "\n", "batch_sz = 64\n", "n_epochs = 20\n", "\n", @@ -149,7 +180,7 @@ "\n", "# Train\n", "accuracies = []\n", - "for epoch in trange(n_epochs):\n", + "for epoch in trange(n_epochs, leave=False):\n", " for batch_index in np.random.permutation(np.arange(n_batches)):\n", " x = mpp.Constant(train_images_[batch_index])\n", " y = train_labels_[batch_index]\n", @@ -171,7 +202,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -182,12 +213,13 @@ ], "source": [ "plt.figure(figsize=(10, 5))\n", - "plt.plot(np.array(accuracies) * 100, \"--o\")\n", - "plt.xticks(range(len(accuracies)))\n", + "y = np.array(accuracies) * 100\n", + "x = np.arange(y.size) + 1\n", + "plt.plot(x, y, \"--o\")\n", + "plt.xticks(x)\n", "plt.xlabel(\"Epoch\")\n", - "plt.ylabel(\"Accuracy\")\n", - "plt.title(\"Accuracy at end of epoch\")\n", - "plt.gca().yaxis.set_major_formatter(\"{x:.0f}%\")" + "plt.title(\"Test accuracy\")\n", + "plt.gca().yaxis.set_major_formatter(\"{x}%\")" ] }, { @@ -198,7 +230,7 @@ "outputs": [ { "data": { - "image/png": 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h9enTx/IImEmTJunSpUspxly6dEkTJ06UJBUoUECvvPKK1cfbv3+/goOD01yfmJhouczYZDLJ19fX6mNJ0ogRI1I9g7hjxw599dVXkqT69eurdu3aydaPHj1aefLkkdls1sCBAxUaGprmMcxmszZv3pzisTVZoXbt2nrzzTclPboEvF27dimeoft3v//+u7p166a5c+dm+DgVKlSwXFa+evXqVO+P3bx5s5YsWZLmPk6ePPnY2nbs2GH5uGzZspaPN2zYkO6lzLdu3bL8oeGv2wEAMod7aAEAmXL9+vV0H3uTxMXFRZUqVcryeooUKaL3339fo0aNUmRkpFq0aKFRo0apUaNGkqSDBw9q9uzZllmAJ0+ebLnU0xq7du3SjBkz1LBhQ7Vt21Y1atSQt7e34uPjFRoaqpUrV2rPnj2SpE6dOllmVrZGnTp1dOzYMT377LMaOXKkatasqdjYWG3evFmLFy9WYmKiXFxcNHPmzBTbVqtWTVOnTtW4ceN08eJFNWnSRH379lXLli3l4+Oj+Ph4RURE6Ndff9X69et1+fJlff311499bJE9jB07VteuXdPSpUsVGhqq5s2bq3379mrXrp0qVaokDw8P3bp1S0FBQdqyZYt27NihxMTETNVWuHBhtW3bVj///LO2bdum559/Xq+++qp8fX117do1rV+/Xl999ZXKlSun27dvpzoz9KlTpzRs2DDVrl1b7du3V61atVS8eHElJiYqPDxc3377rTZu3CjpUVB/+umnLdt++umnev3119WmTRs1a9ZMVapUkZeXl6Kjo/Xbb79pyZIllvu+Bw0aZGNHAeDJRaAFAGTKsmXLtGzZsseOK1OmjE6dOpUNFUkDBgxQdHS03n33Xd28eVP//e9/U4xxdnbW22+/rcGDB9t8vMTERO3fv1/79+9Pc0zjxo0zdUYxNW3btlW7du30wQcfaMSIESnW58+fX0uXLrVcuvp3r7/+utzc3DRu3DjFxMTo008/1aeffprqWCcnJ7m6utpUb0Y5OTlp5syZqlWrlqZMmaLIyEht3rxZmzdvTnMbPz8/TZ48OVPHmTVrln7//XeFh4dr586d2rlzZ7L1pUuX1qpVqx47C/Tx48fTvWzbz89PK1euTDHR2N27d7V+/XqtX78+zW2HDBmi119//bGvBQCQOgItACBXGDFihNq1a6dFixZp9+7dioiIkCSVKFFCzZo10+uvv26ZQMrW49SoUUO7du3SyZMndfXqVV27dk1ms1lFixZV7dq11bNnT3Xt2tUujxIaP368GjRooEWLFunYsWO6deuWihUrZjkTXbFixXS379Onj9q3b6/PP/9cO3bsUFBQkKKiouTi4qJixYqpatWqatasmbp06aLSpUvbXG9m9OvXTz179tTatWu1Y8cOHT9+XNevX1dsbKwKFiyosmXLql69euratasaN26c6X6WLl1au3fv1pw5c7Rp0yaFhYUpX7588vX1VceOHRUQECAvL680t+/Zs6d8fHz0yy+/6OjRo5avdUJCggoXLqyaNWuqc+fOeumll5Q3b95k2y5btkxbtmzR3r17dfbsWf3555+6ceOG8ubNq9KlS6tBgwZ65ZVXVL9+fWtaBwD4/0xRUVEpbyoBAAAOkxSy3nzzTb311luOLQYAgByMSaEAAAAAAIZEoAUAAAAAGBKBFgAAAABgSARaAAAAAIAhEWgBAAAAAIbEY3sAAMhhoqKiHF0CAACGwBlaAAAAAIAhEWgBAAAAAIZEoAUAAAAAGBKBFhl27949hYSE6N69e44uxbDooW3on+3ooe3ooe3ooW3on+3ooe3ooW3on/0QaJEpDx8+dHQJhkcPbUP/bEcPbUcPbUcPbUP/bEcPbUcPbUP/7INACwAAAAAwJAItAAAAAMCQCLQAAAAAAEMi0AIAAAAADIlACwAAAAAwJAItAAAAAMCQCLQAAAAAAEMi0AIAAAAADIlACwAAAAAwJAItAAAAAMCQCLQAAAAAAEMi0AIAAAAADIlACwAAAAAwJAItAAAAAMCQCLQAAAAAAEPK4+gCAAAAAGSO1+dXHF2CJFdJNxx29KiBpRx2bOQcnKEFAAAAABgSgRYAAAAAYEgEWgAAAACAIRFoAQAAAACGRKAFAAAAABgSgRYAAAAAYEgEWgAAAACAIRFoAQAAAACGRKAFAAAAABgSgRYAAAAAYEgEWgAAAACAIRFoAQAAAACGRKAFAAAAABgSgRYAAAAAYEgEWgAAAACAIRki0NasWVNeXl6p/texY8cU4+/fv6/p06erbt268vHxUdWqVTVy5Ehdu3bNAdUDAAAAALJCHkcXkFEFCxZUQEBAiuW+vr7JPk9MTNTLL7+s7du3q379+urSpYuCg4O1YsUK7dq1S9u2bZO3t3d2lQ0AAAAAyCKGCbSenp566623Hjvuq6++0vbt29WzZ08tWbJEJpNJkvTZZ59pzJgxmjJliubMmZPF1QIAAAAAspohLjnOjBUrVkiS/vvf/1rCrCQNHDhQ5cqV07fffqu7d+86qjwAAAAAgJ0YJtDGx8dr1apVmjVrlhYvXqwjR46kGHPv3j0dOXJElStXTnEpsslkUosWLRQbG6tjx45lV9kAAAAAgCximEuOIyMjNWzYsGTL6tatq2XLlql8+fKSpIsXLyoxMVEVKlRIdR9Jy4ODg+Xv75/u8e7du2eHqnOX+Pj4ZP9H5tFD29A/29FD29FD29FD29A/29HD3MHI/17nPZi2/PnzZ2q8IQJtnz591KhRI/n5+cnNzU0XLlzQ/PnztWbNGnXp0kX79++Xh4eHoqOjJT263zY1BQsWlCTLuPRERETo4cOH9nsRuUhkZKSjSzA8emgb+mc7emg7emg7emgb+mc7Y/fQ1dEFOFxYWJijS7CZsd+D9ufs7Jzmycm0GCLQjh8/PtnnTz31lBYtWiRJWrNmjb744gsNHz7crscsWbKkXfeXG8THxysyMlI+Pj5ycXFxdDmGRA9tQ/9sRw9tRw9tRw9tQ/9slzt6eMPRBThcmTJlHF2C1XLHezBnMESgTcvAgQO1Zs0aHTp0SMOHD7ecgb19+3aq45POzCaNS09mT3U/SVxcXOiPjeihbeif7eih7eih7eihbeif7eihseWGrx3vQdsZZlKo1BQpUkSSFBcXJ0kqV66cnJycFBISkur4pOUVK1bMngIBAAAAAFnG0IE2aabjpBmNCxQooKefflrnz5/X5cuXk401m8365Zdf5Obmpjp16mR7rQAAAAAA+8rxgTYoKMhyBvbvyydNmiRJ6tmzp2V5//79JUnvvfeezGazZfnnn3+u0NBQ9erVSwUKFMjaogEAAAAAWS7H30P7/fffa8GCBfL391eZMmXk6uqqCxcuaOvWrUpISNCYMWPUuHFjy/iXX35Z69at03fffadLly6pcePGCgkJ0YYNG1S2bFm9/fbbDnw1AAAAAAB7yfGBtmnTpgoKCtLJkyd14MABxcXFqUiRImrTpo0GDx6sli1bJhvv5OSkr776SrNnz9aaNWu0YMECFSpUSP369dPbb78tb29vB70SAAAAADmF1+dXHFyBqxw9W3XUwFIOPb495PhA26RJEzVp0iRT2+TLl0/jx49P8bgfAAAAAEDukePvoQUAAAAAIDUEWgAAAACAIRFoAQAAAACGRKAFAAAAABgSgRYAAAAAYEg5fpZjAABgX45/VIXk6MdV5IZHVQAAOEMLAAAAADAoAi0AAAAAwJAItAAAAAAAQyLQAgAAAAAMiUALAAAAADAkAi0AAAAAwJAItAAAAAAAQyLQAgAAAAAMiUALAAAAADAkAi0AAAAAwJAItAAAAAAAQyLQAgAAAAAMiUALAAAAADAkAi0AAAAAwJAItAAAAAAAQyLQAgAAAAAMiUALAAAAADAkAi0AAAAAwJAItAAAAAAAQyLQAgAAAAAMiUALAAAAADAkAi0AAAAAwJAItAAAAAAAQyLQAgAAAAAMiUALAAAAADAkAi0AAAAAwJAItAAAAAAAQyLQAgAAAAAMiUALAAAAADAkAi0AAAAAwJAItAAAAAAAQyLQAgAAAAAMiUALAAAAADAkAi0AAAAAwJAItAAAAAAAQyLQAgAAAAAMiUALAAAAADAkAi0AAAAAwJAItAAAAAAAQyLQAgAAAAAMiUALAAAAADAkAi0AAAAAwJAItAAAAAAAQyLQAgAAAAAMiUALAAAAADAkAi0AAAAAwJAItAAAAAAAQyLQAgAAAAAMiUALAAAAADAkAi0AAAAAwJAItAAAAAAAQyLQAgAAAAAMybCBds6cOfLy8pKXl5d+/fXXFOujo6M1YcIE1ahRQ8WKFVPNmjU1ceJExcTEOKBaAAAAAIC9GTLQnj59WtOmTZObm1uq62NjY9WxY0ctWLBAVapU0dChQ1W5cmXNnTtXXbp00b1797K5YgAAAACAvRku0CYkJCggIEA1a9ZUx44dUx3z8ccf69SpUxo1apTWrl2rSZMmae3atRo1apSOHj2qBQsWZHPVAAAAAAB7M1ygnTlzps6ePat58+bJ2dk5xXqz2ayVK1fK3d1dY8eOTbZu7Nixcnd314oVK7KrXAAAAABAFsnj6AIy4/jx45o1a5YmTJigqlWrpjomODhYV69eVatWrVJckuzm5qYGDRpo+/btCg8PV+nSpdM8FpclpxQfH5/s/8g8emgb+mc7emg7epg7GPn3PO9B29HD3MHI38c5RU7sYf78+TM13jCB9v79+5ZLjUeOHJnmuODgYElShQoVUl1foUIFbd++XcHBwekG2oiICD18+NC2onOpyMhIR5dgePTQNvTPdkbvYf29rg6uwFXSHYcd/dcmcTbuwdH9c7ywsDBHl2Azo38f5wTG7iHfx7Z/H9PDnPaz0NnZOc0clxbDBNqpU6cqODhYO3fuTPVS4yTR0dGSJE9Pz1TXFyxYMNm4tJQsWdLKSnOv+Ph4RUZGysfHRy4uLo4ux5DooW3on+1yTw9vOLoAhypTpoyNe3iy+yfZo4eOk3u+jx0nd/SQ72N+FtrOyD8Lkxgi0B4+fFhz587V+PHj5efnly3HzOyp7ieJi4sL/bERPbQN/bMdPTQ2vna2yw095PvYdvTQ2Pja2S439DDHTwr14MEDBQQEqHr16ho9evRjxyedgb19+3aq65POzCaNAwAAAAAYU44/QxsTE2O5L7Zo0aKpjmnTpo0k6csvv7RMFhUSEpLq2KTlFStWtHepAAAAAIBslOMDbb58+dSvX