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yll-Final-Project-VAE-FaceDetection-Debiases
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/uinnnnnn/e4b9f3b45b9819cb994be53b999bd2e6/yll-final-project-vae-facedetection-debiases.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "bUik05YqMyCH"
},
"outputs": [],
"source": [
"# Copyright 2023 MIT Introduction to Deep Learning. All Rights Reserved.\n",
"#\n",
"# Licensed under the MIT License. You may not use this file except in compliance\n",
"# with the License. Use and/or modification of this code outside of MIT Introduction\n",
"# to Deep Learning must reference:\n",
"#\n",
"# © MIT Introduction to Deep Learning\n",
"# http://introtodeeplearning.com\n",
"#"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "5q8W8z5tumHy"
},
"source": [
"# Final Project: VAE-FaceDetection-Debiases\n",
"- Student Name: John Smith / ID: s01234567 / Class: IPCS2A (your name and ID here)\n",
"- Submission date: 2023/06/07\n",
"- Program: https://reurl.cc/2L8gGa ![image.png](data:image/png;base64,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)\n",
"- Output: https://reurl.cc/v7dEaA (the Google Drive link for the pdf files for the final report.)\n",
"\n",
"## TODO回答 以及五張圖片辨識都在以下已作答"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "QOpPUH3FR179"
},
"source": [
"# Diagnosing Bias in Facial Detection Systems\n",
"\n",
"In this lab, we'll explore a prominent aspect of applied deep learning for computer vision: facial detection.\n",
"\n",
"Consider the task of facial detection: given an image, is it an image of a face? This seemingly simple -- but extremely important and pervasive -- task is subject to significant amounts of algorithmic bias among select demographics, as [seminal studies](https://proceedings.mlr.press/v81/buolamwini18a/buolamwini18a.pdf) have shown.\n",
"\n",
"Deploying fair, unbiased AI systems is critical to their long-term acceptance. In this lab, we will build computer vision models for facial detection. We will extend beyond that to build a model to **uncover and diagnose** the biases and issues that exist with standard facial detection models. To do this, we will build a semi-supervised variational autoencoder (SS-VAE) that learns the *latent distribution* of features underlying face image datasets in order to [uncover hidden biases](http://introtodeeplearning.com/AAAI_MitigatingAlgorithmicBias.pdf).\n",
"\n",
"Our work here will set the foundation for the next lab, where we'll build automated tools to mitigate the underlying issues of bias and uncertainty in facial detection."
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "3Ezfc6Yv6IhI"
},
"source": [
"Let's get started by installing the relevant dependencies:"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "E46sWVKK6LP9",
"outputId": "2bdd0942-8d5b-4b8d-e4bd-76c4f7597fbe"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Colab only includes TensorFlow 2.x; %tensorflow_version has no effect.\n",
"Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
"Requirement already satisfied: mitdeeplearning in /usr/local/lib/python3.10/dist-packages (0.3.0)\n",
"Requirement already satisfied: numpy in /usr/local/lib/python3.10/dist-packages (from mitdeeplearning) (1.22.4)\n",
"Requirement already satisfied: regex in /usr/local/lib/python3.10/dist-packages (from mitdeeplearning) (2022.10.31)\n",
"Requirement already satisfied: tqdm in /usr/local/lib/python3.10/dist-packages (from mitdeeplearning) (4.65.0)\n",
"Requirement already satisfied: gym in /usr/local/lib/python3.10/dist-packages (from mitdeeplearning) (0.25.2)\n",
"Requirement already satisfied: cloudpickle>=1.2.0 in /usr/local/lib/python3.10/dist-packages (from gym->mitdeeplearning) (2.2.1)\n",
"Requirement already satisfied: gym-notices>=0.0.4 in /usr/local/lib/python3.10/dist-packages (from gym->mitdeeplearning) (0.0.8)\n"
]
}
],
"source": [
"# Import Tensorflow 2.0\n",
"%tensorflow_version 2.x\n",
"import tensorflow as tf\n",
"\n",
"import IPython\n",
"import functools\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"from tqdm import tqdm\n",
"\n",
"\n",
"# Download and import the MIT Introduction to Deep Learning package\n",
"!pip install mitdeeplearning\n",
"import mitdeeplearning as mdl"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "V0e77oOM3udR"
},
"source": [
"## 2.1 Datasets\n",
"\n",
"In order to train our facial detection models, we will need a dataset of positive examples (i.e., of faces) and a dataset of negative examples (i.e., of things that are not faces). We will use these data to train our models to classify images as either faces or not faces.\n",
"\n",
"1. **Positive training data**: [CelebA Dataset](http://mmlab.ie.cuhk.edu.hk/projects/CelebA.html). A large-scale dataset (over 200K images) of celebrity faces. \n",
"2. **Negative training data**: [ImageNet](http://www.image-net.org/). A large-scale dataset with many images across many different categories. We will take negative examples from a variety of non-human categories.\n",
"\n",
"We will evaluate trained models on an independent test dataset of face images to diagnose potential issues with *bias, fairness, and confidence*.\n",
"\n",
"Let's begin by importing these datasets. We've written a class that does a bit of data pre-processing to import the training data in a usable format."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "RWXaaIWy6jVw",
"outputId": "1e3568b7-0da5-4671-cf18-52928921c5e2"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Opening /root/.keras/datasets/train_face.h5\n",
"Loading data into memory...\n"
]
}
],
"source": [
"# Get the training data: both images from CelebA and ImageNet\n",
"path_to_training_data = tf.keras.utils.get_file('train_face.h5', 'https://www.dropbox.com/s/hlz8atheyozp1yx/train_face.h5?dl=1')\n",
"# Instantiate a TrainingDatasetLoader using the downloaded dataset\n",
"loader = mdl.lab2.TrainingDatasetLoader(path_to_training_data)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "yIE321rxa_b3"
},
"source": [
"We can look at the size of the training dataset and grab a batch of size 100:"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "DjPSjZZ_bGqe"
},
"outputs": [],
"source": [
"number_of_training_examples = loader.get_train_size()\n",
"(images, labels) = loader.get_batch(100)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "sxtkJoqF6oH1"
},
"source": [
"Play around with displaying images to get a sense of what the training data actually looks like!"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 364
},
"id": "Jg17jzwtbxDA",
"outputId": "752c3d15-3f1d-4744-ce01-4a13901cb7b3"
},
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 800x400 with 2 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
],
"source": [
"#@title Change the sliders to look at positive and negative training examples! { run: \"auto\" }\n",
"\n",
"### Examining the CelebA training dataset ###\n",
"\n",
"face_images = images[np.where(labels==1)[0]]\n",
"not_face_images = images[np.where(labels==0)[0]]\n",
"\n",
"idx_face = 19 #@param {type:\"slider\", min:0, max:50, step:1}\n",
"idx_not_face = 8 #@param {type:\"slider\", min:0, max:50, step:1}\n",
"\n",
"plt.figure(figsize=(8,4))\n",
"plt.subplot(1, 2, 1)\n",
"plt.imshow(face_images[idx_face])\n",
"plt.title(\"Face\"); plt.grid(False)\n",
"\n",
"plt.subplot(1, 2, 2)\n",
"plt.imshow(not_face_images[idx_not_face])\n",
"plt.title(\"Not Face\"); plt.grid(False)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 467
},
"id": "oCZq9Wrbcwrl",
"outputId": "a3b149b7-cf1a-4daf-8730-6fe6fa98e2bd"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"<class 'numpy.ndarray'>\n"
]
},
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f94e4d77880>"
]
},
"metadata": {},
"execution_count": 33
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
],
"source": [
"print( type(face_images[3]) )\n",
"\n",
"plt.imshow(face_images[3])"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "edq1wdAic0HD",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "e750184f-26e0-4171-be26-2b2f5e490052"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"[[[0.6039216 0.4392157 0.30588236]\n",
" [0.49019608 0.3137255 0.18431373]\n",
" [0.654902 0.47843137 0.3372549 ]\n",
" ...\n",
" [0.19215687 0.05882353 0.02352941]\n",
" [0.18431373 0.05098039 0.01568628]\n",
" [0.1882353 0.05490196 0.01960784]]\n",
"\n",
" [[0.59607846 0.38039216 0.23921569]\n",
" [0.5921569 0.38431373 0.24313726]\n",
" [0.70980394 0.5019608 0.34509805]\n",
" ...\n",
" [0.2 0.06666667 0.03137255]\n",
" [0.19607843 0.0627451 0.02745098]\n",
" [0.19215687 0.05882353 0.02352941]]\n",
"\n",
" [[0.6627451 0.4117647 0.25490198]\n",
" [0.64705884 0.39607844 0.23921569]\n",
" [0.78431374 0.54901963 0.38039216]\n",
" ...\n",
" [0.20392157 0.07058824 0.03529412]\n",
" [0.20392157 0.07058824 0.03529412]\n",
" [0.20392157 0.07058824 0.03529412]]\n",
"\n",
" ...\n",
"\n",
" [[0.72156864 0.30588236 0.08627451]\n",
" [0.6901961 0.3019608 0.10196079]\n",
" [0.6901961 0.32156864 0.1254902 ]\n",
" ...\n",
" [0.81960785 0.3882353 0.32941177]\n",
" [0.8352941 0.38039216 0.30588236]\n",
" [0.8666667 0.40784314 0.3137255 ]]\n",
"\n",
" [[0.69803923 0.2784314 0.07450981]\n",
" [0.68235296 0.28627452 0.09803922]\n",
" [0.6745098 0.29803923 0.12156863]\n",
" ...\n",
" [0.9529412 0.54509807 0.5019608 ]\n",
" [0.99607843 0.5686275 0.5058824 ]\n",
" [0.95686275 0.5019608 0.41568628]]\n",
"\n",
" [[0.6862745 0.28627452 0.08235294]\n",
" [0.65882355 0.27058825 0.08627451]\n",
" [0.654902 0.28627452 0.10980392]\n",
" ...\n",
" [0.99215686 0.58431375 0.5529412 ]\n",
" [0.99215686 0.5568628 0.5019608 ]\n",
" [0.9490196 0.50980395 0.41960785]]]\n"
]
}
],
"source": [
"print(face_images[3])"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "wvmhXOe5c3Zf",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "81ae08d1-f962-4f14-c7cb-aa425dc58254"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"3 [0.7137255 0.49019608 0.23921569]\n"
]
}
],
"source": [
"myimg=face_images[3]\n",
"print(len(myimg[4,4]), myimg[4,4])"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "NDj7KBaW8Asz"
},
"source": [
"### Thinking about bias\n",
"\n",
"We will be training our facial detection classifiers on the large, well-curated CelebA dataset (and ImageNet), and then evaluate their accuracy as well as inspect and diagnose their hidden flaws. Our goal is to identify any potential issues and biases that may exist with the trained facial detection classifiers, and then diagnose what those issues and biases are.\n",
"\n",
"What exactly do we mean when we say a classifier is biased? In order to formalize this, we'll need to think about [*latent variables*](https://en.wikipedia.org/wiki/Latent_variable), variables that define a dataset but are not strictly observed. As defined in the generative modeling lecture, we use the term *latent space* to refer to the probability distributions of the aforementioned latent variables. Putting these ideas together, we consider a classifier *biased* if its classification decision changes after it sees some additional latent features or variables. This definition of bias will be helpful to keep in mind throughout the rest of the lab."
