diff --git a/.vscode/settings.json b/.vscode/settings.json new file mode 100644 index 0000000000..a709117656 --- /dev/null +++ b/.vscode/settings.json @@ -0,0 +1,3 @@ +{ + "githubPullRequests.ignoredPullRequestBranches": ["master"] +} diff --git a/README.md b/README.md index 648140603b..7ab6c554ca 100644 --- a/README.md +++ b/README.md @@ -10,47 +10,47 @@ There are also notebooks used as projects for the Nanodegree program. In the pro ### Introduction to Neural Networks -* [Introduction to Neural Networks](https://github.com/udacity/deep-learning-v2-pytorch/tree/master/intro-neural-networks): Learn how to implement gradient descent and apply it to predicting patterns in student admissions data. -* [Sentiment Analysis with NumPy](https://github.com/udacity/deep-learning-v2-pytorch/tree/master/sentiment-analysis-network): [Andrew Trask](http://iamtrask.github.io/) leads you through building a sentiment analysis model, predicting if some text is positive or negative. -* [Introduction to PyTorch](https://github.com/udacity/deep-learning-v2-pytorch/tree/master/intro-to-pytorch): Learn how to build neural networks in PyTorch and use pre-trained networks for state-of-the-art image classifiers. +- [Introduction to Neural Networks](https://github.com/udacity/deep-learning-v2-pytorch/tree/master/intro-neural-networks): Learn how to implement gradient descent and apply it to predicting patterns in student admissions data. +- [Sentiment Analysis with NumPy](https://github.com/udacity/deep-learning-v2-pytorch/tree/master/sentiment-analysis-network): [Andrew Trask](http://iamtrask.github.io/) leads you through building a sentiment analysis model, predicting if some text is positive or negative. +- [Introduction to PyTorch](https://github.com/udacity/deep-learning-v2-pytorch/tree/master/intro-to-pytorch): Learn how to build neural networks in PyTorch and use pre-trained networks for state-of-the-art image classifiers. ### Convolutional Neural Networks -* [Convolutional Neural Networks](https://github.com/udacity/deep-learning-v2-pytorch/tree/master/convolutional-neural-networks): Visualize the output of layers that make up a CNN. Learn how to define and train a CNN for classifying [MNIST data](https://en.wikipedia.org/wiki/MNIST_database), a handwritten digit database that is notorious in the fields of machine and deep learning. Also, define and train a CNN for classifying images in the [CIFAR10 dataset](https://www.cs.toronto.edu/~kriz/cifar.html). -* [Transfer Learning](https://github.com/udacity/deep-learning-v2-pytorch/tree/master/transfer-learning). In practice, most people don't train their own networks on huge datasets; they use **pre-trained** networks such as VGGnet. Here you'll use VGGnet to help classify images of flowers without training an end-to-end network from scratch. -* [Weight Initialization](https://github.com/udacity/deep-learning-v2-pytorch/tree/master/weight-initialization): Explore how initializing network weights affects performance. -* [Autoencoders](https://github.com/udacity/deep-learning-v2-pytorch/tree/master/autoencoder): Build models for image compression and de-noising, using feedforward and convolutional networks in PyTorch. -* [Style Transfer](https://github.com/udacity/deep-learning-v2-pytorch/tree/master/style-transfer): Extract style and content features from