79U1+3fv1/BwcHq0KGDvL295evrq4oVK6pEiRI6dOiQYmNjk810HBsbq0OHDqls2bLpTggFAAAAAMj5cnygLVCggObOnZvquoCAAAUHB2vMmDGqX7++ZXm/fv304YcfasaMGZo0aZJl+YwZMxQTE6MxY8ZkddkAAAAAgCyW4wOtNUaOHKlNmzZpzpw5OnnypGrVqqUTJ05ox44dqlu3rgICAhxdIgAAAADARjl+UihruLm5KTAwUAEBAQoKCtK8efMUFBSk4cOH68cff1SBAgUcXSIAAAAAwEaGPkO7cOFCLVy4MNV1np6emjZtmqZNm5bNVQEAAAAAskOuPEMLAAAAAMj9CLQAAAAAAEMi0AIAAAAADIlACwAAAAAwJAItAAAAAMCQCLQAAAAAAEMi0AIAAAAADIlACwAAAAAwJAItAAAAAMCQCLQAAAAAAEMi0AIAAAAADIlACwAAAAAwJAItAAAAAMCQCLQAAAAAAEOyOtAOGzZMs2fPztDYOXPmaNiwYdYeCgAAAACAFKwOtF999ZW2bNmSobHbtm3T6tWrrT0UAAAAAAApZMslx4mJiTKZTNlxKAAAAADAEyJbAu3Vq1fl5uaWHYcCAAAAADwh8mR0YFhYmC5fvpxsWXR0tPbt25fmNnfv3tWuXbsUGhqq+vXrW18lAAAAAAB/k+FAu2rVKn344YfJlp05c0adO3dOdzuz2SxJGjBgQOarAwAAAAAgDRkOtJ6enipdurTl8/DwcLm4uKhYsWKpjjeZTHJ1dVX58uX14osvqkuXLrZXCwAAAADA/5fhQBsQEKCAgADL54UKFVKdOnW0efPmLCkMAAAAAID0ZDjQ/t38+fPTPDsLAAAAAEBWszrQvvzyy/asAwAAAACATMmWx/YAAAAAAGBvVp+hlaSYmBjNmzdPP/30k0JCQhQTE5PmWJPJpBs3bthyOAAAAAAALKwOtH/++afat2+v0NBQy6N50pORMQAAAAAAZJTVgfb999/XxYsXVaxYMY0YMULPPPOMihYtKicnrmIGAAAAAGQ9qwPt1q1b5ezsrO+++041a9a0Z00AAAAAADyW1adTb9y4oQoVKhBmAQAAAAAOYXWg9fHxkYuLiz1rAQAAAAAgw6wOtM8995yCgoJ07do1e9YDAAAAAECGWB1ox48fr2LFimno0KGKjo62Z00AAAAAADyW1ZNCbd68WQMGDNCHH36op59+Wj179lSlSpXk6uqa5jYvvfSStYcDAAAAACAZqwPt0KFDZTKZZDabdf36dS1atOix2xBoAePz+vyKgytwlXTDoRVEDSzl0OMDQG7wpP8+4XcJYB9WB1p/f3+ZTCZ71gIAAAAAQIZZHWgDAwPtWQcAAAAAAJli9aRQAAAAAAA4EoEWAAAAAGBIBFoAAAAAgCFZfQ9t4cKFMzXeZDLpxg3HzkwKAAAAAMg9rA60ZrM5S8cDAAAAAJAeqwPtiRMn0lwXFxenCxcuaNmyZdq/f79mzJih5s2bW3soAAAAAABSsDrQ+vr6pru+atWq6tSpk9577z2NHz9e27dvt/ZQAAAAAACkkOWTQr355pvKkyePpk+fntWHAgAAAAA8QbI80ObLl0+VKlXSvn37svpQAAAAAIAnSLY8ticyMlJ37tzJjkMBAAAAAJ4QWR5o165dq4iIiMfecwsAAAAAQGZYPSnU6tWr01xnNpt17do1HT58WD/99JNMJpNeeOEFaw8FAAAAAEAKVgfaoUOHymQypTsm6dmznTt31siRI609FAAAAAAAKVgdaP39/dMMtCaTSa6urqpYsaI6dOigpk2bWl0gAAAAAACpsTrQBgYG2rMOAAAAAAAyJVtmOQYAAAAAwN4ItAAAAAAAQ7L6kuMkd+7c0YoVK7RlyxadP39eMTExcnd3V5UqVdSuXTv17dtXHh4e9qgVAAAAAAALmwLt0aNH9corrygiIsIyo7H0KORevXpVu3fv1vz587Vy5UrVqVPH5mIBAAAAAEhidaCNjIxUr169dPPmTXl4eKhfv37y8/NT8eLF9ccff+j06dP68ssvdeXKFfXq1Uv79u2Tj4+PPWsHAAAAADzBrA60n3zyiW7evKlnn31Wy5cvl5eXV4ox48aN04ABA7Rr1y7NnTtXU6ZMsaVWAAAAAAAsrJ4UauvWrXJxcdHSpUtTDbOS5OnpqcWLFytPnjzasmWLVce5d++eJkyYoA4dOqhq1ary8fGx3J/75ZdfKiEhIcU20dHRmjBhgmrUqKFixYqpZs2amjhxomJiYqyqAQAAAACQ81gdaMPDw1WtWjV5e3unO65o0aKqVq2awsPDrTpObGysPvvsM5lMJrVt21bDhg1Tp06dFBERoeHDh+uFF15QYmJisvEdO3bUggULVKVKFQ0dOlSVK1fW3Llz1aVLF927d8+qOgAAAAAAOYvVlxznyZNH9+/fz9DY+Ph45clj3aEKFSqky5cvy8XFJdnyBw8eqFu3btqxY4e2bt2qdu3aSZI+/vhjnTp1SqNGjdKkSZMs4ydNmqQ5c+ZowYIFGjNmjFW1AAAAAAByDqvP0FasWFFBQUE6d+5cuuPOnj2rc+fOqWLFilYdx8nJKUWYlR4F6k6dOkmSQkJCJElms1krV66Uu7u7xo4dm2z82LFj5e7urhUrVlhVBwAAAAAgZ7H6DG2XLl10/Phx9evXT4sXL1bt2rVTjDl+/LgGDx4sSeratavVRaYmMTFR27dvlyT5+flJkoKDg3X16lW1atVKbm5uyca7ubmpQYMG2r59u8LDw1W6dOl098+lySnFx8cn+z8yjx7mDkb++cB7MHcw8nswpzByD/k+zh2M/B7MKeih7XJiD/Pnz5+p8VYH2iFDhmjNmjU6d+6cWrZsqYYNG8rPz0/FihXTn3/+qdOnT+vgwYMym82qVq2ahgwZYu2hJD36oT1r1iyZzWbdunVLu3btUlBQkPr06aNnn31W0qNAK0kVKlRIdR8VKlTQ9u3bFRwc/NhAGxERoYcPH9pUc24VGRnp6BIMz9g9dHV0AQ4XFhbm6BJsZuz3oPSkvw9tfw8+2f2T+D7OGZ7s9yHfx7ajh7bLaT8LnZ2d08xyabE60Lq6uuqHH37Q4MGDtW/fPh04cEAHDx60rDebzZKkJk2aaMmSJSpQoIC1h5L0KNBOnz7d8rnJZNIbb7yhd955x7IsOjpa0qPZlVNTsGDBZOPSU7JkSVvKzZXi4+MVGRkpHx+fVC8Dx+Pljh7ecHQBDlemTBlHl2C13PEelJ7096Ht78Enu38S38c5w5P9PuT72Hb00HZG/lmYxOpAK0nFixfXxo0bdeDAAW3ZskXnz59XTEyM3N3dVaVKFbVt21YNGza0S6Hu7u6KiopSYmKirl69qp9++knvvfeefv31V33zzTeWsGovmT3V/SRxcXGhPzaih8aWG752vAeNja+d7XJDD/k+Nja+drajh7bLDT20KdAmadSokRo1amSPXT2Wk5OTSpUqpUGDBqlIkSIaMGCAZs2apXfffdcSam/fvp3qtklnZu0dfgEAAAAA2c/qWY5zghYtWkiS9u7dK0mWmZSTZj3+u6Tl1s64DAAAAADIOTIVaKdOnarOnTtr0aJFGRq/aNEide7cOdm9r/b0xx9/SJLy5s0r6VFQLVGihA4dOqTY2NhkY2NjY3Xo0CGVLVv2sRNCAQAAAAByvgwH2pCQEM2aNUshISHq06dPhrZ5+eWXFRISopkzZyo0NNSqAs+ePau4uLgUy+Pi4vSf//xHktSmTRtJjyaK6tevn2JiYjRjxoxk42fMmKGYmBj179/fqjoAAAAAADlLhu+hXb16tcxms0aOHCl3d/cMbePh4aHRo0dr7Nix+vrrrzV+/PhMF7hu3TotWLBADRs2lK+vrzw8PBQREaFt27bp5s2batSokYYOHWoZP3LkSG3atElz5szRyZMnVatWLZ04cUI7duxQ3bp1FRAQkOkaAAAAAAA5T4bP0O7du1cmk0k9evTI1AF69OghJycn7dq1K9PFSVL79u3VvXt3hYeH67vvvtO8efO0bds2Va9eXXPmzNGGDRuSPRLIzc1NgYGBCggIUFBQkObNm6egoCANHz5cP/74o82PDwIAAAAA5AwZPkMbFBSksmXLqkiRIpk6QKFChVS2bFmdP38+08VJUp06dVSnTp1MbePp6alp06Zp2rRpVh0TAAAAAJDzZfgMbXR0dKbDbJLChQtbHpkDAAAAAIA9ZDjQurm56c6dO1YdJCYmRq6urlZtCwAAAABAajIcaEuUKKGLFy+mOuNweuLi4nTx4kWVKFEi08UBAAAAAJCWDAfahg0bKiEhQT/++GOmDrBu3TrFx8erYcOGmS4OAAAAAIC0ZDjQ9urVS2azWZMnT9Yff/yRoW0iIiI0ZcoUmUwm9ezZ0+oiAQAAAAD4uwzPcuzv769WrVpp+/btat++vT755BM1a9YszfG7du3SiBEjFBkZqRYtWqhx48Z2KRgAjM7r8ysOrsBV0g2HHT1qYCmHHRuwlyf9+1jiexlAzpDhQCtJS5YsUcuWLRUaGqpu3bqpatWqatasmcqVKyc3NzfFxsYqNDRUe/bs0ZkzZ2Q2m1WuXDktWbIkq+oHAAAAADyhMhVoCxUqpB07duif//yntmzZojNnzujs2bMpxpnNZklSmzZttHDhQhUuXNg+1QIAAAAA8P9lKtBKj0LtmjVrdOTIEa1Zs0YHDhxQRESE7ty5Iw8PD5UsWVKNGjVS7969Vb9+/ayoGQAAAACAzAfaJPXq1VO9evXsWQsAAAAAABmW4VmOAQAAAADISQi0AAAAAABDItACAAAAAAyJQAsAAAAAMCQCLQAAAADAkAi0AAAAAABDItACAAAAAAzJ6ufQ7tu3T5L0zDPPKG/evHYrCAAAAACAjLA60Hbq1EmlSpXSb7/9Zs96AAAAAADIEKsvOfby8lLx4sXtWQsAAAAAABlmdaD18/NTeHi4PWsBAAAAACDDrA60AwcOVGRkpL7//nt71gMAAAAAQIZYfQ9tz549dfToUQ0fPlxhYWHq16+fihQpYs/aAAAAAABIk9WBtlatWpKkhIQEvffee3rvvfdUpEgRubq6pjreZDLp+PHj1h4OAAAAAIBkrA60ly9fTrHs+vXraY43mUzWHgoAAAAAgBSsDrQbNmywZx0AAAAAAGSK1YG2SZMm9qwDAAAAAIBMsXqWYwAAAAAAHMnqM7R/d+XKFZ0/f1537tyRh4eHqlSpopIlS9pr9wAAAAAAJGNzoF2/fr2mT5+uM2fOpFhXvXp1jRs3Tp07d7b1MAAAAAAAJGPTJcdTp07VgAEDdPr0aZnNZjk5Oalo0aJycnKS2WzWb7/9pv79+2vq1Kn2qhcAAAAAAEk2BNrdu3drxowZkqTevXtr7969ioyM1Llz5xQZGam9e/fqhRdekCTNnDlTe/bssU/FAAAAAADIhkC7aNEimUwmTZkyRYsWLVL16tXl7OwsSXJ2dlb16tX16aef6v3335fZbNbixYvtVjQAAAAAAFYH2iNHjqhIkSIKCAhId9w///lPeXt76/Dhw9YeCgAAAACAFKwOtLdu3VLZsmVlMpnSHWcymeTr66tbt25ZeygAAAAAAFKwOtB6eXkpLCwsQ2PDw8Pl5eVl7aEAAAAAAEjB6kBbt25dXbt2TV988UW645YvX64///xTTz/9tLWHAgAAAAAgBasD7eDBg2U2m/Xvf/9b48aNU2hoaLL1oaGhGjt2rMaOHSuTyaTBgwfbWisAAAAAABZ5rN2wdevWGjJkiBYtWqSlS5dq6dKlKlCggIoWLapr167p7t27kiSz2ayAgAC1atXKbkUDAAAAAGD1GVpJ+uCDDzR//nyVLVtWZrNZcXFxunTpkuLi4mQ2m1W+fHktWLBAU6dOtVe9AAAAAABIsuEMbZKXX35ZL7/8ss6fP6/z588rJiZG7u7uqlKliipVqmSPGgEAAAAASMHqQNu5c2fly5dPq1atUr58+VS5cmVVrlzZnrUBAAAAAJAmqy85Pnz4sK5du6Z8+fLZsx4AAAAAADLE6kBbvHhxPXz40J61AAAAAACQYVYH2tatW+vcuXO6du2aPesBAAAAACBDrA6048aNk6enp/75z3/qzp079qwJAAAAAIDHsnpSqB07dmjAgAGaM2eOnn76aXXt2lVVq1aVq6trmtu89NJL1h4OAAAAAIBkrA60Q4cOlclkktls1rVr17Rs2bLHbkOgBQAAAADYi9WB1t/fXyaTyZ61AAAAAACQYVYH2sDAQHvWAQAAAABAplgdaFevXi1J6t69O8+iBQAAAABkO6sD7bBhw+Tr68t