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "AIFDvU4w8OIH"
},
"source": [
"## 2.2 CNN for facial detection\n",
"\n",
"First, we will define and train a baseline CNN on the facial detection task of classifying whether a given image is a face, or is not a face. We will then evaluate its accuracy. The CNN model has a relatively standard architecture consisting of a series of convolutional layers with batch normalization followed by two fully connected layers to flatten the convolution output and generate a class prediction.\n",
"\n",
"### Define and train the CNN model\n",
"\n",
"Like we did in the first part of the lab, we will define our CNN model, and then train on the CelebA and ImageNet datasets using the `tf.GradientTape` class and the `tf.GradientTape.gradient` method."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "82EVTAAW7B_X"
},
"outputs": [],
"source": [
"### Define the CNN model ###\n",
"\n",
"n_filters = 12 # base number of convolutional filters\n",
"\n",
"'''Function to define a standard CNN model'''\n",
"def make_standard_classifier(n_outputs=1):\n",
" Conv2D = functools.partial(tf.keras.layers.Conv2D, padding='same', activation='relu')\n",
" BatchNormalization = tf.keras.layers.BatchNormalization\n",
" Flatten = tf.keras.layers.Flatten\n",
" Dense = functools.partial(tf.keras.layers.Dense, activation='relu')\n",
"\n",
" model = tf.keras.Sequential([\n",
" Conv2D(filters=1*n_filters, kernel_size=5, strides=2),\n",
" BatchNormalization(),\n",
"\n",
" Conv2D(filters=2*n_filters, kernel_size=5, strides=2),\n",
" BatchNormalization(),\n",
"\n",
" Conv2D(filters=4*n_filters, kernel_size=3, strides=2),\n",
" BatchNormalization(),\n",
"\n",
" Conv2D(filters=6*n_filters, kernel_size=3, strides=2),\n",
" BatchNormalization(),\n",
"\n",
" Flatten(),\n",
" Dense(512),\n",
" Dense(n_outputs, activation=None),\n",
" ])\n",
" return model\n",
"\n",
"standard_classifier = make_standard_classifier()"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "c-eWf3l_lCri"
},
"source": [
"Now let's train the standard CNN!"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "eJlDGh1o31G1",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 860
},
"outputId": "ecd8c241-ee21-46a0-ab3e-832288ca647a"
},
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stderr",
"text": [
"100%|██████████| 3434/3434 [00:34<00:00, 100.13it/s]\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
],
"source": [
"### Train the standard CNN ###\n",
"\n",
"# Training hyperparameters\n",
"batch_size = 32\n",
"num_epochs = 2 # keep small to run faster\n",
"learning_rate = 5e-4\n",
"\n",
"optimizer = tf.keras.optimizers.Adam(learning_rate) # define our optimizer\n",
"loss_history = mdl.util.LossHistory(smoothing_factor=0.99) # to record loss evolution\n",
"plotter = mdl.util.PeriodicPlotter(sec=2, scale='semilogy')\n",
"if hasattr(tqdm, '_instances'): tqdm._instances.clear() # clear if it exists\n",
"\n",
"@tf.function\n",
"def standard_train_step(x, y):\n",
" with tf.GradientTape() as tape:\n",
" # feed the images into the model\n",
" logits = standard_classifier(x)\n",
" # Compute the loss\n",
" loss = tf.nn.sigmoid_cross_entropy_with_logits(labels=y, logits=logits)\n",
"\n",
" # Backpropagation\n",
" grads = tape.gradient(loss, standard_classifier.trainable_variables)\n",
" optimizer.apply_gradients(zip(grads, standard_classifier.trainable_variables))\n",
" return loss\n",
"\n",
"# The training loop!\n",
"for epoch in range(num_epochs):\n",
" for idx in tqdm(range(loader.get_train_size()//batch_size)):\n",
" # Grab a batch of training data and propagate through the network\n",
" x, y = loader.get_batch(batch_size)\n",
" loss = standard_train_step(x, y)\n",
"\n",
" # Record the loss and plot the evolution of the loss as a function of training\n",
" loss_history.append(loss.numpy().mean())\n",
" plotter.plot(loss_history.get())"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "NbMIEat7dArK",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "f63f75ce-aa2a-497a-e67f-b944e715b7b6"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Model: \"sequential_9\"\n",
"_________________________________________________________________\n",
" Layer (type) Output Shape Param # \n",
"=================================================================\n",
" conv2d_20 (Conv2D) (32, 32, 32, 12) 912 \n",
" \n",
" batch_normalization_20 (Bat (32, 32, 32, 12) 48 \n",
" chNormalization) \n",
" \n",
" conv2d_21 (Conv2D) (32, 16, 16, 24) 7224 \n",
" \n",
" batch_normalization_21 (Bat (32, 16, 16, 24) 96 \n",
" chNormalization) \n",
" \n",
" conv2d_22 (Conv2D) (32, 8, 8, 48) 10416 \n",
" \n",
" batch_normalization_22 (Bat (32, 8, 8, 48) 192 \n",
" chNormalization) \n",
" \n",
" conv2d_23 (Conv2D) (32, 4, 4, 72) 31176 \n",
" \n",
" batch_normalization_23 (Bat (32, 4, 4, 72) 288 \n",
" chNormalization) \n",
" \n",
" flatten_5 (Flatten) (32, 1152) 0 \n",
" \n",
" dense_14 (Dense) (32, 512) 590336 \n",
" \n",
" dense_15 (Dense) (32, 1) 513 \n",
" \n",
"=================================================================\n",
"Total params: 641,201\n",
"Trainable params: 640,889\n",
"Non-trainable params: 312\n",
"_________________________________________________________________\n"
]
}
],
"source": [
"standard_classifier.summary()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "zqwmF_uKdK2z",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "cd6bd33f-147d-4131-b4e3-3eabd3832bfd"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"tf.Tensor(\n",
"[[15.713169]\n",
" [21.65562 ]\n",
" [18.750515]\n",
" [12.946892]\n",
" [27.007801]\n",
" [15.422655]\n",
" [22.12176 ]], shape=(7, 1), dtype=float32)\n",
"tf.Tensor(\n",
"[[-10.646238 ]\n",
" [-16.36366 ]\n",
" [ -7.428321 ]\n",
" [-13.6897745]\n",
" [-11.711456 ]\n",
" [-12.912966 ]\n",
" [-12.368102 ]], shape=(7, 1), dtype=float32)\n"
]
}
],
"source": [
"print( standard_classifier(face_images[:7]) )\n",
"print( standard_classifier(not_face_images[:7]) )"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "H12BZWfeRJbq"
},
"outputs": [],
"source": [
"import numpy as np\n",
"\n",
"def sigmoid(x):\n",
"\treturn 1.0/(1.0+np.exp(-(x)))"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "eoWR8bq7RV3L",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "dbacf83a-ad0e-4e64-de75-db7639d0465c"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"0.995033198349943\n",
"0.9758729785823308\n",
"0.10909682119561293\n",
"0.002193633356708746\n"
]
}
],
"source": [
"for v in [5.3, 3.7, -2.1, -6.12]:\n",
" print( sigmoid(v))"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "YiGbQmAKgYaw",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "2443ceb3-b8de-46be-e860-3d97ee6aec67"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"tf.Tensor([[22.12176]], shape=(1, 1), dtype=float32)\n"
]
}
],
"source": [
"print( standard_classifier(face_images[6:7]) )"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "c6WxJ4uCgitL",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "de98a354-2799-4158-a69a-734aa3fa007a"
},
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"array([[[[0.1882353 , 0.20784314, 0.23921569],\n",
" [0.10980392, 0.1254902 , 0.14509805],\n",
" [0.1254902 , 0.13725491, 0.15294118],\n",
" ...,\n",
" [0.23137255, 0.1882353 , 0.20392157],\n",
" [0.11372549, 0.07450981, 0.08627451],\n",
" [0.05098039, 0.03529412, 0.04705882]],\n",
"\n",
" [[0.16078432, 0.1764706 , 0.20784314],\n",
" [0.14117648, 0.16078432, 0.18431373],\n",
" [0.12941177, 0.14509805, 0.16078432],\n",
" ...,\n",
" [0.19607843, 0.1764706 , 0.1764706 ],\n",
" [0.16078432, 0.13725491, 0.14117648],\n",
" [0.13725491, 0.12941177, 0.13333334]],\n",
"\n",
" [[0.16078432, 0.18039216, 0.21176471],\n",
" [0.14509805, 0.16470589, 0.18431373],\n",
" [0.0627451 , 0.07843138, 0.09019608],\n",
" ...,\n",
" [0.08235294, 0.07450981, 0.0627451 ],\n",
" [0.18431373, 0.18431373, 0.17254902],\n",
" [0.15686275, 0.14901961, 0.15294118]],\n",
"\n",
" ...,\n",
"\n",
" [[0.05490196, 0.06666667, 0.08627451],\n",
" [0.05882353, 0.07058824, 0.09019608],\n",
" [0.05490196, 0.06666667, 0.09019608],\n",
" ...,\n",
" [0.15294118, 0.16078432, 0.18431373],\n",
" [0.17254902, 0.19607843, 0.22745098],\n",
" [0.2 , 0.21568628, 0.2509804 ]],\n",
"\n",
" [[0.05490196, 0.06666667, 0.08627451],\n",
" [0.06666667, 0.07843138, 0.09803922],\n",
" [0.0627451 , 0.07450981, 0.09411765],\n",
" ...,\n",
" [0.13333334, 0.16862746, 0.18431373],\n",
" [0.16862746, 0.2 , 0.23137255],\n",
" [0.2 , 0.21960784, 0.2509804 ]],\n",
"\n",
" [[0.05490196, 0.06666667, 0.08627451],\n",
" [0.06666667, 0.07843138, 0.09803922],\n",
" [0.07450981, 0.08627451, 0.10980392],\n",
" ...,\n",
" [0.13333334, 0.16862746, 0.18431373],\n",
" [0.18431373, 0.19607843, 0.23137255],\n",
" [0.22745098, 0.23529412, 0.27450982]]]], dtype=float32)"
]
},
"metadata": {},
"execution_count": 43
}
],
"source": [
"face_images[6:7]"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "AKMdWVHeCxj8"
},
"source": [
"### Evaluate performance of the standard CNN\n",
"\n",
"Next, let's evaluate the classification performance of our CelebA-trained standard CNN on the training dataset.\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "35-PDgjdWk6_",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "3a30a250-266d-4450-c7b2-fb8fbc7a5659"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"157/157 [==============================] - 0s 2ms/step\n",
"Standard CNN accuracy on (potentially biased) training set: 0.9978\n"
]
}
],
"source": [
"### Evaluation of standard CNN ###\n",
"\n",
"# TRAINING DATA\n",
"# Evaluate on a subset of CelebA+Imagenet\n",
"(batch_x, batch_y) = loader.get_batch(5000)\n",
"y_pred_standard = tf.round(tf.nn.sigmoid(standard_classifier.predict(batch_x)))\n",
"acc_standard = tf.reduce_mean(tf.cast(tf.equal(batch_y, y_pred_standard), tf.float32))\n",
"\n",
"print(\"Standard CNN accuracy on (potentially biased) training set: {:.4f}\".format(acc_standard.numpy()))"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "Qu7R14KaEEvU"
},
"source": [
"## 2.3 Diagnosing algorithmic bias\n",
"\n",
"CNNs like the one we just built are pervasive as the standard solution for facial detection pipelines implemented throughout society. Despite their pervasiveness, these models -- including those implemented by top tech companies -- suffer from tremendous amounts of algorithmic bias. The seminal work of [Buolamwini and Gebru](https://proceedings.mlr.press/v81/buolamwini18a/buolamwini18a.pdf) provided an approach and benchmark dataset to evaluate facial analysis algorithms, revealing startling accuracy discrepancies across skin tone and gender demographics.\n",
"\n",
"In order to solve this problem and build fair and robust models, the first step is to determine the source of the problem. How can we determine the ***source*** of these accuracy discrepancies to identify and diagnose biases?\n",
"\n",
"### Naive approach\n",
"\n",
"A naive approach -- and one that is being adopted by many companies and organizations -- would be to annotate different subclasses (i.e., light-skinned females, males with hats, etc.) within the training data, and then evaluate classifier performance with respect to these groups.\n",
"\n",
"But this approach has two major disadvantages. First, it requires annotating massive amounts of data, which is not scalable. Second, it requires that we know what potential biases (e.g., race, gender, pose, occlusion, hats, glasses, etc.) to look for in the data. As a result, manual annotation may not capture all the different sources of bias and uncertainty that may exist.\n",
"\n",
"### Automatically uncovering hidden biases\n",
"\n",
"Imbalances in the training data can result in unwanted algorithmic bias. For example, the majority of faces in CelebA (our training set) are those of light-skinned females. As a result, a classifier trained on CelebA will be better suited at recognizing and classifying faces with features similar to these, and will thus be biased.\n",
"\n",
"What if we actually ***learned*** the distribution of data features in an unbiased, unsupervised manner, without the need for any annotation? What could such an approach tell us about hidden biases that may exist in the data, or regions of the data in which the model is less confident in its predictions?\n",
"\n",
"In the rest of this lab, we will tackle exactly these questions."