images, using a pre-trained network. Implement style transfer according to the paper, [Image Style Transfer Using Convolutional Neural Networks](https://www.cv-foundation.org/openaccess/content_cvpr_2016/papers/Gatys_Image_Style_Transfer_CVPR_2016_paper.pdf) by Gatys et. al. Define appropriate losses for iteratively creating a target, style-transferred image of your own design! +- [Convolutional Neural Networks](https://github.com/udacity/deep-learning-v2-pytorch/tree/master/convolutional-neural-networks): Visualize the output of layers that make up a CNN. Learn how to define and train a CNN for classifying [MNIST data](https://en.wikipedia.org/wiki/MNIST_database), a handwritten digit database that is notorious in the fields of machine and deep learning. Also, define and train a CNN for classifying images in the [CIFAR10 dataset](https://www.cs.toronto.edu/~kriz/cifar.html). +- [Transfer Learning](https://github.com/udacity/deep-learning-v2-pytorch/tree/master/transfer-learning). In practice, most people don't train their own networks on huge datasets; they use **pre-trained** networks such as VGGnet. Here you'll use VGGnet to help classify images of flowers without training an end-to-end network from scratch. +- [Weight Initialization](https://github.com/udacity/deep-learning-v2-pytorch/tree/master/weight-initialization): Explore how initializing network weights affects performance. +- [Autoencoders](https://github.com/udacity/deep-learning-v2-pytorch/tree/master/autoencoder): Build models for image compression and de-noising, using feedforward and convolutional networks in PyTorch. +- [Style Transfer](https://github.com/udacity/deep-learning-v2-pytorch/tree/master/style-transfer): Extract style and content features from images, using a pre-trained network. Implement style transfer according to the paper, [Image Style Transfer Using Convolutional Neural Networks](https://www.cv-foundation.org/openaccess/content_cvpr_2016/papers/Gatys_Image_Style_Transfer_CVPR_2016_paper.pdf) by Gatys et. al. Define appropriate losses for iteratively creating a target, style-transferred image of your own design! ### Recurrent Neural Networks -* [Intro to Recurrent Networks (Time series & Character-level RNN)](https://github.com/udacity/deep-learning-v2-pytorch/tree/master/recurrent-neural-networks): Recurrent neural networks are able to use information about the sequence of data, such as the sequence of characters in text; learn how to implement these in PyTorch for a variety of tasks. -* [Embeddings (Word2Vec)](https://github.com/udacity/deep-learning-v2-pytorch/tree/master/word2vec-embeddings): Implement the Word2Vec model to find semantic representations of words for use in natural language processing. -* [Sentiment Analysis RNN](https://github.com/udacity/deep-learning-v2-pytorch/tree/master/sentiment-rnn): Implement a recurrent neural network that can predict if the text of a moview review is positive or negative. -* [Attention](https://github.com/udacity/deep-learning-v2-pytorch/tree/master/attention): Implement attention and apply it to annotation vectors. +- [Intro to Recurrent Networks (Time series & Character-level RNN)](https://github.com/udacity/deep-learning-v2-pytorch/tree/master/recurrent-neural-networks): Recurrent neural networks are able to use information about the sequence of