9sQAAAAAAh7D6sT2FCxeWt7e3PWsBAAAAACDDrA60tWvXVkhIiMxmsz3rAQAAAAAgQ6wOtAEBAbp165YWLlxoz3oAAAAAAMgQqwNtq1atNHXqVL377rsaM2aMjh07prt379qzNgAAAAAA0mT1pFCFCxe2fLx8+XItX7483fEmk0k3btyw9nAAAAAAACRj9Rlas9mcqf8SExOtOk5ERIQWLFig559/XjVq1FDRokVVpUoV9evXT0eOHEl1m+joaE2YMEE1atRQsWLFVLNmTU2cOFExMTHWvlwAAAAAQA5j9RnaEydO2LOONC1evFhz5sxR+fLl1aJFC3l7eys4OFiBgYEKDAzU0qVL1b17d8v42NhYdezYUadOnVLLli3Vs2dPnTx5UnPnztW+ffu0adMm5c+fP1tqBwAAAABkHasDra+vrz3rSFPdunW1ceNGNWnSJNny/fv3q2vXrhozZow6duyofPnySZI+/vhjnTp1SqNGjdKkSZMs4ydNmqQ5c+ZowYIFGjNmTLbUDgAAAADIOlZfcpxdunTpkiLMSpK/v7+aNm2qqKgonT59WtKjy6BXrlwpd3d3jR07Ntn4sWPHyt3dXStWrMiWugEAAAAAWStbAu2pU6e0b98+u+83b968kiRnZ2dJUnBwsK5evaoGDRrIzc0t2Vg3Nzc1aNBAoaGhCg8Pt3stAAAAAIDsleFLjgsXLqyGDRtq06ZNKdb17dtXVatW1dtvv53qtuPGjdPhw4ftOstxWFiYdu7cqeLFi6t69eqSHgVaSapQoUKq21SoUEHbt29XcHCwSpcune7+7927Z7dac4v4+Phk/0fm0cPcgZ8PtqF/tqOHtqOHtqOHtqF/tqOHtsuJPczsfEcZDrRJsxWnJjAw8LFhNa1trZGQkKAhQ4bo/v37mjRpkuUMbXR0tCTJ09Mz1e0KFiyYbFx6IiIi9PDhQztVnLtERkY6ugTDM3YPXR1dgMOFhYXZuIcnu4e290+ih7wHbUUPbUcPbUP/bEcPbWef38n24+zsnObJybRYPSmUoyQmJmro0KHav3+/+vfvrxdffDFLjlOyZMks2a+RxcfHKzIyUj4+PnJxcXF0OYaUO3rI86TLlClj4x6e7B7a3j+JHvIetBU9tB09tA39sx09tJ19fic7lqECbWJiooYNG6Zvv/1WvXv31uzZs5OtTzoDe/v27VS3TzozmzQuPTzaJ20uLi70x0b00Nj42tmG/tmOHtqOHtqOHtqG/tmOHtouN/TQMIE26czs119/rZ49e2rhwoVycko+p1XFihUlSSEhIanuI2l50jgAAAAAgHHl+Mf2SMnDbPfu3bVo0SLLfbN/VbFiRZUoUUKHDh1SbGxssnWxsbE6dOiQypYt+9gJoQAAAAAAOV+OD7RJlxl//fXX6tatmxYvXpxqmJUkk8mkfv36KSYmRjNmzEi2bsaMGYqJiVH//v2zo2wAAAAAQBbL8ZccT58+XatXr5a7u7sqVaqUIqhKUseOHfXUU09JkkaOHKlNmzZpzpw5OnnypGrVqqUTJ05ox44dqlu3rgICArL7JQAAAAAAskCmAm14eLimT5+e6XW2TAd9+fJlSVJMTIxmzpyZ6hhfX19LoHVzc1NgYKA++OADbdiwQXv27JGPj4+GDx+uN998UwUKFLC6FgAAAABAzpGpQHvlyhWrAq3ZbJbJZMp8dZIWLlyohQsXZmobT09PTZs2TdOmTbPqmAAAAACAnC/Dgdbf39/qUAoAAAAAgL1lONAGBgZmZR0AAAAAAGRKjp/lGAAAAACA1BBoAQAAAACGRKAFAAAAABgSgRYAAAAAYEgEWgAAAACAIRFoAQAAAACGRKAFAAAAABgSgRYAAAAAYEgEWgAAAACAIRFoAQAAAACGRKAFAAAAABhSHkcXgMzx+vyKgytwlXTDYUePGljKYccGAAAAkLNwhhYAAAAAYEgEWgAAAACAIRFoAQAAAACGRKAFAAAAABgSgRYAAAAAYEgEWgAAAACAIRFoAQAAAACGRKAFAAAAABgSgRYAAAAAYEgEWgAAAACAIRFoAQAAAACGRKAFAAAAABgSgRYAAAAAYEh5HF0AkJ28Pr/i6BIkuUq64bCjRw0s5bBjAwAAAPbEGVoAAAAAgCERaAEAAAAAhkSgBQAAAAAYEoEWAAAAAGBIBFoAAAAAgCERaAEAAAAAhkSgBQAAAAAYEoEWAAAAAGBIBFoAAAAAgCERaAEAAAAAhkSgBQAAAAAYEoEWAAAAAGBIBFoAAAAAgCERaAEAAAAAhkSgBQAAAAAYEoEWAAAAAGBIBFoAAAAAgCERaAEAAAAAhkSgBQAAAAAYEoEWAAAAAGBIBFoAAAAAgCERaAEAAAAAhkSgBQAAAAAYEoEWAAAAAGBIBFoAAAAAgCERaAEAAAAAhkSgBQAAAAAYEoEWAAAAAGBIBFoAAAAAgCERaAEAAAAAhmSIQLtmzRqNGjVKzZs3V7FixeTl5aVVq1alOT46OloTJkxQjRo1VKxYMdWsWVMTJ05UTExMNlYNAAAAAMhKeRxdQEZMmTJFYWFhKlKkiHx8fBQWFpbm2NjYWHXs2FGnTp1Sy5Yt1bNnT508eVJz587Vvn37tGnTJuXPnz8bqwcAAAAAZAVDnKGdO3euTp48qeDgYL366qvpjv3444916tQpjRo1SmvXrtWkSZO0du1ajRo1SkePHtWCBQuyqWoAAAAAQFYyRKBt3ry5fH19HzvObDZr5cqVcnd319ixY5OtGzt2rNzd3bVixYqsKhMAAAAAkI0MEWgzKjg4WFevXlWDBg3k5uaWbJ2bm5saNGig0NBQhYeHO6hCAAAAAIC9GOIe2owKDg6WJFWoUCHV9RUqVND27dsVHBys0qVLp7uve/fu2b0+2I6vi+3ooe3ooW3on+3ooe3ooe3ooW3on+3ooe1yYg8zO99Rrgq00dHRkiRPT89U1xcsWDDZuPRERETo4cOH9ivOblwdXYBDpTchWMY82f2T6KE90EPb2N4/iR7yHrQVPbQdPbQN/bMdPbSdfX4n24+zs3OaJyfTkqsCrT2VLFnS0SWk4YajC3CoMmXK2LiHJ7t/Ej20B3poG9v7J9FD3oO2ooe2o4e2oX+2o4e2s8/vZMfKVYE26Qzs7du3U12fdGY2aVx6eLRPzsTXxXb00Hb00Db0z3b00Hb00Hb00Db0z3b00Ha5oYe5alKoihUrSpJCQkJSXZ+0PGkcAAAAAMC4cl2gLVGihA4dOqTY2Nhk62JjY3Xo0CGVLVv2sRNCAQAAAAByvlwVaE0mk/r166eYmBjNmDEj2boZM2YoJiZG/fv3d1B1AAAAAAB7MsQ9tCtWrNCBAwckSadPn5YkrVy5Unv37pUkNWrUSK+88ookaeTIkdq0aZPmzJmjkydPqlatWjpx4oR27NihunXrKiAgwDEvAgAAAABgV4YItAcOHNDq1auTLTt48KAOHjxo+Twp0Lq5uSkwMFAffPCBNmzYoD179sjHx0fDhw/Xm2++qQIFCmRr7QAAAACArGGIQLtw4UItXLgww+M9PT01bdo0TZs2LQurAgAAAAA4Uq66hxYAAAAA8OQg0AIAAAAADIlACwAAAAAwJAItAAAAAMCQCLQAAAAAAEMi0AIAAAAADIlACwAAAAAwJAItAAAAAMCQCLQAAAAAAEMi0AIAAAAADIlACwAAAAAwJAItAAAAAMCQCLQAAAAAAEMi0AIAAAAADIlACwAAAAAwJAItAAAAAMCQCLQAAAAAAEMi0AIAAAAADIlACwAAAAAwJAItAAAAAMCQCLQAAAAAAEMi0AIAAAAADIlACwAAAAAwJAItAAAAAMCQCLQAAAAAAEMi0AIAAAAADIlACwAAAAAwJAItAAAAAMCQCLQAAAAAAEMi0AIAAAAADIlACwAAAAAwJAItAAAAAMCQCLQAAAAAAEMi0AIAAAAADIlACwAAAAAwJAItAAAAAMCQCLQAAAAAAEMi0AIAAAAADIlACwAAAAAwJAItAAAAAMCQCLQAAAAAAEMi0AIAAAAADIlACwAAAAAwJAItAAAAAMCQCLQAAAAAAEMi0AIAAAAADIlACwAAAAAwJAItAAAAAMCQCLQAAAAAAEMi0AIAAAAADIlACwAAAAAwJAItAAAAAMCQCLQAAAAAAEMi0AIAAAAADIlACwAAAAAwJAItAAAAAMCQCLQAAAAAAEMi0AIAAAAADCnXBtqjR4+qV69e8vX1VcmSJdW6dWutW7fO0WUBAAAAAOwkj6MLyAq7d+9Wjx49lD9/fnXv3l3u7u5av369Bg4cqPDwcL3xxhuOLhEAAAAAYKNcF2gfPHigkSNHysnJSYGBgXrqqackSePGjVOrVq00efJkde3aVb6+vg6uFAAAAABgi1wXaHfv3q2LFy+qT58+ljArSZ6enhozZoyGDh2q1atX680333RgldYrki/XXiWeLeif7eih7eih7eihbeif7eih7eihbeif7ehh7mCKiooyO7oIe3rvvff00UcfadmyZerRo0eydZGRkfrHP/6hZs2aaf369Q6qEAAAAABgD7nuzxLBwcGSpIoVK6ZY5+PjI3d3d4WEhGR3WQAAAAAAO8t1gTY6OlqSVLBgwVTXe3h4WMYAAAAAAIwr1wVaAAAAAMCTIdcF2qQzs2mdhb1z506aZ28BAAAAAMaR6wJt0r2zSffS/lVkZKRiYmJUoUKF7C4LAAAAAGBnuS7QNm7cWJK0Y8eOFOu2b9+ebAwAAAAAwLhy3WN7Hjx4oHr16unq1avaunWr5Vm0t2/fVqtWrXT58mX9+uuvKlu2rIMrBQAAAADYItedoc2TJ48++eQTJSYmqmPHjho5cqT+85//qEmTJrpw4YImTpxImM2ko0ePqlevXvL19VXJkiXVunVrrVu3ztFlGcaaNWs0atQoNW/eXMWKFZOXl5dWrVrl6LIMIyIiQgsWLNDzzz+vGjVqqGjRoqpSpYr69eunI0eOOLq8HO/evXuaMGGCOnTooKpVq8rHx0dVqlRRu3bt9OWXXyohIcHRJRrWnDlz5OXlJS8vL/3666+OLifHq1mzpqVff/+vY8eOji7PMDZs2KBu3bqpfPny8vHx0VNPPaVBgwYpPDzc0aXlaKtWrUrz/Zf0X5cuXRxdZo5nNpu1fv16derUSf/4xz9UokQJ1atXT6NGjVJoaKijy8vxEhMTtXjxYjVr1kwlSpRQmTJl1KFDB23atMnRpRlaHkcXkBWaNWumn376SdOmTdO6deuUkJAgPz8/vfvuu+revbujyzOU3bt3q0ePHsqfP7+6d+8ud3d3rV+/XgMHDlR4eLjeeOMNR5eY402ZMkVhYWEqUqSIfHx8FBYW5uiSDGXx4sWaM2eOypcvrxYtWsjb21vBwcEKDAxUYGCgli5dyvd1OmJjY/XZZ5+pbt26atu2rby9vRUVFaWtW7dq+PDhWrt2rb777js5OeW6v29mqdOnT2vatGlyc3NTbGyso8sxjIIFCyogICDFcl9fXwdUYyxms1mjR4/W8uXLVb58efXo0UPu7u66evWq9u3bp7CwMJUuXdrRZeZYNWvW1JtvvpnquvXr1+vMmTNq1apVNldlPG+//bbmz5+v4sWLq2PHjvLw8NBvv/2mL774Qt9//71+/vln+fn5ObrMHMlsNmvAgAFav369ypcvr759+yo+Pl6bNm3Syy+/rA8//FCvv/66o8s0pFx3yTHs58GDB6pfv74iIiLSvHz7yJEj/EPkMXbu3KkKFSrI19dXs2fP1rvvvqv58+erT58+ji7NENavX6/ChQurSZMmyZbv379fXbt2lZubm86dO6d8+fI5qMKcLTExUQ8ePJCLi0uy5Q8ePFC3bt20d+9erVmzRu3atXNQhcaTkJCg1q1bK2/evKpQoYK++eYbbd26VfXr13d0aTlazZo1JUmnTp1ycCXGtHDhQr311lsaPHiwpk+fLmdn52TrHzx4oDx5cuV5iiwVHx+vqlWrKjo6WqdPn1axYsUcXVKOFRkZqWrVqqlUqVLau3evPD09Levmz5+v//znP+rTp4/mz5/vwCpzrh9//FH9+/dXw4YNtW7dOhUoUECSdOPGDTVv3lx//vmnDh8+zJWkVuBP8kjT7t27dfHiRfXs2dMSZiXJ09NTY8aMUXx8vFavXu3ACo2hefPmhH4bdOnSJUWYlSR/f381bdpUUVFROn36tAMqMwYnJ6cUYVZ6dHtGp06dJEkhISHZXZahzZw5U2fPntW8efNShAogK9y9e1fTp09XuXLl9MEHH6T6viPMWicwMFA3b95Uu3btCLOPcfnyZSUmJqphw4bJwqwktW