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "nLemS7dqECsI"
},
"source": [
"## 2.4 Variational autoencoder (VAE) for learning latent structure\n",
"\n",
"The accuracy of facial detection classifiers can vary significantly across different demographics. Consider the dataset the CNN model was trained on, CelebA. If certain features, such as dark skin or hats, are *rare* in CelebA, the model may end up biased against these as a result of training with a biased dataset. That is to say, its classification accuracy will be worse on faces that have under-represented features, such as dark-skinned faces or faces with hats, relevative to faces with features well-represented in the training data! This is a problem.\n",
"\n",
"Our goal is to train a model that **learns a representation of the underlying latent space** to the face training data. Such a learned representation will provide information on what features are under-represented or over-represented in the data. The key design requirement for our model is that it can learn an *encoding* of the latent features in the face data in an entirely *unsupervised* way, without any supervised annotation by us humans. To achieve this, we turn to variational autoencoders (VAEs).\n",
"\n",
"![The concept of a VAE](https://i.ibb.co/3s4S6Gc/vae.jpg)\n",
"\n",
"As shown in the schematic above and in Lecture 4, VAEs rely on an encoder-decoder structure to learn a latent representation of the input data. In the context of computer vision, the encoder network takes in input images, encodes them into a series of variables defined by a mean and standard deviation, and then draws from the distributions defined by these parameters to generate a set of sampled latent variables. The decoder network then \"decodes\" these variables to generate a reconstruction of the original image, which is used during training to help the model identify which latent variables are important to learn.\n",
"\n",
"Let's formalize two key aspects of the VAE model and define relevant functions for each."
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "KmbXKtcPkTXA"
},
"source": [
"### Understanding VAEs: loss function\n",
"\n",
"In practice, how can we train a VAE? In learning the latent space, we constrain the means and standard deviations to approximately follow a unit Gaussian. Recall that these are learned parameters, and therefore must factor into the loss computation, and that the decoder portion of the VAE is using these parameters to output a reconstruction that should closely match the input image, which also must factor into the loss. What this means is that we'll have two terms in our VAE loss function:\n",
"\n",
"1. **Latent loss ($L_{KL}$)**: measures how closely the learned latent variables match a unit Gaussian and is defined by the Kullback-Leibler (KL) divergence.\n",
"2. **Reconstruction loss ($L_{x}{(x,\\hat{x})}$)**: measures how accurately the reconstructed outputs match the input and is given by the $L^1$ norm of the input image and its reconstructed output."
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "Ux3jK2wc153s"
},
"source": [
"The equation for the latent loss is provided by:\n",
"\n",
"$$L_{KL}(\\mu, \\sigma) = \\frac{1}{2}\\sum_{j=0}^{k-1} (\\sigma_j + \\mu_j^2 - 1 - \\log{\\sigma_j})$$\n",
"\n",
"The equation for the reconstruction loss is provided by:\n",
"\n",
"$$L_{x}{(x,\\hat{x})} = ||x-\\hat{x}||_1$$\n",
"\n",
"Thus for the VAE loss we have:\n",
"\n",
"$$L_{VAE} = c\\cdot L_{KL} + L_{x}{(x,\\hat{x})}$$\n",
"\n",
"where $c$ is a weighting coefficient used for regularization. Now we're ready to define our VAE loss function:"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "S00ASo1ImSuh"
},
"outputs": [],
"source": [
"### Defining the VAE loss function ###\n",
"\n",
"''' Function to calculate VAE loss given:\n",
" an input x,\n",
" reconstructed output x_recon,\n",
" encoded means mu,\n",
" encoded log of standard deviation logsigma,\n",
" weight parameter for the latent loss kl_weight\n",
"'''\n",
"def vae_loss_function(x, x_recon, mu, logsigma, kl_weight=0.0005):\n",
" # TODO: Define the latent loss. Note this is given in the equation for L_{KL}\n",
" # in the text block directly above\n",
" latent_loss = 0.5 * tf.reduce_sum(tf.exp(logsigma) + tf.square(mu) - 1.0 - logsigma, axis=1)\n",
" # latent_loss = # TODO\n",
"\n",
" # TODO: Define the reconstruction loss as the mean absolute pixel-wise\n",
" # difference between the input and reconstruction. Hint: you'll need to\n",
" # use tf.reduce_mean, and supply an axis argument which specifies which\n",
" # dimensions to reduce over. For example, reconstruction loss needs to average\n",
" # over the height, width, and channel image dimensions.\n",
" # https://www.tensorflow.org/api_docs/python/tf/math/reduce_mean\n",
" reconstruction_loss = tf.reduce_mean(tf.abs(x-x_recon), axis=(1,2,3))\n",
" # reconstruction_loss = # TODO\n",
"\n",
" # TODO: Define the VAE loss. Note this is given in the equation for L_{VAE}\n",
" # in the text block directly above\n",
" vae_loss = kl_weight * latent_loss + reconstruction_loss\n",
" # vae_loss = # TODO\n",
"\n",
" return vae_loss"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "DqtQH4S5fO8F"
},
"source": [
"### Understanding VAEs: sampling and reparameterization\n",
"\n",
"As you may recall from lecture, VAEs use a \"reparameterization trick\" for sampling learned latent variables. Instead of the VAE encoder generating a single vector of real numbers for each latent variable, it generates a vector of means and a vector of standard deviations that are constrained to roughly follow Gaussian distributions. We then sample a noise value $\\epsilon$ from a Gaussian distribution, and then scale it by the standard deviation and add back the mean to output the result as our sampled latent vector. Formalizing this for a latent variable $z$ where we sample $\\epsilon \\sim N(0,(I))$ we have:\n",
"\n",
"$$z = \\mu + e^{\\left(\\frac{1}{2} \\cdot \\log{\\Sigma}\\right)}\\circ \\epsilon$$\n",
"\n",
"where $\\mu$ is the mean and $\\Sigma$ is the covariance matrix. This is useful because it will let us neatly define the loss function for the VAE, generate randomly sampled latent variables, achieve improved network generalization, **and** make our complete VAE network differentiable so that it can be trained via backpropagation. Quite powerful!\n",
"\n",
"Let's define a function to implement the VAE sampling operation:"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "cT6PGdNajl3K"
},
"outputs": [],
"source": [
"### VAE Sampling ###\n",
"\n",
"\"\"\"Sample latent variables via reparameterization with an isotropic unit Gaussian.\n",
"# Arguments\n",
" z_mean, z_logsigma (tensor): mean and log of standard deviation of latent distribution (Q(z|X))\n",
"# Returns\n",
" z (tensor): sampled latent vector\n",
"\"\"\"\n",
"def sampling(z_mean, z_logsigma):\n",
" # By default, random.normal is \"standard\" (ie. mean=0 and std=1.0)\n",
" batch, latent_dim = z_mean.shape\n",
" epsilon = tf.random.normal(shape=(batch, latent_dim))\n",
"\n",
" # TODO: Define the reparameterization computation!\n",
" # Note the equation is given in the text block immediately above.\n",
" z = z_mean + tf.math.exp(0.5 * z_logsigma) * epsilon\n",
" # z = # TODO\n",
" return z"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "bcpznUHHuR6I"
},
"source": [
"Great! Now that we have a more concrete sense of how VAEs work, let's explore how we can leverage this network structure to diagnoses hidden biases in facial detection classifiers."
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "qtHEYI9KNn0A"
},
"source": [
"## 2.5 Semi-supervised variational autoencoder (SS-VAE)\n",
"\n",