data, such as the sequence of characters in text; learn how to implement these in PyTorch for a variety of tasks. +- [Embeddings (Word2Vec)](https://github.com/udacity/deep-learning-v2-pytorch/tree/master/word2vec-embeddings): Implement the Word2Vec model to find semantic representations of words for use in natural language processing. +- [Sentiment Analysis RNN](https://github.com/udacity/deep-learning-v2-pytorch/tree/master/sentiment-rnn): Implement a recurrent neural network that can predict if the text of a moview review is positive or negative. +- [Attention](https://github.com/udacity/deep-learning-v2-pytorch/tree/master/attention): Implement attention and apply it to annotation vectors. ### Generative Adversarial Networks -* [Generative Adversarial Network on MNIST](https://github.com/udacity/deep-learning-v2-pytorch/tree/master/gan-mnist): Train a simple generative adversarial network on the MNIST dataset. -* [Batch Normalization](https://github.com/udacity/deep-learning-v2-pytorch/tree/master/batch-norm): Learn how to improve training rates and network stability with batch normalizations. -* [Deep Convolutional GAN (DCGAN)](https://github.com/udacity/deep-learning-v2-pytorch/tree/master/dcgan-svhn): Implement a DCGAN to generate new images based on the Street View House Numbers (SVHN) dataset. -* [CycleGAN](https://github.com/udacity/deep-learning-v2-pytorch/tree/master/cycle-gan): Implement a CycleGAN that is designed to learn from unpaired and unlabeled data; use trained generators to transform images from summer to winter and vice versa. +- [Generative Adversarial Network on MNIST](https://github.com/udacity/deep-learning-v2-pytorch/tree/master/gan-mnist): Train a simple generative adversarial network on the MNIST dataset. +- [Batch Normalization](https://github.com/udacity/deep-learning-v2-pytorch/tree/master/batch-norm): Learn how to improve training rates and network stability with batch normalizations. +- [Deep Convolutional GAN (DCGAN)](https://github.com/udacity/deep-learning-v2-pytorch/tree/master/dcgan-svhn): Implement a DCGAN to generate new images based on the Street View House Numbers (SVHN) dataset. +- [CycleGAN](https://github.com/udacity/deep-learning-v2-pytorch/tree/master/cycle-gan): Implement a CycleGAN that is designed to learn from unpaired and unlabeled data; use trained generators to transform images from summer to winter and vice versa. ### Deploying a Model (with AWS SageMaker) -* [All exercise and project notebooks](https://github.com/udacity/sagemaker-deployment) for the lessons on model deployment can be found in the linked, Github repo. Learn to deploy pre-trained models using AWS SageMaker. +- [All exercise and project notebooks](https://github.com/udacity/sagemaker-deployment) for the lessons on model deployment can be found in the linked, Github repo. Learn to deploy pre-trained models using AWS SageMaker. ### Projects -* [Predicting Bike-Sharing Patterns](https://github.com/udacity/deep-learning-v2-pytorch/tree/master/project-bikesharing): Implement a neural network in NumPy to predict bike rentals. -* [Dog Breed Classifier](https://github.com/udacity/deep-learning-v2-pytorch/tree/master/project-dog-classification): Build a convolutional neural network with PyTorch to classify any image (even an image of a face) as a specific dog breed. -* [TV