/fXpJ0/fp1R5RmCIGBgZKkMWPGWMKsJBUpUkRDhw7V/fv3uSXNSvz0Q5r27t0rSWrZsmWKdUmX5ezbty9bawL+Km/evJJEqLBCYmKiZeZ3Lg/LuOPHj2vWrFmaMGGCqlat6uhyDCc+Pl6rVq3SH3/8IQ8PD9WtW1f16tVzdFk53o4dOxQVFaU+ffro4cOH2rRpk4KDg+Xp6anmzZvzOEIbrFixQpL0yiuvOLiSnK9ixYpycXHRwYMHFR0drYIFC1rW/fTTT5KkZ5991lHl5Xh//vmnJKV6BjZp2Z49e7K1ptyCQIs0JT3LN+nZvn/l4+Mjd3d3zuzAYcLCwrRz504VL15c1atXd3Q5OV58fLxmzZols9msW7duadeuXQoKClKfPn34B0gG3b9/XwEBAapZs6ZGjhzp6HIMKTIyUsOGDUu2rG7dulq2bJnKly/voKpyvuPHj0t69Me7xo0b68KFC5Z1Tk5OGjp0qKZMmeKg6ozr8uXL2rVrl0qVKqXWrVs7upwcr3DhwnrnnXf09ttv65lnntFzzz1nuYd29+7dGjx4MPeApqNIkSKSpEuXLukf//hHsnWXLl2SpGTf28g4Ai3SFB0dLUnJ/gL3Vx4eHpYxQHZKSEjQkCFDdP/+fU2aNIkztBkQHx+v6dOnWz43mUx644039M477ziwKmOZOnWqgoODtXPnTt5zVujTp48aNWokPz8/ubm56cKFC5o/f77WrFmjLl26aP/+/fLw8HB0mTlS0mWc8+fPV61atbRjxw5VqVJFJ0+e1KhRozRv3jyVL19egwYNcnClxrJq1SolJibqpZde4ns6g4YNG6aSJUtqxIgR+uyzzyzLGzVqpJ49e3Lpezpat26t77//XrNnz1azZs2UP39+SdLNmze1cOFCSY/mqUHmcQ8tAENJTEzU0KFDtX//fvXv318vvviio0syBHd3d0VFRenmzZv6/fffNXPmTK1YsUKdOnXiD1MZcPjwYc2dO1f//ve/uUTbSuPHj9ezzz6rokWLytXVVU899ZQWLVqkF154QWFhYfriiy8cXWKOlZiYKElycXHRqlWrVLduXbm7u8vf31/Lly+Xk5OT5s2b5+AqjSUxMVGrVq2SyWRS3759HV2OYUyfPl2vv/66xowZo99//13h4eHavHmz7t27p06dOvH4mXT06tVLTZs21YEDB+Tv76+xY8dq9OjRatiwoeWPeTxxwDp0DWlKOjOb1j9279y5k+bZWyArJCYmatiwYfr222/Vu3dvzZ4929ElGY6Tk5NKlSqlQYMG6eOPP9bBgwc1a9YsR5eVoz148EABAQGqXr26Ro8e7ehycp2BAwdKkg4dOuTgSnKupN+1tWvXVokSJZKt8/PzU7ly5XTx4kVFRUU5oDpj2rlzp8LDw9WsWTOVK1fO0eUYws6dOzVt2jS99tprGj16tEqVKiV3d3c1atRIX3/9tfLmzau3337b0WXmWHny5NF3332n8ePHy8nJSV988YU2bNig5557znIvt7e3t4OrNCauC0Caku6dDQ4OVu3atZOti4yMVExMjOrWreuAyvAkSjoz+/XXX6tnz55auHAhf8m0UYsWLST93wRwSF1MTIxlToGiRYumOqZNmzaSpC+//NIyezQyJum+sri4OAdXknNVrlxZklLMLJskafm9e/eyrSajYzKozNu6daskqWnTpinW+fj4qHLlyjp58qRiYmLk7u6e3eUZQr58+TR+/HiNHz8+2fKkyaDq1KnjiLIMj0CLNDVu3FgfffSRduzYoR49eiRblzQ7auPGjR1RGp4wfw2z3bt316JFi7jfyQ7++OMPSf83WzRSly9fPvXr1y/Vdfv371dwcLA6dOggb29vHtFlhSNHjkgSvUtHUoAICgpKsS4hIUEhISFyc3Pj7E4G3bx5U5s2bVKhQoX4A1QmxMfHS0r70Tw3btyQk5MTv1Os8O2330pSin9vI2MItEjTs88+q3Llyum7777TkCFDLM+ivX37tj766CO5uLhw/yKyXNJlxl9//bW6deumxYsXE2Yz4ezZs/L19ZWrq2uy5XFxcfrPf/4j6f/OLiJ1BQoU0Ny5c1NdFxAQoODgYI0ZM0b169fP5sqMIygoSKVLl07xPgwKCtKkSZMkST179nRAZcZQvnx5tWzZUjt27NCKFSuSnVWcPXu2bt++rd69ezMhTwZ9/fXXio+P18CBA5UvXz5Hl2MYDRs21JIlS7RgwQJ16dIl2RUDn332ma5cuaKGDRvS03T8/XFHkvTjjz/qyy+/VN26ddW5c2cHVWZs/ORDmvLkyaNPPvlEPXr0UMeOHdW9e3e5u7tr/fr1CgsL0+TJk1N9lhaSW7FihQ4cOCBJOn36tCRp5cqVlss8GzVqxCVP6Zg+fbpWr14td3d3VapUSTNmzEgxpmPHjpY/uCC5devWacGCBWrYsKF8fX3l4eGhiIgIbdu2TTdv3lSjRo00dOhQR5eJXO7777/XggUL5O/vrzJlysjV1VUXLlzQ1q1blZCQoDFjxnDFz2PMmjVLbdu21YgRIxQYGGi5vHP37t0qU6aMJk+e7OgSDePLL7+UxOXGmdWtWzctW7ZM+/fvV7169dShQwd5enrqxIkT2r17twoUKKD333/f0WXmaK1bt1apUqVUpUoV5c+fX//73/+0d+9elStXTsuXL+cP9lYi0CJdzZo1008//aRp06Zp3bp1SkhIkJ+fn9599111797d0eUZwoEDB7R69epkyw4ePKiDBw9aPueXatouX74s6dF9jDNnzkx1jK+vL4E2De3bt9cff/yhw4cP6/Dhw4qNjVXBggVVvXp19ejRQ3379uWsDrJc06ZNFRQUpJMnT+rAgQOKi4tTkSJF1KZNGw0ePFgtW7Z0dIk5Xvny5fXLL79o6tSp2r59u3bs2CEfHx+99tprGjduXJr3dyO5//3vfzp9+rSefvppnmGeSc7OzpY/kq5bt07fffed4uPjVaxYMfXu3Vv/+te/UjxfFck9//zz2rBhg44cOaKEhASVLVtW//73vzVixAgmWrWBKSoqyuzoIgAAAAAAyCymCAUAAAAAGBKBFgAAAABgSARaAAAAAIAhEWgBAAAAAIZEoAUAAAAAGBKBFgAAAABgSARaAAAAAIAhEWgBAAAAAIZEoAUAAAAAGBKBFgCAHGzatGny8vJSQECAo0sBACDHyePoAgAAeJJcvHhRK1as0O7du3Xp0iVFRUXJ1dVVZcqUUYMGDdSjRw81btzY0WUCAGAIBFoAALLBw4cPNWnSJC1cuFAPHjyQJJUtW1a+vr6KiYlRcHCwfv/9d3322Wfy9/fXpk2bHFwxAAA5H4EWAIAsZjab1b9/f23cuFEuLi4aO3asBg8eLB8fH8uYuLg4bd26VbNnz9b+/fsdWC0AAMZBoAUAIIvNmzdPGzduVN68efXtt9/q2WefTTHG1dVVXbt2VZcuXTRz5kwHVAkAgPEQaAEAyEKxsbH66KOPJEkjR45MNcz+lclk0tixYzO07xMnTmjjxo3avXu3wsLCdO3aNbm7u6tGjRp6+eWX9eKLL8pkMqXY7v79+1qyZInWrVun8+fPKy4uTl5eXipWrJj8/f3Vt29f1a5dO9k2P/74o1asWKETJ04oKipKbm5u8vb2Vu3atdWtWzd17tw5Yw0BAMCOCLQAAGShrVu36tatW3JyctKQIUPsuu+RI0fq+PHjKliwoIoXLy4fHx/98ccf2rNnj/bs2aPt27dr6dKlybZ5+PChunfvrn379kmSfH19ValSJd26dUshISE6ffq0vLy8kgXaKVOmWM4ae3t7q3r16rp//74iIiL0/fff68qVKwRaAIBDEGgBAMhCBw4ckCRVrVpVRYsWteu+hw0bpurVq8vPzy/Z8qNHj+q1117Td999pw4dOqhHjx6WdZs3b9a+fftUsmRJffPNN6pRo4Zl3YMHD/TLL78kO6t748YNzZ49W3ny5NHSpUvVtWvXZOuPHz+ukydP2vV1AQCQUTyHFgCALBQRESFJKleunN333atXrxRhVpLq1q2rWbNmSZJWr16dbN358+clSV27dk0WZiUpT548atOmjVq3bm1ZFhISoocPH6patWrq1q1bikuYa9eurVdeecUurwcAgMziDC0AAFnozp07kiR3d/cs2f/ly5e1du1anThxQjdu3FB8fLykR/fJSkpx9rRMmTKSpJ07d+r69evy9vZOd/9J44ODg3Xs2DHVqVPH3i8BAACrEWgBAMhCHh4ekqSYmBi77/vTTz/Vf//7X0uITc3NmzeTfd6xY0dVrlxZZ86cUfXq1dW0aVM1atRIzzzzjJ555hnly5cv2fjixYvrhRde0Jo1a9SyZUs9/fTTatKkierXr6/GjRvLy8vL7q8LAICMItACAJCFSpYsKUkKDQ21634PHz6s8ePHS5Jee+01vfTSS6pQoYI8PDzk7Oys0NBQ1a5dWw8ePEi2XYECBbR582ZNnz5da9eu1bZt27Rt2zZJUsGCBfXKK69owoQJcnV1tWwzb948Va9eXV988YWOHDmiI0eOSHp0iXKHDh00ZcoUlS1b1q6vDwCAjOAeWgAAslCjRo0kSWfPntW1a9fstt+ke2O7du2qGTNmqG7duvLy8pKzs7OklGdm/8rb21szZszQhQsXdODAAc2ZM0edO3dWXFyc5s2bp2HDhiUbnzdvXo0YMUL/+9//9Pvvv+uzzz7TwIED5e7urg0bNqhbt25ZcgYaAIDHIdACAJCFWrdurUKFCikxMVGLFi2y234vXbokSfL39091/a+//vrYfZhMJlWrVk0DBgzQypUrtWrVKknSunXr0gzEpUqVUvfu3TV79mzt379fBQsW1MWLF7V9+3YrXwkAANYj0AIAkIXc3d01atQoSdLHH3+sXbt2pTvebDZbnvmangIFCkiSIiMjU6y7d++eFi9enOlaGzRoYPk4aXbm9JQsWVK+vr6SpKtXr2b6eAAA2IpACwBAFhsxYoQ6dOighIQE9erVS1OnTk0RRO/du6fAwEC1atVKU6ZMeew+GzduLElaunSpjh49all+7do19e/fX1euXEl1u3nz5unjjz/W5cuXky2Pi4vTBx98IOnRvbQVK1aU9Gg25PHjx+v48eMym82W8YmJifrmm2905swZSY8eFQQAQHZjUigAALKYyWTSypUrNXHiRC1evFgffvihZsyYobJly6pIkSKKiYnRpUuXdO/ePUlSs2bNHrvP/v3764svvtC5c+fUqlUrVaxYUa6urjpz5oycnJw0Y8YMjRgxIsV24eHh+vTTT/XOO++oePHiKlGihOLj4xUaGqrY2FjlyZNHc+bMsZwBjomJ0aeffqpPP/1UBQsWVNmyZeXs7Kzw8HBdv35dkvT666/rmWeesWPHAADIGAItAADZIE+ePJo2bZpee+01rVixQrt379alS5cUHh4uV1dXVapUSQ0aNFCvXr3UsGHDx+7Pzc1Nmzdv1vvvv69Nmzbp0qVLKly4sDp16qR//etflscF/d2gQYPk7e2tPXv2KCQkRGfPnlViYqJKliwpf39/BQQEqEaNGpbx/v7+mjlzpnbt2qXTp0/r0qVLiouLk7e3t9q3b6/+/furQ4cOdusTAACZYYqKijI/fhgAAAAAADkL99ACAAAAAAyJQAsAAAAAMCQCLQAAAADAkAi0AAAAAABDItACAAAAAAyJQAsAAAAAMCQCLQAAAADAkAi0AAAAAABDItACAAAAAAyJQAsAAAAAMCQCLQAAAADAkAi0AAAAAABDItACAAAAAAzp/wF4BzfveQXVRwAAAABJRU5ErkJggg==", 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", 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" ] @@ -212,9 +244,9 @@ "errors = (pred_labels != test_labels)\n", "error_counts = np.bincount(test_labels[errors])\n", "plt.bar(range(10), error_counts, tick_label=range(10))\n", - "plt.xlabel(\"Class\")\n", - "plt.ylabel(\"Error Count\")\n", - "plt.title(\"Errors per Class\")\n", + "plt.xlabel(\"Digit\")\n", + "plt.ylabel(\"Count\")\n", + "plt.title(\"Errors per digit\")\n", "plt.show()" ] }