"Now, we will use the general idea behind the VAE architecture to build a model to automatically uncover (potentially) unknown biases present within the training data, while simultaneously learning the facial detection task. This draws direct inspiration from [a recent paper](http://introtodeeplearning.com/AAAI_MitigatingAlgorithmicBias.pdf) proposing this as a general approach for automatic bias detetion and mitigation.\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "A3IOB3d61WSN"
},
"source": [
"### Semi-supervised VAE architecture\n",
"\n",
"We will develop a VAE that has a supervised component in order to both output a classification decision for the facial detection task and analyze where the biases in our model may be resulting from. While previous works like that of Buolamwini and Gebru have focused on skin tone and gender as two categories where facial detection models may be experiencing bias, there may be other unlabeled features that also are biased, resulting in poorer classification performance. We will build our semi-supervised VAE (SS-VAE) to learn these underlying latent features.\n",
"\n",
"A general schematic of the SS-VAE architecture is shown here.\n",
"\n",
"![SS-VAE](https://raw.githubusercontent.com/aamini/introtodeeplearning/master/lab2/img/SS-VAE.png)\n",
"\n",
"We will apply our SS-VAE to a *supervised classification* problem -- the facial detection task. Importantly, note how the encoder portion in the SS-VAE architecture also outputs a single supervised variable, $z_o$, corresponding to the class prediction -- face or not face. Usually, VAEs are not trained to output any supervised variables (such as a class prediction)! This is the key distinction between the SS-VAE and a traditional VAE.\n",
"\n",
"Keep in mind that we only want to learn the latent representation of *faces*, as that is where we are interested in uncovering potential biases, even though we are training a model on a binary classification problem. So, we will need to ensure that, **for faces**, our SS-VAE model both learns a representation of the unsupervised latent variables, captured by the distribution $q_\\phi(z|x)$, and outputs a supervised class prediction $z_o$, but that, **for negative examples**, it only outputs a class prediction $z_o$."
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "XggIKYPRtOZR"
},
"source": [
"### Defining the SS-VAE loss function\n",
"\n",
"This means we'll need to be a bit clever about the loss function for the SS-VAE. The form of the loss will depend on whether it's a face image or a non-face image that's being considered.\n",
"\n",
"For **face images**, our loss function will have two components:\n",
"\n",
"1. **VAE loss ($L_{VAE}$)**: consists of the latent loss and the reconstruction loss.\n",
"2. **Classification loss ($L_y(y,\\hat{y})$)**: standard cross-entropy loss for a binary classification problem.\n",
"\n",
"In contrast, for images of **non-faces**, our loss function is solely the classification loss.\n",
"\n",
"We can write a single expression for the loss by defining an indicator variable ${I}_f$which reflects which training data are images of faces (${I}_f(y) = 1$ ) and which are images of non-faces (${I}_f(y) = 0$). Using this, we obtain:\n",
"\n",
"$$L_{total} = L_y(y,\\hat{y}) + {I}_f(y)\\Big[L_{VAE}\\Big]$$\n",
"\n",
"Let's write a function to define the SS-VAE loss function:\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "VjieDs8Ovcqs"
},
"outputs": [],
"source": [
"### Loss function for SS-VAE ###\n",
"\n",
"\"\"\"Loss function for SS-VAE.\n",
"# Arguments\n",
" x: true input x\n",
" x_pred: reconstructed x\n",
" y: true label (face or not face)\n",
" y_logit: predicted labels\n",
" mu: mean of latent distribution (Q(z|X))\n",
" logsigma: log of standard deviation of latent distribution (Q(z|X))\n",
"# Returns\n",
" total_loss: SS-VAE total loss\n",
" classification_loss: SS-VAE classification loss\n",
"\"\"\"\n",
"def ss_vae_loss_function(x, x_pred, y, y_logit, mu, logsigma):\n",
"\n",
" # TODO: call the relevant function to obtain VAE loss, defined earlier in the lab\n",
" vae_loss = vae_loss_function(x, x_pred, mu, logsigma)\n",
" # vae_loss = vae_loss_function('''TODO''') # TODO\n",
"\n",
" # TODO: define the classification loss using sigmoid_cross_entropy\n",
" # https://www.tensorflow.org/api_docs/python/tf/nn/sigmoid_cross_entropy_with_logits\n",
" classification_loss = tf.nn.sigmoid_cross_entropy_with_logits(labels=y, logits=y_logit)\n",
" # classification_loss = # TODO\n",
"\n",
" # Use the training data labels to create variable face_indicator:\n",
" # indicator that reflects which training data are images of faces\n",
" face_indicator = tf.cast(tf.equal(y, 1), tf.float32)\n",
"\n",
" # TODO: define the SS-VAE total loss! Use tf.reduce_mean to average over all\n",
" # samples\n",
" total_loss = tf.reduce_mean(\n",
" classification_loss +\n",
" face_indicator * vae_loss\n",
" )\n",
" # total_loss = # TODO\n",
"\n",
" return total_loss, classification_loss, vae_loss"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "YIu_2LzNWwWY"
},
"source": [
"### Defining the SS-VAE architecture\n",
"\n",
"Now we're ready to define the SS-VAE architecture. To build the SS-VAE, we will use the standard CNN classifier from above as our encoder, and then define a decoder network. We will create and initialize the encoder and decoder networks, and then construct the end-to-end VAE. We will use a latent space with 32 latent variables.\n",
"\n",
"The decoder network will take as input the sampled latent variables, run them through a series of deconvolutional layers, and output a reconstruction of the original input image."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "JfWPHGrmyE7R"
},
"outputs": [],
"source": [
"### Define the decoder portion of the SS-VAE ###\n",
"\n",
"def make_face_decoder_network(n_filters=12):\n",
"\n",
" # Functionally define the different layer types we will use\n",
" Conv2DTranspose = functools.partial(tf.keras.layers.Conv2DTranspose, padding='same', activation='relu')\n",
" BatchNormalization = tf.keras.layers.BatchNormalization\n",
" Flatten = tf.keras.layers.Flatten\n",
" Dense = functools.partial(tf.keras.layers.Dense, activation='relu')\n",
" Reshape = tf.keras.layers.Reshape\n",
"\n",
" # Build the decoder network using the Sequential API\n",
" decoder = tf.keras.Sequential([\n",
" # Transform to pre-convolutional generation\n",
" Dense(units=4*4*6*n_filters), # 4x4 feature maps (with 6N occurances)\n",
" Reshape(target_shape=(4, 4, 6*n_filters)),\n",
"\n",
" # Upscaling convolutions (inverse of encoder)\n",
" Conv2DTranspose(filters=4*n_filters, kernel_size=3, strides=2),\n",
" Conv2DTranspose(filters=2*n_filters, kernel_size=3, strides=2),\n",
" Conv2DTranspose(filters=1*n_filters, kernel_size=5, strides=2),\n",
" Conv2DTranspose(filters=3, kernel_size=5, strides=2),\n",
" ])\n",
"\n",
" return decoder"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "yWCMu12w1BuD"
},
"source": [
"Now, we will put this decoder together with the standard CNN classifier as our encoder to define the SS-VAE. Here, we will define the core VAE architecture by sublassing the `Model` class; defining encoding, sampling, and decoding operations; and calling the network end-to-end."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "dSFDcFBL13c3"
},
"outputs": [],
"source": [
"### Defining and creating the SS-VAE ###\n",
"\n",
"class SS_VAE(tf.keras.Model):\n",
" def __init__(self, latent_dim):\n",
" super(SS_VAE, self).__init__()\n",
" self.latent_dim = latent_dim\n",
"\n",
" # Define the number of outputs for the encoder. Recall that we have\n",
" # `latent_dim` latent variables, as well as a supervised output for the\n",
" # classification.\n",
" num_encoder_dims = 2*self.latent_dim + 1\n",
"\n",
" self.encoder = make_standard_classifier(num_encoder_dims)\n",
" self.decoder = make_face_decoder_network()\n",
"\n",