Script Generation](https://github.com/udacity/deep-learning-v2-pytorch/tree/master/project-tv-script-generation): Train a recurrent neural network to generate scripts in the style of dialogue from Seinfeld. -* [Face Generation](https://github.com/udacity/deep-learning-v2-pytorch/tree/master/project-face-generation): Use a DCGAN on the CelebA dataset to generate images of new and realistic human faces. +- [Predicting Bike-Sharing Patterns](https://github.com/udacity/deep-learning-v2-pytorch/tree/master/project-bikesharing): Implement a neural network in NumPy to predict bike rentals. +- [Dog Breed Classifier](https://github.com/udacity/deep-learning-v2-pytorch/tree/master/project-dog-classification): Build a convolutional neural network with PyTorch to classify any image (even an image of a face) as a specific dog breed. +- [TV Script Generation](https://github.com/udacity/deep-learning-v2-pytorch/tree/master/project-tv-script-generation): Train a recurrent neural network to generate scripts in the style of dialogue from Seinfeld. +- [Face Generation](https://github.com/udacity/deep-learning-v2-pytorch/tree/master/project-face-generation): Use a DCGAN on the CelebA dataset to generate images of new and realistic human faces. ### Elective Material -* [Intro to TensorFlow](https://github.com/udacity/deep-learning-v2-pytorch/tree/master/tensorflow/intro-to-tensorflow): Starting building neural networks with TensorFlow. -* [Keras](https://github.com/udacity/deep-learning-v2-pytorch/tree/master/keras): Learn to build neural networks and convolutional neural networks with Keras. +- [Intro to TensorFlow](https://github.com/udacity/deep-learning-v2-pytorch/tree/master/tensorflow/intro-to-tensorflow): Starting building neural networks with TensorFlow. +- [Keras](https://github.com/udacity/deep-learning-v2-pytorch/tree/master/keras): Learn to build neural networks and convolutional neural networks with Keras. --- @@ -60,16 +60,17 @@ There are also notebooks used as projects for the Nanodegree program. In the pro Per the Anaconda [docs](http://conda.pydata.org/docs): -> Conda is an open source package management system and environment management system -for installing multiple versions of software packages and their dependencies and -switching easily between them. It works on Linux, OS X and Windows, and was created -for Python programs but can package and distribute any software. +> Conda is an open source package management system and environment management system +> for installing multiple versions of software packages and their dependencies and +> switching easily between them. It works on Linux, OS X and Windows, and was created +> for Python programs but can package and distribute any software. ## Overview + Using Anaconda consists of the following: 1. Install [`miniconda`](http://conda.pydata.org/miniconda.html) on your computer, by selecting the latest Python version for your operating system. If you already have `conda` or `miniconda` installed, you should be able to skip this step and move on to step 2. -2. Create and activate * a new `conda` [environment](http://conda.pydata.org/docs/using/envs.html). +2. Create and activate \* a new `conda` [environment](http://conda.pydata.org/docs/using/envs.html). \* Each time you wish to work on any exercises, activate your `conda` environment! @@ -79,10 +80,10 @@ Using Anaconda consists of the following: **Download** the latest version of `miniconda` that matches your system. -| | Linux | Mac | Windows | -|--------|-------|-----|---------| -| 64-bit | [64-bit (bash installer)][lin64] | [64-bit (bash installer)][mac64] | [64-bit (exe installer)][win64] -| 32-bit | [32-bit (bash installer)][lin32] | | [32-bit (exe installer)][win32] +| | Linux | Mac | Windows | +| ------ | -------------------------------- | -------------------------------- | ------------------------------- | +| 64-bit | [64-bit (bash installer)][lin64] | [64-bit (bash installer)][mac64] | [64-bit (exe installer)][win64] | +| 32-bit | [32-bit (bash installer)][lin32] | | [32-bit (exe installer)][win32] | [win64]: https://repo.continuum.io/miniconda/Miniconda3-latest-Windows-x86_64.exe [win32]: https://repo.continuum.io/miniconda/Miniconda3-latest-Windows-x86.exe @@ -98,10 +99,12 @@ Using Anaconda consists of the following: ## 2. Create and Activate the Environment -For Windows users, these following commands need to be executed from the **Anaconda prompt** as opposed to a Windows terminal window. For Mac, a normal terminal window will work. +For Windows users, these following commands need to be executed from the **Anaconda prompt** as opposed to a Windows terminal window. For Mac, a normal terminal window will work. #### Git and version control + These instructions also assume you have `git` installed for working with Github from a terminal window, but if you do not, you can download that first with the command: + ``` conda install git ``` @@ -111,6 +114,7 @@ If you'd like to learn more about version control and using `git` from the comma **Now, we're ready to create our local environment!** 1. Clone the repository, and navigate to the downloaded folder. This may take a minute or two to clone due to the included image data. + ``` git clone https://github.com/udacity/deep-learning-v2-pytorch.git cd deep-learning-v2-pytorch @@ -118,39 +122,46 @@ cd deep-learning-v2-pytorch 2. Create (and activate) a new environment, named `deep-learning` with Python 3.6. If prompted to proceed with the install `(Proceed [y]/n)` type y. - - __Linux__ or __Mac__: - ``` - conda create -n deep-learning python=3.6 - source activate deep-learning - ``` - - __Windows__: - ``` - conda create --name deep-learning python=3.6 - activate deep-learning - ``` - - At this point your command line should look something like: `(deep-learning) :deep-learning-v2-pytorch $`. The `(deep-learning)` indicates that your environment has been activated, and you can proceed with further package installations. + - **Linux** or **Mac**: + + ``` + conda create -n deep-learning python=3.6 + source activate deep-learning + ``` + + - **Windows**: + + ``` + conda create --name deep-learning python=3.6 + activate deep-learning + ``` + + At this point your command line should look something like: `(deep-learning) :deep-learning-v2-pytorch $`. The `(deep-learning)` indicates that your environment has been activated, and you can proceed with further package installations. 