" # function to feed images into encoder, encode the latent space, and output\n",
" # classification probability\n",
" def encode(self, x):\n",
" # encoder output\n",
" encoder_output = self.encoder(x)\n",
"\n",
" # classification prediction\n",
" y_logit = tf.expand_dims(encoder_output[:, 0], -1)\n",
" # latent variable distribution parameters\n",
" z_mean = encoder_output[:, 1:self.latent_dim+1]\n",
" z_logsigma = encoder_output[:, self.latent_dim+1:]\n",
"\n",
" return y_logit, z_mean, z_logsigma\n",
"\n",
" # Decode the latent space and output reconstruction\n",
" def decode(self, z):\n",
" # TODO: use the decoder (self.decoder) to output the reconstruction\n",
" reconstruction = self.decoder(z)\n",
" # reconstruction = # TODO\n",
" return reconstruction\n",
"\n",
" # The call function will be used to pass inputs x through the core VAE\n",
" def call(self, x):\n",
" # Encode input to a prediction and latent space\n",
" y_logit, z_mean, z_logsigma = self.encode(x)\n",
"\n",
" # TODO: call the sampling function that you created above using\n",
" # z_mean and z_logsigma\n",
" z = sampling(z_mean, z_logsigma)\n",
" # z = # TODO\n",
"\n",
" # TODO: reconstruction\n",
" recon = self.decode(z)\n",
" # recon = # TODO\n",
" return y_logit, z_mean, z_logsigma, recon\n",
"\n",
" # Predict face or not face logit for given input x\n",
" def predict(self, x):\n",
" y_logit, z_mean, z_logsigma = self.encode(x)\n",
" return y_logit\n",
"\n",
"ss_vae = SS_VAE(latent_dim=32)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "M-clbYAj2waY"
},
"source": [
"As stated, the encoder architecture is identical to the CNN from earlier in this lab. Note the outputs of our constructed SS-VAE model in the `call` function: `y_logit, z_mean, z_logsigma, z`. Think carefully about why each of these are outputted and their significance to the problem at hand.\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "nbDNlslgQc5A"
},
"source": [
"### Training the SS-VAE\n",
"\n",
"We are ready to train our SS-VAE model! Complete the `TODO`s in the following training loop to train the SS-VAE with face classification output."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "xwQs-Gu5bKEK",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
},
"outputId": "e2296ce8-2d74-4b07-8376-2415c35cba39"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Starting epoch 6/6\n"
]
},
{
"output_type": "stream",
"name": "stderr",
"text": [
"\r 0%| | 0/3434 [00:00<?, ?it/s]"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 200x100 with 2 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stderr",
"text": [
" 15%|█▍ | 500/3434 [00:05<00:29, 99.31it/s] "
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 200x100 with 2 Axes>"
],
"image/png": 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kEPHUKlqsNBPWCjkEDtZr8jTi1yumKVBiwGkemDhN+4A614J1TjcKupGdteQCtWatSWAZp0DKEest1RQthHmPz4Wu71guV3R9TyyZEOI+Y7RYrOj7Dc5aJuL+BHwcIqY2N2eOxUVrQEb0JCn6e+ZYorST18yxBcwxhFRpMUehFqFg9l5VnbN0IlSLKlT7WwAprajYLIqmvqtubrE4KSBWkwjt4Emi1yL76waH0USOGJzYVhrQxIBQMVIQEpa3w1f2h84jZL2eWEVZr9fkohtvzoAg0gpZ6lznnJFO9vHALKWW5lKA8w7QU51CUyahlkxJYHNHTQlDT66V3XZLDkEhFFFvqMW0zIkQpkmr0LWqnz9neArUqteSa8Y5R5aMqQYpgnUOkYQ1VhMJqxXed4zjlt0wsBsDwzjN+t9O+5aNekzKYpprRKtUt3+evw+V2qwA9Tw2mAPwuQgoe5W5IE1pqLL3/ff3paBF2tIUiNIMVbNeF7JtVTUB08yQFNVqacmN2q636D80XJJWa2lunhVBmrLPbtssc8YNBFN/CNLDwnnWat4o1tr9VzGGUkp7zvxHsr+hZq4Gi+b6rfEtkKtUEpWMiILwKJkUIykGtmcDNRUkVQU6loI0sF+tKFyjgSKc9eqnoylR67TYJmJw3mOtFjWN1Qq3HtcGaxuOquvIpbDbDQzDSIiZ3W4ip/yOavzjXNlzx+v8Oy3yzdvtfAPpPlNtqeUCqkZoRcQ5dtFTu7T/7/9yH2eo21ZbHFfn79snLbCva8yvW5tiFNFDqEADabGvh8x6MJeczvNx7XqqpsX3GbdHC0328sRalM1mw5XDQ5JxZFfOYRBVU7MZoGW2StGbyB72IIg16jpVhT3AjD3SIhfW7vFLmBYk1qqm31hKmkg5U5xWpGvK6ppYqxupaLqXCmLOCx9aEFNMmKXiSkEkEqPWgDSLA9Y4+sWCnBJTGhnGkd0wcXa2I4SgiYfHPGhA3raRoJkT5pilIprOlYun/Nv+YL8ppVknEa2RVJmt1QXlmg+5qvUPQ2nKNu/YsrdcGVWGudZSmjXIFYUEzX8yu3ztjcq+NDSrvyoHzM+vrYwg++/f7gg+nDyxinJ8ckLnPd66/emglqJljIxp6cP5hNrvVSpoFsx7StHaiTS0sXUaaJvO4RYL3HIJvtOKcrdAFok07NhjEnPWAmDKDWlcsb7DUDV+6jQYTyiY0TqnmR4K1Wp9eJgAJnKecVyaevXeE1IkpMhms+X27TsgnjBFxbK9DzK7Qxctw8VioaZw54Ccc11quK63u2mzosyJAdm7cgV1V+b4RGuEc8Vd7dY7DgKBYvQwAbUkpSlwEaGKVtmrreRctQIj50qjX0wzL1AKLfFzwfI0ZQPO3cyHkCdWURQq7+kXC3yviFyzP+VasbFUMln7F9rmy7UyxUjJFammuUaJ5WINVKz3Grt0S2x/AN2KTCVHLWwZg8KytVVFXbtaNfZom8I5T9/3lHqKoIWvykQl07kO8Z6QA2EaCDE1C2dZrlYUseQpUGsmhkDOhZor2+2Gadzi+yNy0p89bjFmrp0IXHSbmvLOVqYWqGY+vdujWWnrjEKAWm1lLs4bcyEp0JIEterrlpw1ZTwrhhFoKeo5UWDIVGux1WGcKlXFYIo+anYgiWQdNeaG94OUIRfIRUi5gTERSnVUUSdQEHXT3+Z2vRNs+r3kyVUU37FYLsg5UdpmraCQEtOMrVP/M1OJpTCEhK9gxRJRc9t1nk4qYwosFkvEdAplWR9guyWhWuzCYRi0uJciZtkzjiO0DEuplVwKYmC5XpGCIgOc9wy7HSnGfaYoTBPFwBQioCjo05MH5xklKRQShUgtEalCmAK37t5ldbhq+f5yfvq2estjk2qawrSTulnOOQlcRGMFY0R7SOYcMjNQfc4YmX00YmoL1KkY0dRwqQXBkpnrk0XrIIBpn02LhgAVZzwlZvBCSYZSmhUxhmod4gWqpWTIFjKaCdP733pYNIppnymrxyFC1kpYMzTnEVp9hBD9iVWUzekJx4uOZ67foLcOgwbXmko0UISUCtZaaoXFYoFxlrPtjt12i4iwWi5Zrw+IpXJQM8VbkjGkaInbLT5ETN9jTU9JkRRGyrCljIEktQWRhZzSPqgfxwGwnJ2dUXIkpgQ0s25AvKDdloVhHEk5E2Niu9uxmybOph3baWIMgVgyp5tTUk7cuHGVbrXizp1TBXCKxbRaw+MSI1rNNg3AaM2cMVR0ci4FWzVeq9locVb0a81ZEyMltdRuQuO+TC0WJFOt5sRaRplM3RccaxG0U7Rlp9BUv8lqrWqu7aCylJqpGUqu7VrUfdKIP5NLJaVKSpmQKjFVYi6Eksk5kWsh10rJQk5ac0tzLe5CSniPC3wIeWIV5f6DY1587jkoEKaANw7vDTm3VK+RPebr/vExwzQRU+LsbMPZ2Rm1wgd/5Ef4yh/8PleuXeOFF17iyuEx169dY+EX9L5j2XmsUWSxNbBarZi2A50YdmGg1opFsAidNZQcscWxm84UqBli81GEECIpJ4wVphiZUmCMiTsP7nG225Jz4N6DE+4fH7PZ7QgpMcbAyckpWMvyaM364IDjzUhhaK7CeUD/OEghZrdEOIfJX4yKqynkbDXINoma1K2xuVKsohmi0bZd5zLOawZPrNZQtAcoIy2WkwaDcWKoFqSafQYNKVp7albNlUqSgCETciTEyBQSMSVynEgpwTgxpkAcI5HEFFPLVkZiTKSYWkNfy2KmRK2ZUtRV22frOAdmPqw8sYrinWe9PuDw4ICV79VylKqnjdHsxThNpO2OYdBNfQ4j78Aa/n9f+Qr3T465enzCH7/xLTYnG56/+QyH6xVH6zVPX7/OM9eus14fcuP6dXanpyy6nqkKWO0jdyJauS6ZaRqJaSKUQtf3GOMYxkBMiWkKbIcdZ+OWmDOnmw13H9xniBN37txlHHctkDfsdiMnJ6ekXPBdxxATu2HksFQWiyXe7zAmt4RC/v6L9ZAyp0s1+wY5t1xXqlhXqSGrNTMWWwyGvF9TMUa7EeuIc5oit07jFE2JN0VxrTVYHMYrBD47Tc3bOf1Ly8CZc0VNUyCVRImZmEJLmU+MYSLEiRojOYzEEEklU3NlHEd208h2N7Ldjuy2E7tpYoqRmAslq/V5e17s4vnwQxCj3Lj+FLYRSoCgDZ2NAKIUQpg4O9uyWK1xXc84Dhys1+y2O775xjfAGPrlgtX6gFt37nJ09RrjlPjj199guewRKThjePrGDV56/gWevX6DHs9LL75Iv1xQsm6sXCo1KomEWCHHRAZEDNthRyqZzW7g1u23OD494Wzc8pXf/V2++ca3qGJxvSOnzG44o9bKarVmuVxTcuXNb77JsB1JBo2nWmfhXI+YM0m1focM0buQPbxmLvpxnoKdD/qaE6V0mhnEgFX3zGARmwGjJBkZqqOhVLRuZRsq2VtFVXjv6fuO3veYzoKYfXZN1BNDcosxpsAQB9KUGeLE7mzHdhyYQiCFADVRxkhKmrypCHGcmKbANAXGODGlQAiVEDMxJWLOiu8qc6ZuXgdtAPuhSA8fHhxqpss6zatnhSTUUvaZLeM8U5g4OrrCtatX6TvP0fqQK0dXMa5jfXSVUgsPjh/guo7bt29x6803OJ02lJIoJbE5PeP4+IRvLNf8Lz/+k9Rbb3B05Yj1es16scLWqiY8JVznSCWRMeyGkXGauHdyzJ17D3j9W29w595dtrsz3rx1i2GcsN4zhontdouxcLA+0OIkcOXgkJP1mpwrD8Ydu93Endt3OT4bmKZpD5F5nKLWQTNfxsh+4yrRQktdFxDJuu7NWTN7ZLA0F8aSUiCkQgmJjCZbjMh5I1XvWfQdJXXQrfC5Q5zCdGY3MtdKTYkxZ/J2ZBt2TGcTuxDZDTtFb8dIzRljKkzpvHiIkFIlpELMReOWUjUmzJmYq6aWW+aNOqem9aFwmB+CGCVnZc5QzJbZA/VKzqSaNWArmb7rOVyvOVyvte7iPM71WNuzOjgi5cg47TDW8tb16zxz7RphGokxME0jKUacs5xszrh3cgzO4Baeru8IDe81G++UMyFFchWmmDg9O+PNW7f51u23+Nabtzg5PaGUzHK1YnVwwOHVK0xTYNEtWS17dVNqwYgQYmS327IdRuqkcJzTkw3jlMitQe1xK4rd4+A0NTvj4Uz7jFK1dmFRayr738s+LpRyng3LuWi7QU7Uoo1VwQi9s6TkKTlBzshByzTVirUau1SqnvghMk6RsBs42W6ZtiO7KTJOI8M4aGsFik+TnEEsikYqxNysS5mr7i1j2OKPgoGLB04LUmoBkUfrm39iFSWFpBWjrChSI6KpwKrUNDElUko8deMGy+WSznesVysWXY8xHms83lq8VHqzAGvxN29y5WBNimnftzIOGjtsNqfEUrSIZqCUSMoO63t83yHekWLQuKhWxlB4863b3L5zl+OTE6rAwdFRYy7Rav/zL77IuBv5wAsv09uO7dkJcRrYDVvefOs2/aI7P9lEiKWSC/s44nFrimnNY0oCoZ9zRjZrcqrue1bmqnptqd/SGtlLEnIp5FhIOTJNiZKidnRKQ2FnzT6VkpFSsV6ZVoytYMBWodRMyok0BabdyLAbGc52jOPIMEbGoBZ7VhR1/zT9rNnqQoxpX3OqWbcLsFd+4QIU5kLwrpalFcoeUp5YRVkve3rnICWqGEpD7IJCTcI0sV6vWSwXdN7vNz4FrMlQI9ODkwbRzzzYnFDFMIWAt471csl6qUG9Mw7z7Atsww5j1WqVGJF+ie871v0CJ8Lm5JhxmhhS5K3jU964/SZnw0C/WHDjmWfoFktiyXSLjs12x9WnbjKd7pBiSCVijSUwU56O5JLxXUfvA1UghMLZMGlPxgWk6+MCR+4tisjbHnOIree+VetdKqkkxLZKd1GYSgiZXA3TEJnSxDhGJBeQsifWq1ZInSGngjOFflDesJwFZ1uCOBdqyIRxYBxGdmdb0jgyjRNhSkwhME6BEBpKoQhYhdkb4zG1UOuc6SrEBCXNzW5KVmga6Z6ZcWq6io+c8YInWFEO1mt6r6DCGXek1VjNrS+XK27evMnR4RHWKMJ4CoFhmEipkoswTom7J6eIt/zXr3yF9eERzzx1g2uHB5yNE72pXFkvub6+SrdYIIs1xRRFaVU191YqUpVTKxfN0d87fsDX33gDW4QXbj5PKUKsQpUO7yz37x/zf//X3+PFF085Olgy7b5OL5VF5+i9JeXQ4BSVlCNHR4dUY3j91h2GmPdI6cdtUfYhbYOhS9s9pmqNBTHkZl1S1AxYmDIpZUrU3pEQE0PMTINu8lQLxmh7c+8c3iqkp0+W4u2+xpFLan34GgsVMqUkYo6UFBTKkxMxJkIpxFqZSuEsZaYpEKeICKSS6H2PtQVbM5ILJVdiUoCsupBGFX4PuTEKvTdVEQENafFDEcybGVfVSNdm/I6edoUr1661VHDr1ENP7e2wZbMd2OwS/+Urf8BXvvp1PvDjP8Uff/MWzz4HoVvz8p/5CVamsrt/B+c6xmFLijuWR9dwdkXJmRgN4zCycJZuvWC1XLHbnoEY7t25R58y149ucLg+IkvHH71+i9ffeoOzmPjaN77Jiy+/zK2zwP/yykf4L7/1G/ze1/4HTx0ccvPGdZarvvXbK7TCgOb60b4OhXuck1PMSvWe17QhV1wL0GdaUWPNjCrBi5BSJsbMZooMITKOgWlMxFIZp8RuDJydjrr5q7BcLzharTlcWtYLZfHMvuCLoiZyTpRYKAtNYtoGxU9FyDEz5UIOmczcj5+JFYYinE2JzcmWYZwYYsbXAt6z7Cx9AWe0EFyAgCZ6qgGswWodQdFIIg3jNcN1yiMdRE+souSccV23h9Nrd6Oh63u69YLFasVqvcYYS9/1UFo61RiOT0956/4pr7z6Fzi6+SJ/cu8+P/ahDzEOgdWV6yyPrvL/evFZyuZ5bn/tDzk4WPDUM08hfkGqsDs7pdZMSmqldrsdNRfGuYGrCkdXrnD16evcuPk8YzC8vL6CfeZZvv6tN1hsz9ikQE6JK4dX+d//8kf5P3/D8idf+xrHp6c4f1XrCs4jVrNE926/RUrap6FgwoZ3an00j0X2GZ/m87fAfu63qaKMMNropAkFSVkfueKy9vsvxbDrBRmF1HlWvefwqGe9WrKwls4JfS90S4+zUI0SFJY51d2gPELWGC1FkimUmIg1YYuhd5Yriw6TFRmRJZOlssgOv1ZkQVeUB0zbJ4AqpGgJkvBuasVF9UKKXEi309Laj9Bk8sQqyjAFUkoKXzFK0masJdWM7Tr6vme5WLBerSlTZNhNnD444d69+3S145UPfZhnXniJD7z0o7z2pS/x4OyMH3v5g9hauHlwwLNXrrLLkXLtOoerBSEm/syPvcjrb75BzpFpHJC8wDbsWM0w7CbFS4pw9cYNrt58itff+BYvvvxn+NDLP4L96h/z9a/+AT/64tPsTjc88/xLPH94lXvfuMMHr15nd/U+x2cb7ty9x2LRcbBccbRe8OwLL5A3kdPtPa0WNcVIKDvJdyLFe1fSemWszOQSWp8yjajBO0fBUY0jixALig1zltW64GwHxnO6yyy3W4YwsOh7Dg+vcO1wRd93WKBPGesq3htMV7H49p4Vh8UqNwpWkrJ5ukYAXpZYF6k5cdAfksRxJQSunW25f7JlN0wI0Bso3mF3gVqSklHkinEajyYy/TCx8A4XE1XUWtWGWRPR+tAPRcHRirI+lpyhsT5aK9RY8IhyZLkOK4bTzQ4jhqdvPsv1p29ytlVTvXlwj259yEtXjnjh2nU++NyzvPTcczCO/MH/9X8hOXLlcM1qfcjyypphmlivF9y7myglUrMnpcR2uyNNGRC8caxWK7YnZ1w9OOLZK1cppxuOt4FnFz1//X/737h961t8641bXFsd8fX/+l94cPwWZ9sNvl9y3SluTQR8V1n0C+7eucvZbqucw/W8ceoR2HQeUhqat6GtDJw3uJnWVuuhGsva9Ip47go5LxRx7TqwlnVXObyi4NBu4egXBxytHAsjSkhREyKCNyC2AnrIUZU5UrOXiqXDWLzz+B46DFkiIpnaLxFjuZIzcXnA1eXALuwYo7BwmRozeTGRoqbTU06MU+aEyJQsIq3AiVDFvu3zI2gr8yOs3BOrKMMwIlWJnxGjJ2tuQVgp9M5hSmHabum85+DwkMVyibWOq+Eau+3Aen1I168YNs/x9FNP4wV8jpSszV6lCAaH65Z4v2Q7nLEbN6Q0Ymwl50DJ6o7McPhaYbVcc+vObc5OTlkfXmN1sEToiFEzOdfcgv7aU8SSKBI5vLICl+lWnpKjxkApstltWXYL3rj91h4SXlt/hakzJukc6/Xe45TG0NgamXKl9a3XRuBY8dVhXKMs9Z6UtdgrVKz1FDFknzhkScoZbxzWdUrsZ8GJsnoC1JKpdm54Uzev1MZYVBVz5lDYvpeEWRqM0d4g63xrBxZSX1l4Q0wdIYmiB3IkDJ1ivFIipoCxkZiFs8HinXKpzQ1/e+RBra1n5tGgQU+soljrCFPASk91tbkgDc5tUQqaUdOqy8WS5XKBa30rvu9YLPoWAwgvv/gMN65eZxxGwjhqv3XXQxWsWxCTYTdMPDg9ZgqnxGnEFYPpepx4rHgMQkwBK4K3hjiN3HlwD1xP3x9ptqcWKEnZCo8WJFPYTQMGT7VLUrRIreSc2Wy3bHZbvPGUpJgvZEel8WbwyBnMhxBVtFJBSuuPN+cAQWk8vdroBr7MNKpVabpwCmbvMn0xZDJWGiu+UXoma5XqqKKw+ljV5Sm1KMNLLo3aqHWFztRHVtk3vTTG+kZRVQWsrVB7qI6QKrV4YvZE7xQQGSIhaBV0HJU5x1ooRZHMucwYtxm+Q2Od+SEoOErrAyl7IrTcWNI1N15zBjLOO3rvlPHQKAGbNZbVYgHGEGvh6NoBzgu9eIwT4mDxDWhpvSPlwOn9E2IaiNOIZCU10IYhKLE018RQU8IbQ8lFuzD7FavlIX6l14A3GOMZQ2C56JC+EmKgX1pKStSW7gwpYqwmIkw1uJlFSMlQmkVpWb7HpTElU3JrZarad6KMjnXGFGsG0VrNJlbZE3Jr3KtjGWqquFYPNaIZypmh0xpNBpSSSFIxxVBmGtXW3/u2gT61JRYuNOVJo8ad7WlB8NaDWKzVbtaOjugsMVii06xdTBXv9f5QWyBPs6CttbrOqGngh6LgWGhQhwopJR1ZYM6J40ouYAvOGrT3J2Ok6lgHa1j0ii2yuWCWBlLSGSVdR/IdkgVrhJwDIe7Ybu7RLzyERIfXJEqGHDKB2GadOAw6GMdgCMOOk+MHXDu6xuFySed7vPXkYohmpOs93cIyjSNIpaREGCcolc65NtPFK/vizGACClys5+2rj0u0CS5BNYitZBGyFKycT9lpVYc2V0SZ6pkJvK1QsqE4MI0uRgDj7H7uijUG06xHoWDTecejNP+ntgKgzPgrNAtVpeyrLIjFNAi+CErOIQUvRSd6CSSEqSELSip4mxorv2iBkkyqM8FFI+yY8TeP2LbwxCqKbb3ypRQyiiuqriLWNMIAhVtYp1CEHCPiOzqnLO2CIkSXztMvemLrL5Fqoe+1GShFQqiYHOmcYJIGiU6cLn6ppJj0JMMiXlgvDzjbDXjrKLkwbLdsTh9wuOpZ+Kv0/YJUhLVdqRUy0IklpKCzT1rGyTVGmFKzWs+sJyVZU+HacfhowL3vJzkXSmrrKGh1XLSbsmYlmZvZUZTcWjBurlMp7WoRSxG5wCCpxILWGsS2VuNSYCpYk7Uu5JoxQTAX1b82OErrjtTNbMApbmwmELegLhoFa6CI1Ua+UhBTqCWR2rgKaX31pSotby6F2L6qe9ks2YX/P4w8sYqyWutIhJYgV1Roynpy1apTtZxTjvO2+SQXpGS86ei9x1iHc7127llDDANGfKMOqhiKzn/zllXXEYbQUsGVznfEmEkx65g1C1TRuYfG0bseqYacMmebEzbrhcJu+g5bhc56VYK5c08sVQymKqWpwkcKfmHBNsbL1tR9EQ5Z6+NTllqU88wW03yesifDLkV5m0kVXEUSGN8q3KIbEDG4zlFzxdnz7Jxt81Vk3xdfMLZgCIBD2rClaqBmrQvpOAeDKYKthppVOYrJZDGKijDaNKf9LuoeukZVRVWPIqekFt4IxUCmkEom1KxskHlmttS1NaZqcfUR1/WJ5fWiKq1QTIlYIFaYUiLkoi5DUWhEY83cD72hVEpMmJq5crii8xZywosqRt8Z1kvPohMMEWpASiSO4zkZhTVMWavD1Sqv8e5sqz0Sp1tqrix8hxcLpTLsdmw2JwzjFkiksKGEYywjq4VR+yCFWqOiWVMlTTroppRCArbTtO/VeD9FqrCPbNs6V4VGU7JuspK1uzI1N8lUZX4XW9Um7MfMCWL1gROd1+gF2ykAUzsfW6Zy5v3KLV4gq7YY7Xevcu4eqftZ97ATq7zsbfKXnu1Vqg53Qq/PVOWSrlEtCDUzpgQzyWud+cPqPrgv9Tsu0XeUJ9aiiBViKc1qqDIYpwOArHPnHE2lUlOmpKLtqqWSU2LcnZFTpF8c4BpzyrK/Sud6Sk7shi1x2jINuvGd8YRcMV1HmiIxZ52QNRU641j6XtlCPPQLz4svPMvZcMbx6QaphhAyJ5uNDrQR7QcnFWIVSqhIqeQpactwSRoEYwhjwDjPLqfZeO6V5aLSPJ7GLdOq1bIf1VapUArFgdQM2VGTtvOKaSDUdoo7fRKGSjUWUwxiwXll65dGOJFrucCzVoGMxWGKZrCsOmza65OVKLwERYGVEtS9Swkw7Z43DjUMxmgjVqlCTYWcE1PUKcHDMDDGkTKNjFPGxNysdLMiMMMSZmjkQ8sTqyhVtP/DmbwnAZjJuXMqJMmklEghsF4stM20Qs3aqzKmSJoyOQof+JEfZbc9U/h7gTAOTLuRkjSVm0rFm54ogYKQauD4dINFWHYdpkcbmbyhW/aYpCb8peeeYwxRWUyKkh1M00TXL5CkGKcqgrMLhjBh0RRqrtrXUnLBWMeUCoHWT/5dwndjzNtZMd+FpGa9YK6fFCRDRDAlk6vFpURxvYIdlTYeI1kDe6MzLHMBIx7Tt0q3RTshoWV9m6UoqXUYFkZJuGz2HJIiEGoi16Q/MdreW0qBHHDZk50qpalQG6FgzMpmU4rWnXKurU9+Yowj2zGzCYk4RYaSSTWR2tSOKi32wShs54chRqlUqm34IFRpqAVnG31QThhZ4L0nt3HUBtFUpbUsFgtWyzXr9VV2Jzv61Yow7Uhtg1qxOPEUDKkGHRsXM/fvnzCGkd1ux9J12K5n4Tp61+uwHesxVXC94ViOuXJ0xOl2o/NXOk9FSLXQicVKxbpOg8lciSkTUmaKUedTtnEEJ6cbhYvMjSHzP78tVnmvkqtaWyXjMpBd27UZkw02Z4rrqZJ1HmUpiolqDynaN+9s1X4Wa3For5CpmkDJJWoKOOngn1wyOWkbdZELXkDV3paUK7EWyKJNWK2wrP9OLT4SrZVmQaRSkpYMYkqMKTDEkW0InI2JYdwyDCPbKVJShqzZOmY+5HlZH4H8Dp7gGKXkTKnzCICLxNz7M0mNetImrpIz0zjqoJ8Cxrg20LRQaiClkRhHcgyQE84qWbY1nZpnDClEhrMzxu0OL5Zlv2C1WNP5BVIFL57e9Tqx2BgWyxXL5VKxRo3aVWs/mj0SaxsYEIWol8yU1PXKtTCFyMlmw3Y3Ms8isKLxgPr26qOfP97rmpZ9berbGTZLq8bNvfTQ9lZDCjSPRZu7rGbDbKt5zLxfyn/WYoB2m2qtGsOgVljMTMWqoMi5XiJtpopBkzXUueyiB0RtRN/zRObEjLBosVVMhDgRciEEBXXGLFTJ+2BeY5WmrFUZZh5WnliLIiKa/otRzaS1aoJrJYSIXRilDJph6g0bpnAXiI0yyGSn3XRJ0aRd55kGHdBjrSd7YX14xDAMpBQJ4w7jHLlUnanolGy76z2L1ZpnXnye0wf3SLWyXK44WI1YY7VDbzdwuF5C1fEQWEOOgVyFWDMhJULKxEaQMRV4/dZdhpgaRu+cYX4uMtY5XmFmgn/3klMiRm2swlzoh89QjBJ3+Jwb73HZD98RNDOmlkBZ4M0F5TBl7i9RK1Ia9qrM6d96Tphu2sChWkpDITQFbV5nKhrPScrYlCk2k416AIqFg5IqNUGMhTglpikyDplxl9kNgRBGppBbsVoPgnMKr0fvRYEnWFFq0ToHkumsoofnqm0qWYP9nHDNl55ywliLb8M/aoVxHHSir7V7iHXJufE96YJ5r1Q6Ywjkmkk5sj5YUYqAtcSi2Z/OOvxqSXd4RLh3F/GOfrmi222JKTFMA4e7NdTrbcCOIyVtl00FQgzKVRUDwzSxHSc248i9zRmJsseszFn+uXVVy3S1Xe97W9OQE32y+0DWzlbFiDZVlRkFcfGhU3s1Q5f3pz2lUmzGFBpmTJ+bc2qPrLFKq5Dvhw21e1OYURfNc2j8W7lUpCSkZHXdstZj1OC0JEHOlJS1GBwT45QYpsgwRHZjYpi0xyXN07rm1F47hfZFzkdYuydXUbLmwa11DZdT2U/1ECU+mKlOY4oImj70xWlqsySIjV4oJvq+J+dMyKH1YWgnnsyzN0Th5CFHrq16jO2QYhhTIg8DSaA7XHN6esrmbItIAWsJOTPlzHYa2I2DpjiNBQy1aDw0TBMhaHZmDIExBoYY2Aw7dlOgzNajNrxVO11nTNLcb/RewV8pFZLXttoish+/QDW6sjNgstVWas1tCq9QjVWOsZKoGCUuFwVMFkThMa0PPuesrnObijZX5Fvkub9vKWv3ZEqJXPL5dDUBkzLZqbIUkylovzytKJsbZ0IIea8ouxgYQmJMZX/AXbTSelhexNH9EEBYwqTTqnpn93CDtsyIsXsamlwLUhImQ0yOYBVwl6PivWJU4oPZnxYUgKcNYRpLzOnCfrnSVmBrMM4Qp8w4RVI4w5wekxqx9unpRoNKKt+6dZtdDKRamWJQjmKZM1jqBw9jIOSs/fZTYEqafRpDYAwRsft91AbV0Srk8zf6pbxHRdFWaqVA1Sp83WMT9WpLG8CTFQM2K1Kpqjg5U3LCzIqSVbnmPswyn/Q576f4zl2QBpTkXBJS5o2eyTERYybGxlCf9X7kmMg2ka0jm6wjI5rbVFLSJq8Utb9+SoyxdWNOkw6ozXl/XeyP2PbfhaTJw8oTqygn2x1Hh0fkLKQE3hbEW6wzdF0HGHKCzouSIBi5QGOkeKHdUMkhsVwt2ZyeslgsFY/krAadKWNEq+slF1aLFU9deYqwGUhlIIRMjIXQbmqMOqJhN+wwFu49uM9/+cp/AyscHizxzu8RuIhV+HfOLTsT2YWR7TAwTBNTVP4paITYpSAWuqYUxpqGim/zPqQyVSWnfrcyU7SqSyX7AT9ldptKy1JlrdSXUvaVdr2OTC4Jpd/W+MLOs1EaVqxFHoCikwuZUgWTW+Evawot59jWJ5BKIOagRU/JmCINn5XIKZKNVu9L63lPaSLkwBQDU2iPKRBCIMREDBonxWZRUDBAw7HRPlNDJzykPLGKcnDlGhZLt1iDaSnXkghBcNZR8sR6scbYNsbBzy5XxlrlKO5dh2mnUwiBRb8gp0wKEdeGloYQSDHrJNpU+ZEXPsjZ2Y6T7Y6nrx9hXMdmt+Pe8QNuHd/jjZO7rNcr3rz9Br/xG7/Bz/zMT3Pz5jNcv3rEMzeuKuiyFkrNjCEqq2VOnG23nG52DFNQn765LVKhE0ckYIGjlYIvnROsVTclJd3cmzHQSPLflaSQCM4oqXZVRJmR3NqCLU4y2VqqVcVhVqKaMVWoWSgmYIrZD6Atdh5FpxzONbfmM6PWphTIKZONaGBtNd2UmhWYQmIYIyG1hq9SSbZgcsGlQrWJko3CWorOSgtTYtoFttvAZjdyvJ043gU2u8h2DIQ8kVu13sxF1guZU+DcnX1IeWIV5drRde7feYuwGLXXxFu81wlZzlqc0WxWmCKuR6EgpTCUTMkdC98z5YSzjpwjzjvGcdTCXU3Y5DR9Wyu5KpFayBnBsjq8yuLgGjEnduNECgnvPNefeZq79+9yNuwoFf6Pv/p/cOXwUIcMiSXFxG4YGjJYZ9pPKRFzYQiBWApinbIj7kaGYdAKfhU6caw6RT73XaGzBe/0vo5BH33vYXz3mjLkhE9e6yRFcEWIVel8fC1k9thdcq2kXCDlVnuQZkmEagoOVRJXLcY2t0ZojDiVhMXYDldQf5IC0lAWNZNq0bimVMV9UUjV4GhIYrTPPdMsWS6EWok1MaVIKJExJLZTYBsmtiGwi4ExZ4aoDC5xBsRUaXxl5yJFHql94YlVFJEMNZFSJNMhrsPMI6WN0HU9RirOq5+dYyaVorM0yMS4Zd1X1oslILi+09x5rbiWQYsxKOFcKsoAmTM1G2JMrNfrBi2P+IVn5aCGHS+/8JLOyikvsdmcAJVY9PRMMTKNBrPUSjJGGSE3mzO2u4nc2NxFKrkkHpwcty4+qzEUpRUM2sxI6n5EtfFG+bPeg6QMUwx7CLs1FttSwKl58UXHAmu9pSQtCqKHr2kWwlohW4MttPqHU1eRuu9h6YRGjgE1Fe0CzoKRSq6WJEabwGrRdHVSRLVI4+JCWmzUXGkBUiI1iNJuGtmkidMY2EyTPmJiFyIB7ZGfcStqRLQIVes8dIIL04q/vzxSCeuf/bN/tjdh8+MnfuIn9r8fx5FPfOIT3Lhxg4ODAz72sY9x+/btR3mLc0lgxen0rJTJUyGMFWs6jHGagaHuG3J853GNJC+G0PpVhCEGrVmkRLWCX/bEWtiOA0NQJsIpRoZJmdNTLeCEMY8UyawOeq5cWbJaWtb9ghuHV7iyXNMZy7rrWPYdfe+pUplSZiqwmQJDCWRJbM9OmUIkZm0aKgIxa3V+DIGpFjbTjgfTyJtngT85Dnz97kQsQiqGMQvfepD42u2RN48DAG+99da7WtKYIpnS5ofMfR+AGOaxdI1/RQt5tU00m5vnWuyhnYPKoFLmQqg0EKRtvSzO4myH7z2+W9A72wqwTvPE84Qu2zojvcU6UVZJp8DUKqJ0R7UorVHRDGOIEzFH5T+O2gSXQiSHQKmRHBt/WGlp6NLmOO5jslYYfT9drw996EP8p//0n85fwJ2/xC/90i/xH//jf+RXf/VXuXLlCp/85Cf5G3/jb/Cbv/mbj/o21JxZrVds08g4jXTG0Ft7nsOoDb6Oul0hxjYdS8PJzvWElPBdxhpLRvsXwm53XpXOmpIMUdOTGGFKE851OKPtxMZAjJWSPAaLq4bl6kAHqTIHo4aM0qgqi7r2iCdqKzIGnQjVSutTTJycbdmN6ksD9N5iatEsn8ncO52wRjgZCmOq9B5C1ql5f/Nv/k2+9KUvPfKaTsOEp1L7DukNTjLOFpzT+kW9UA3PjfAadDCSIno1o2ganMSi2Sy9F/rcuTWilgLGIUlwAtU4vNFaiQ6U9USrczFzBXLVoUWtqSsVzaClZAhWsFURx6lNTt5uJ05PJ87OJs62E2e7wG5MjKFQJZ2P6n5bml3BoDMp+fuaHnbO8eyzz77j5ycnJ/ybf/Nv+Pf//t/zl/7SXwLg3/7bf8tP/uRP8qUvfYmf/dmffaT3KaXQdx1nYafDZBqFP8wfvjZmD526FVPSsdqt6pprwdTCFCNijc7vk0qYwj4Xm1MmxUQpsNvtWB9cIcaJUqJS87SecLEdgYlpu4PesOo7vLEIQpx0eI2m9wtpmnDesd0NdN4x5czp7kzns6HTb0NKbHYDY8h7tHtBgX7EQpHKTtR3nzI4A6FovwW58lu/9Vvvak2nVnA0LuGzIbWa01yL08RVc7vkHI4jM/xDWgapFUIzM3arEUigrhWYFnvoNC8jkKW2oiEa4xhLbyxYT0DULxSg5JYMqfv3McVoti8nxpQYJp2DMjZrEmJkSnGfFk7lHFY/y77ueKG3+n0l6f7DP/xDnn/+eRaLBa+++iqf+9znePnll/nyl79MjJGPfvSj++f+xE/8BC+//DJf/OIXv+tNVR7eaf/96ekpACknFv2yjaPLpNLvcT2lFMTrpZtGflZqoTbOrdrgLyUodakYQTphN0SmSQuOmnVKpJwxYqkiWGcxbey2RSghM1Utik1jwohjHCfyg8wwbQlxYhgnQo6It+CkjXdTRsWK9pnEUlobcyGExPHZKcebjbpj7XPHqInfNDPgSQtX0PHRF0GRL7300rtaU7USmk0qrm3GueIjnFOQXthhM1D+HBOm30gpGqRnha7Q6hO2jSyvtSprDaowzTtrBb82QsKY88m/s9uXcyteanwjRVpzno6ImFKrmcSo1fiQGKOCTVPJ573x8E5FeYe8TxblIx/5CL/yK7/Cj//4j/Pmm2/y2c9+lp/7uZ/jv//3/86tW7fouo6rV6++7W9u3rzJrVu3vutrfu5zn+Ozn/3sO36eSsS7A93MpRLiRMoL5XBKicWiu1Aoa/PfW41Aq/ZtpnlKpGmiGKuV4JxVmYr2Msx4Jdv1Cp+wljhlNqc6m2McddONLUcvNfPg+D5idW6kDtSs+FWHMw4wYCw1F1KpOtbBNJ+7FqZp4PjklPvHG/YUn00xTG2M7N/OYqj7ZK84Tz/99Lta05JptZIGEtwvYIPLi7SBrDSA5LkS7WvZM2CRAnmGps7/14q/qa2Ym6takmJaa3EjfagzCqA2Au0IWZkilfM4kmcIz9xiIYWazvFyISbGmHRoUJ6VRBdpr/hwznHXZtjX768931EeSVH+6l/9q/t///RP/zQf+chH+MAHPsB/+A//geVy+SgvtZdPf/rTfOpTn9p/f3p6yksvvcQUg47Q9p4xDi1oC8QU6bJvNKuOnHS+iXeuBW2JeVyBsVatR86UlPbYLsQQUyS1ADuHiDeO49MNMUTu3zlhHEbN88fIGCbFZ00jK1P5+p98nevXrnNweMBysaRf9CzLgiULTWU7hdvnotV4RT/DOAyMo47S227HPXZrD6kQhZHXel4LU5fhHOf1MPf2u61pKpncaiBpj+uqbfO0MdmKaGlKInvYzLm/ry5hkQacRLFbCn5uSLWq71GTUE3CFk814MQ2yxApMRJjIAyRKY2kXWaKk7rDaFFTjLRp3EIxRcfW5aTKEiMxJx1Em1MrjhbmycDnw7Fb2qteWLuLkIeHlPeUHr569Sp/9s/+Wb761a/yl//yXyaEwPHx8dusyu3bt79jTDNL3/f0ff+On292Z1SpXDk6gjOFiE9jZLADy8WCnBKuX2hXopaJm9ulDU45a6BYofFEGUIpeN81hKu6QbtxYrcdiGPg7GTLW7duc+vOfc6GgeV6zerwgFgy23Hg6Wee4ptv3eI0jGzv3EbuvMXBas2N6ze4mo647oTDw0MW/YJaBzanG6Yp4BeeHAJhHBm2I7G1AUstmgblAozrwqm335z7FKfKnTt33tWa5piJ1mCNEJ1T6EjKxJJa/0dWMGi1zL7LHpZeNMNViw5CqkmJMuaJySlkcmzNV23WXQxgbYFscM63Oou0gysS48Rut2WMI8MuKrq5RK3mGHWDrRPEqXudWxp/mpJi56bAFBMxzS55o3oytc1gadzNzCpxYU7Kual8KHlPinJ2dsYf/dEf8bf+1t/iwx/+MN57XnvtNT72sY8B8Pu///t84xvf4NVXX33k195OA4HKtas3iGPk7OyM6DLW+T0uKtey55Sa3S5luLcNaKdM51gdZ+CckiBM48SDuw+49dYd7tx9wOuvv87X/uBrOHGsFyv8as3icM1Lzz/Per1CnKXre+6fnvDS//vPcXp6jHcdu9Mdv/Vbv4VJloN+iVytdCIcOkcqhe12q9wVaCYpZdgNE9vd2DBNb1eA7ybf/pzXX3/9Xa1pqJmuWEypdKVNLisNmJgTKVpcp1ME5j6UWRT6WKjVkqUBKatmDmOMhCmQpqRNVamlYpMeXlTtgnS0OhgZsrpZ0zAwTgPDODJNGSNaKBRrsZ3F4nBiqUKrQ6GZygpjKowpMeZCaCngCnsSjfPYap+q4Nx+Pxpw7pEU5Z/8k3/CX/trf40PfOADvPHGG3zmM5/BWsvP//zPc+XKFf7u3/27fOpTn+L69escHR3xD//hP+TVV1995OwMwBgntsOOg2tPs1quGMeRVDJjCLhxaHSZlaX3pNwOCGMaoyENnjLRdUoQjTH0vieEiWkYOL53j9e/9sc8eHDGS8++wM/8+E+z8gtEDFeOrursnBYYGmuxXcfNo6eoknjx2tNshpFpHfjwh/4/XFke8OxzT/HMs1e4eu1Ae82NsiQWUZDhbhjYxcjpbmA3jVinLkvO5W2KME+Nkj3sou4tzPz1lVdeeVdrShFSBpeLIonb/MOUCzEWis8Kq7Gt0GnqBadeg3RjtCnXOIuY1t2Ihyxt6lVq7pLFVM04SjI43D5uIKub54yQjMW5Di8ZY2FKWvXHKoraiHIlaG9LZYyaqNnFyDAF9QimwJh0bmNOrTi5xwfPFuTbFaNecM++vzySonzzm9/k53/+57l37x5PP/00f/Ev/kW+9KUv8fTTTwPwz//5P8cYw8c+9jGmaeKv/JW/wr/6V//qUd5iL9vNpGjUEpSQoLUAp1KIOTHFSN93uL5jGkZyrXR9B0UzJyLCcrlkGEb6Q0cFhmGHtZa+7/gzP/ZjPH3taf7oq69jMhy4Bc5YuuWSXJUMoROPWCV4w1rqcoHtLWMcWCwX3Ll9m1Ii61XH01ev8uyNp1gd9ZxsT6jOMKVAqZXdOBFKYoiRB2dbjs+2pHJuKWblgAuZoW8zIxeD0H/37/7du1pTqDo0VGYGxrpPlyoEXWjtUftgf/63aRcgoshjZ+dR5Y6uM/je0YeOGCI5KGaL6JWtpRoMHfv+gRJbz0nH4IRFmHCmsgsOl4TUZsTY3uA7RxVHNJUwJsaamVJhGiIxJNJUyFFRx6W1VdY8Xz/fFopctCiPFMs/mqJ84Qtf+J6/XywWfP7zn+fzn//8o7zsd5SzSTFShsqVwzVTmLh/esYwjXTOMHnFUg2jBsXOOS04tmJi3/eklBiGHYeHK1a9Y3V4ANpSAQk6WWCi5fYbt4inW24fP2C1XPFnf+on8asFKQS98Unbi6UzWLFc7VacDBvM8Zar1XJQBQmB8WxHlsSYE9txZBh39M6x2ZwxTpFvvnGLe8en+4yOwlnahF7mItjb45J3Kkzl5s2b725RS1Smx2woxZJTJk6J4CdisuRsSdlhUm6wFlrFXlO5tVRKjmpBakVcSyc7ocMgdAiWIlFTw0Zbrk02GOuV7qiC1A4o1KTWx0WLM4ZFmBiCp5Co3oNTUr3S+NNyKTBWTneJ7W7kdDuyHSemENWSFK1FVR1zCjKH9vDtjiTw/lmU/5lyfHKmlDSlsuw8hwcrNuPI2bij7zx9LWzOzqiLBcvFQil20CUoRYf+rNdrlqs1ISqke6wTpIpUgzOe5WrBjadv0Hee8XTHerlgtx24+yffYoijsrzTJlJ1SlAdS8JVocTCFemwhz3L3pLSpCQT1RFMZjcNjOMI2RBD5Gx3xsnmjDEkags05/Tl21KWb/Odz+snj4PNPpW6z3Tl5nLNsPpUtB3A59Ra4K2mf6XxBrdA2IqjSmqKDq7OrYvKvdU5rftkMa0QqUyfYopOJ8Agkpu1UpfYCURvEAy9OJIYcI7qGiFGUGKOMUZOx8BuN7KZJrZTZJzTwzMP2YWtX+fEyDusCrRxTQ+9dk+sopxtB6apoUvFsF6tODoauXX3PmfBsSoLXBYlbUhZmSNpWZUGoQdabcBpH33KeJln+2mft/GwOFqQU+Rmf5M8RuI2cF0OidPUyMAb1U+tHC2OoBaySSyuXWMbtwy2cFon+ij4yZNdYZxGwjQRxsQUErcfnLLZjY2EYr6B73Sv9mnguc7xtt+/N0UBlMOrJErR1t65thSTBvPRxlYcnCvYsi80Ooz2zBcQJzoheFaAem4di1WAZzGGkpXcTmpsmDKraeVW7NW7IIizuGyg80DR7GWlgSIzU0Ny74aJzTBxupnYTbGRdWh/PKIeiK5jq+20r9++cnPX/MMu6ROrKLlU7j044cUb1zhYGJb9gitHR9zfnLLb7dgulvgDy5QiphUYjQBWMyu2dUHOjBspZcQZSiP7VsuTKZLAVrqDBTUq4cRycaiM6KVoU1fUmxpKol8sSTkwDDuKqyQMQbK6ELZiRCEVuzYKOkyZ07Mtd+6fMk5xn7FTmY+7c3mcFKrfLufrUVqPestO5dpwVaowbmaBlIxkaSgGoUhqjWOV3GbOi1jsDK40DXLSekCKrVAtpZGAa49Kq780ppliVekEMMYqZqxaVZ65uFkKKUSdHzkFhnFiHCIxRlXwfF4PuliE3puS76AMc2P5w8oTqyjLlaZlc0vvees4Wh9w4+pV7ty+w3Z7Rt95hZxYi1QlkSgN1axpT6V7G8dRcWFiEdE6gBhDlUKqeiL5VUcYMyIWhyeEQLWWJIUiSpiWxkRJA0Il2UogkVwrbDp9vZgz22HgbLPR8c8Jbt99wHY7NKqlb5dzZbmoIBddrcelOKXtmX1dpGg9SfvVEzFbXDLEeQ69nLfOGoQyo34FcrYYU/bxyx5RbkStjWjBslD2Ab0IrZ+5tiq9KBVqq9bbTk3qzBOcUyFXiDkRY2ScIsM4cTYExqAV+llJygW3a4/huqAj7ywvPpp1fmIV5eWXX+bZ55+jmkrIkQWOle95/qlnSLuRzfaM7dDhOodPlq5f7u2otKA+xrjvYjS+19gga6CoWLHSCBEixjts77DeU2LhbBpbMSsiteDFsItbjBQWrqd2gut6bNJ0Kk6oJRNz4Gy75eR0wxgSmyFy58GmdSmy58f6XvfpcSvI+QtLG+rTmBabW5NSIiQhRYiiYwG12DnjWdr0FKuNXBkQ0a5FOysIM/E4iDdki3ammtLY6OWCYuhclmwqkkFqxGB1XnnOiCisvoqS440pMYbE2TgxDoHdGBhCJKSsI+4uRibfDmEQ/WbOdV005vII1fknVlE+8sqHOTro2d65zcpVqAs6sTx9eA3zYuUPvvZVhnHAdg5nDJ2YPeR7nngrIsSoHYHb3YBZNtBhLo14WjDOUpMGg85Zcg6INSyMxyShS1b9+pRYdj0HhweIWHIqDGnCTImcA9YYnDOkAOM0cnx6ynaKvPHWPaaYtIdjH5w/hljjXcg+19PG0sVGdB5TIeTCFAtiCzbpOAVhDuybVUloK68BSkayoUgG28Zwy8xu08DSBoz32twoMyxH0cYlN5KJbHUHu8IYQWzSIUS5ECmkBlkZY2SXAlPSPvqQlURQOyAv6MU+xkPrQPtExPmay1zpbXRKDyNPrKIsVx1XrhwQN3cV45UjK7PAi+XmtacoH0z896/+ASebmVne7NOsc2XLo8NKY4gcdj2l9qwWvQ4Uct1+xp/tFBLjrSeESIsi6ZyeeiEkIhP0UHsQZxlPlcozlYDvtE055cRuGNkNI9thYrPZ8ta9Ez2BG7/K+eSTi27Y246/902s5kwpYhquS0hZCKngQyXYis2aRZJk2ogN02IaZVUREtVo/FKNYsNKNvsOx2pa/32F7NTFdWKQotFNmZlgkqWkQjRCtRYbwZtIGFuChsJQhF0pjCkzVO0gHWIilKJapwCCZqFny3cezAOtYCvfEQFh5Lz3//vJE6cos9vRecg5gLWMYeL0bIsphsOVngY3rt7gJ378J/nWm9/i7t17bLue9XrNarnEOa/Qia1mbqwY7DjqvIySOUmJ3jkOVmv6zupQ0lyJOdM5v4e+hDAwTiMxKTleTJlIZrVakw0Y3+agUJR4OwfOhh3Hx6ecnp7x5lv3tDFLfGMnqRf+z3c4zR4uy/Wo2a/5+SEVnCuYqqO5p5TUGhiD2IQfDakKuRj6XJlSwaeEc8oZ0DnXgKUJ6yJd12GtwXcea5xOJfM67tyIo4haWdVPqxnEkptFKQr7b1itVBMxVIZp0Ps9Tuymkd1uZLudGHcjU5owKUHJdAU6l5FyPiR2v4ai4/YuKshFJ2umLqrftj7fS544RdlsNgD8y//vv/kBX8ljlPoeqFO+g2w2G65cufLQz7937x4AX/zdP36s1/HkyqOROj3Mekp9LMn5xyelFH7/93+fn/qpn+L111/n6OjoB31Jj1VmyPu7+Wy1VjabDc8///y+Dfph5Pj4mGvXrvGNb3zjkRTsT4P8z1rPJ86iGGN44YUXADg6OvqhU5RZ3u1nezcbfd4EV65cuVzPb5OHXc8nduzDpVzKkySXinIpl/IQ8kQqSt/3fOYzn/mOXXp/2uUH8dku1/O9yxMXzF/KpTyJ8kRalEu5lCdNLhXlUi7lIeRSUS7lUh5CLhXlUi7lIeSJU5TPf/7zfPCDH2SxWPCRj3yE3/7t3/5BX9Ijy/9U1v+HkMs1fQxSnyD5whe+ULuuq7/8y79cv/KVr9Rf/MVfrFevXq23b9/+QV/aI8lnPvOZ+qEPfai++eab+8edO3f2v//7f//v15deeqm+9tpr9Xd+53fqz/7sz9a/8Bf+wvtyLZdr+njkiVKUV155pX7iE5/Yf59zrs8//3z93Oc+9wO8qkeXz3zmM/VnfuZnvuPvjo+Pq/e+/uqv/ur+Z7/3e79XgfrFL37xsV/L5Zo+njV9YlyvEAJf/vKX38aGb4zhox/9KF/84hd/gFf27mRm/f/RH/1RfuEXfoFvfOMbAN+X9f9xyuWaPr41fWIU5e7du+Sc38FZ9f3Y8J9EmVn/f+3Xfo1//a//NV//+tf5uZ/7OTabzbtm/X83crmmj+9zPnHo4R8GeT9Y//+fLj/oNX1iLMpTTz2FtfYdmYrvx4b/p0Eusv4/++yze9b/i/J+fM7LNX18n/OJUZSu6/jwhz/Ma6+9tv9ZKYXXXnvtXTG3P0kys/4/99xzb2P9n+W9sP5/L7lc08e4po8lJfCY5Atf+ELt+77+yq/8Sv3d3/3d+vf+3t+rV69erbdu3fpBX9ojyT/+x/+4/uf//J/r17/+9fqbv/mb9aMf/Wh96qmn6ltvvVVr1VTmyy+/XH/913+9/s7v/E599dVX66uvvvq+XMvlmj4eeaIUpdZa/+W//Jf15Zdfrl3X1VdeeaV+6Utf+kFf0iPLxz/+8frcc8/VruvqCy+8UD/+8Y/Xr371q/vfD8NQ/8E/+Af12rVrdbVa1b/+1/96ffPNN9+367lc0/culzD7S7mUh5AnJka5lEt5kuVSUS7lUh5CLhXlUi7lIeRSUS7lUh5CLhXlUi7lIeRSUS7lUh5CLhXlUi7lIeRSUS7lUh5CLhXlUi7lIeRSUS7lUh5CLhXlUi7lIeRSUS7lUh5C/v8UTj0dD+/b8wAAAABJRU5ErkJggg==\n"
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stderr",
"text": [
" 29%|██▉ | 1000/3434 [00:10<00:34, 71.48it/s]"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 200x100 with 2 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stderr",
"text": [
" 44%|████▎ | 1496/3434 [00:16<00:19, 101.73it/s]"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 200x100 with 2 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stderr",
"text": [
" 58%|█████▊ | 2000/3434 [00:21<00:14, 101.49it/s]"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 200x100 with 2 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stderr",
"text": [
" 73%|███████▎ | 2494/3434 [00:27<00:09, 99.19it/s] "
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 200x100 with 2 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stderr",
"text": [
" 87%|████████▋ | 2995/3434 [00:32<00:04, 95.43it/s]"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 200x100 with 2 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stderr",
"text": [
"100%|██████████| 3434/3434 [00:37<00:00, 90.78it/s]\n"
]
}
],
"source": [
"### Training the SS-VAE ###\n",
"\n",
"# Hyperparameters\n",
"batch_size = 32\n",
"learning_rate = 5e-4\n",
"latent_dim = 32\n",
"\n",
"# SS-VAE needs slightly more epochs to train since its more complex than\n",
"# the standard classifier so we use 6 instead of 2\n",
"num_epochs = 6\n",
"\n",
"# instantiate a new SS-VAE model and optimizer\n",
"ss_vae = SS_VAE(latent_dim)\n",
"optimizer = tf.keras.optimizers.Adam(learning_rate)\n",
"\n",
"# To define the training operation, we will use tf.function which is a powerful tool\n",
"# that lets us turn a Python function into a TensorFlow computation graph.\n",
"@tf.function\n",
"def ss_vae_train_step(x, y):\n",
"\n",
" with tf.GradientTape() as tape:\n",
" # Feed input x into ss_vae. Note that this is using the SS_VAE call function!\n",
" y_logit, z_mean, z_logsigma, x_recon = ss_vae(x)\n",
"\n",
" '''TODO: call the SS_VAE loss function to compute the loss'''\n",
" loss, class_loss, _ = ss_vae_loss_function(x, x_recon, y, y_logit, z_mean, z_logsigma)\n",
" # loss, class_loss = ss_vae_loss_function('''TODO arguments''') # TODO\n",
"\n",
" '''TODO: use the GradientTape.gradient method to compute the gradients.\n",
" Hint: this is with respect to the trainable_variables of the SS_VAE.'''\n",
" grads = tape.gradient(loss, ss_vae.trainable_variables)\n",
" # grads = tape.gradient('''TODO''', '''TODO''') # TODO\n",
"\n",
" # apply gradients to variables\n",
" optimizer.apply_gradients(zip(grads, ss_vae.trainable_variables))\n",
" return loss\n",
"\n",
"# get training faces from data loader\n",
"all_faces = loader.get_all_train_faces()\n",
"\n",
"if hasattr(tqdm, '_instances'): tqdm._instances.clear() # clear if it exists\n",
"\n",
"# The training loop -- outer loop iterates over the number of epochs\n",
"for i in range(num_epochs):\n",
"\n",
" IPython.display.clear_output(wait=True)\n",
" print(\"Starting epoch {}/{}\".format(i+1, num_epochs))\n",
"\n",
" # get a batch of training data and compute the training step\n",
" for j in tqdm(range(loader.get_train_size() // batch_size)):\n",
" # load a batch of data\n",
" (x, y) = loader.get_batch(batch_size)\n",
" # loss optimization\n",
" loss = ss_vae_train_step(x, y)\n",
"\n",
" # plot the progress every 200 steps\n",
" if j % 500 == 0:\n",
" mdl.util.plot_sample(x, y, ss_vae)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "uZBlWDPOVcHg"
},
"source": [
"Wonderful! Now we should have a trained SS-VAE facial classification model, ready for evaluation!"
]
},
{
"cell_type": "code",
"source": [
"# 取得權重來去判辨是否為人臉\n",
"\n",
"# 定義保存權重的路徑\n",
"checkpoint_path = '/content/model_weights.h5'\n",
"\n",
"# 保存模型權重\n",
"ss_vae.save_weights(checkpoint_path)\n",
"\n",
"# 創建一個新的SS-VAE模型\n",
"ss_vae = SS_VAE(latent_dim)"
],
"metadata": {
"id": "lHFDoZhwx1zR"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "Eo34xC7MbaiQ"
},
"source": [
"## 2.6 Using the SS-VAE to uncover and diagnose biases\n",
"\n",
"With the SS-VAE model trained, we are ready to use it to uncover and diagnose hidden biases that exist within the dataset.\n",
"\n",
"Recall that our goal with the SS-VAE was to learn the underlying ***latent distribution*** of features in the training dataset, in order to uncover potential feature representation disparities that exist within the data.\n",
"\n",
"Additionally, training the SS-VAE required both a VAE reconstruction loss as well as a supervised classification loss. The VAE reconstruction loss direclty reflects how well the model is able to handle particular input data -- the higher the reconstruction loss, the harder that particular example is for the model to learn.\n",
"\n",
"We consider both these aspects to understand sources of uncertainty and bias within the model."
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "QfVngr5J6sj3"
},
"source": [
"### Linking model performance to uncertainty and bias\n",
"\n",
"We begin by considering the examples in the dataset with the highest loss. What can you tell about which features seemed harder to learn for the VAE? What might this tell us about where the model struggles, and what predictions it may be more biased or uncertain about?\n",
"\n",
"#### **TODO: Analysis and reflection**\n",
"\n",
"Complete the analysis in the code block below. Write short (~1 sentence) answers to the following questions and include them in your Debiasing Faces Lab submission to complete the `TODO`s!\n",
"\n",
"1. What, if any, trends do you observe comparing the samples with the highest and lowest reconstruction loss?\n",
"2. Based on these observations, which features seemed harder to learn for the VAE?\n",
"3. How does reconstruction loss relate to uncertainty? Think back to our lecture on Robust & Trustworthy Deep Learning! What can you say about examples on which the model may be more or less uncertain?"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "BRAwm0Jlrktc",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 551
},
"outputId": "847afed4-e8c5-472d-eb38-bd0dd2c2be04"
},
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1600x800 with 2 Axes>"
],
"image/png": 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