3. Install PyTorch and torchvision; this should install the latest version of PyTorch. - - - __Linux__ or __Mac__: - ``` - conda install pytorch torchvision -c pytorch - ``` - - __Windows__: - ``` - conda install pytorch -c pytorch - pip install torchvision - ``` - -6. Install a few required pip packages, which are specified in the requirements text file (including OpenCV). + + - **Linux** or **Mac**: + + ``` + conda install pytorch torchvision -c pytorch + ``` + + - **Windows**: + + ``` + conda install pytorch -c pytorch + pip install torchvision + ``` + +4. Install a few required pip packages, which are specified in the requirements text file (including OpenCV). + ``` pip install -r requirements.txt ``` 7. That's it! -Now most of the `deep-learning` libraries are available to you. Very occasionally, you will see a repository with an addition requirements file, which exists should you want to use TensorFlow and Keras, for example. In this case, you're encouraged to install another library to your existing environment, or create a new environment for a specific project. +Now most of the `deep-learning` libraries are available to you. Very occasionally, you will see a repository with an addition requirements file, which exists should you want to use TensorFlow and Keras, for example. In this case, you're encouraged to install another library to your existing environment, or create a new environment for a specific project. Now, assuming your `deep-learning` environment is still activated, you can navigate to the main repo and start looking at the notebooks: @@ -161,3 +172,5 @@ jupyter notebook ``` To exit the environment when you have completed your work session, simply close the terminal window. + +# Test Contribution Update diff --git a/X.X.X b/X.X.X new file mode 100644 index 0000000000..e69de29bb2 diff --git a/convolutional-neural-networks/cifar-cnn/cifar10_cnn_solution.ipynb b/convolutional-neural-networks/cifar-cnn/cifar10_cnn_solution.ipynb index 128e388308..483c0d5804 100644 --- a/convolutional-neural-networks/cifar-cnn/cifar10_cnn_solution.ipynb +++ b/convolutional-neural-networks/cifar-cnn/cifar10_cnn_solution.ipynb @@ -24,7 +24,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -47,7 +47,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 2, "metadata": {}, "outputs": [ { @@ -80,7 +80,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -94,7 +94,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -116,15 +116,14 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 5, "metadata": {}, "outputs": [ { - "name": "stdout", + "name": "stderr", "output_type": "stream", "text": [ - "Files already downloaded and verified\n", - "Files already downloaded and verified\n" + "100%|██████████| 170M/170M [00:14<00:00, 11.4MB/s] \n" ] } ], @@ -138,7 +137,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -152,7 +151,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -257,7 +256,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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"text/plain": [ "" ] @@ -292,7 +291,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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", "text/plain": [ "" ] @@ -728,7 +727,7 @@ "outputs": [ { "data": { - "image/png": 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AVuxGdbaVa520ydwTA+MAwrU03m0pBtrg2J0ATvbpEW8mN3Mxvmb9Pv3tt5P+9vlNzgWGpx2GGbp2c4WhYxQAHaM2wyUbo65aeQo4Q9prNk628Va4CfNttmLLcF8TDf39fAmn7oPTUVu/9jzcgs71Gxz7cjiKzIvgtozv7/2+fr9B97oFg3d/KR4jbMW+xzqN0n1wbfDrF3mpeALT+2q5G07rtv9+dbiB6Ub67Yyt2B+xFbsT7svX7xmnV/uYngNO14mf4Ra4r0TX9G7RKwG1m2sPpmr2wek+vRbAZI8y9BUkx4R+bOS3N6vL9Xs9D8Ab4Ha1jPfutXKee63jONwX5zH6r2Qr9psHHH8fyG4u8t4X9Z44/7i3GY4D+FjfexZtxb6Gjnmij4/cLvMQ9sE69gJY3zlzGs6/rKN/0a0fCbvZ4jOc6rs/P8NpABOmakYGPUMvljqIJ3abXgmo3VxBbGFsqcNNOtcx03eJfv+7WX1dKLZyrX5f34Wzm81wHMCr+/x33iZ1KNfxMJzGIk9qfx8uqc4NvfnZG5GsL2BwnfXX1/ls/EKwlWvtMlVj+v6+0fjIuJbGu63EBuvgtjoNYBfMOXU3CBfja4BzbZ6fcSv+bljaYZihazdXEDpG6RiFKzhGXc2LxnfDDQK/ZqqmYKomZ6rm63t/K8ElEVruGcLP9J07C6cHsiF6dL2H4bbvwzqB6XcCeLupmp2manxTNc8xVZPt3asNYAHOiN5yvnv1znsmnIaI4hLDVM1Npmq+sVfPLbivNOFFXu6Zpmq+szcIvQ6urT8z4NgPgHSyTNW8zFTNepCyBOdMLvY5fsZUzbhxCQR+CsD76G/fAKfNpHgMULu5ZlGAq8M5ADBV84NwCVQuFJvV5TpKcLpbcwBSpmr+J9xu363gbgCrpmreYKom3xtnnmyq5vYBxyfs5jHem/GLpmpGjNOz+kEMfs/Nxr3N8E8AbjRV832matK9/243VXMLHfNEsc3zwlZsCJfQ51dN1ZR6k4DXQzLL/xWAnzJVs8tUzRjch4PN0G83W8EH4Nrs5aZqUqZqvgdO7/ufenS/zwN4s6majKma58DRCxl3wH2guiqTmV2LULu5Ijjf2PJFAM83VbPXuAQ2P993fv/8YGB9XcSzbeVarzRVc2tv4f6XAPxNz242wx8A+Pne+ABTNaOmal620YG2Yrtw0kb949QqgDXjku+8ho6fg5sAv7I3/v0Qkgs+swB2G5e8aCs2vmVs8VrTAH6yN2a9DG4i/YHzXPpaGu9+HMbshjETcAspG8UGG+HTcLHJT8KYFIz5TvTm1wNwN4AxmMRCzlbwXgBvgjHbYMwUXLI79nc/CGNugTEjvb/1Y1jaYZihazdXFjpG6Rh1xcaoq3bRuFd5L4XbhXAMwAk4rQ/ACX0/A26X1T8D+Lu+098K4E2mapZN1fyPAbf4QySTcvwPuKybn4PLbvjrcPXzZ3Dbv0/CZYjvXxj6EziN1GVTNevaS98K4C6ivSsuLbIAfg3uq8wZuE70xou81t/D2dUSnD18Z8/JbIQ/AvAKI195bgfwWeOyaP4DXFbQw4/hOe6Bc/D/DNGvAZzm6B9e5HUVArWbaxC2Yr8K4G1wE5dZOLmFT13EpTary3V8CG5gfQhuXGjh/LTv9edcH9OeBpeddx5OM3l0wPFfALBiqubOx3rvPnwMTlfuIwB+01bshzc45nzj3kD0tLheDKfVfAqur/06XP+DcQk6boVLnKNw+Am4HQ6Pwun/vQduMgS4XSQfhttlcy9cgBhg8IemPwPwzcZlFd8SbMUuwOme/TTcJOtnAfwnW7HrOz5eAZcwZAEuU/n74CZkoL//wVbvp7hkULu5jDjf2GIr9l/g3uk+uLGjf2L92wC+y1TNkqmad2yhvi7k2bZyrT+H0448A0fj/sktXPf/wPnr/22qZhVu19pLNjllo7nUy+E0Ev8Y5y48/gjcYtECXLJF3h32b3Aai2dM1ay/x2Y2fqE437U+C5c4aR6O2v5dvXoeiGtsvHsPnM94tPffr2zpLGs7cEmpXgUXE38Pzp2X9x//bpyrOXw+/Arch6j74ObrX4if0doPwkkffBQuvvl07xznb8xQtcPQQtdurix0jNIx6kqOUSYpQfTEQe+L0r1wSTpOX+JrfxbAf7U9cW/F1QnjhPEP2ordcuBiquY9AP7KVuwlCzxM1Vg4msQjG/ztpQC+z1bsd1+q+ykeG9Rurj1sVpePJ0zVvBjAj9mK/fZLcK39cIvV6Y305q4UjNMhO2Qr9vcer2cYZpiqeQmAP7AV20/742PeAuCsrdgLTuyxxWd4H4AHbcVWjNMp/Bhc8o7WeU5VPE5Qu1FcLpiq+SSAn7AVe+/j/SxXG3S8GwBjtsHlc3g6rG1ehuvfAreYlIW1AYxrB1hth2GGrt0oLgY6Rg3GhYxRT9hFY4XiYhb/LtNzXJULVoqNoXZz7eGJUJdXy6Kx4sLQ2/n5QrgdYNsB/C2Az9iKfd0VfIbb4XbxHIbbsfB+AM/RAPzqhdqNQqF4QsGY74DbwVoA8KcAItjH/sFdoVAoFFexPIVCoVAoFArFExwGjta5BLfD5gFsrNd4OTED4C44PcJ3AHiNLvxd9VC7USgUTyS8Gk7b9RCcDM9rNj9coVAoFFuF7jRWKBQKhUKhUCgUCoVCoVAoFApFDN1prFAoFAqFQqFQKBQKhUKhUCgUihi6aKxQKBQKhUKhUCgUCoVCoVAoFIoYqYs9sZRP2clyBoATTluHMWbD41kGwyIpiZE4J3EcHYMB/7C87i1nGGM3PByJWyWfY7BSh5zEhww6ftBzR3yC3bie+q/A14osl+Ufs0udeWvttk0ueNVgcnLS7tmzB8C59X+5Mcg2t4RNHjXxJzPgLwPbm21242satr8t1tn5+uGJEyewsLDwGCrkyqE0OmEnZ3a5f9Drh0E3LkdRFJezuWxc9n0/cS2uS4/enusr4c+obCH38L2Nj8eA64RhMu+YR8+VvPeAdsMAf5a4txSjUJ613xY8T3wm1xs7NEPH8Nlf/OK9Q+NrSqWinZycBAB4KbEJz8i7+fSeIb1/FIaJa/F4Msi/83UT7Wi20GcHjiWDzx3szzb+3fC1NhkHB11/sJ3SGJywwVZcfujhR4fGbjKZlM3lerEN9dNuIDYRUH+2odSfn+7zNyn69yCfTAN7py51Znw5PpNLx2Uv4ZR4bJCfU6nkfoB0lkK9AfEWt28YyO/dINjocBQLuQ2vs7qy1ndvfnZ5rm5H/Dc87pNSZ7Wl2tDYzehI1k6XRwAALaqzWqMdl9n3Fno2BgBJqwFAfpn7p/G5XaW92F8Zb+MRLKRrhok4m8ZEPzklCMg2gy61F/3ObToo/uH78fEJ/9bnhjyyx1RKnqvTlbqNBviulWZraOym5Bs7lXZ1kqaqTCeqlXwM/e73bfsZOE5t3OVBYUJiftF3VbomtSmfGyGBxKV8sXNbKMj5tVpcDuj5uhG1eyRt3Q7pOchH9FdClx4mRWVD5SgxPMvTLoQYGrvJ5rJ2pFg49w8D5to8ZvePRMZs7FcGzqk9qksyHMvjUcImqM/THyLbZzg890307fPPgRLTa7vxdQaV+y/AdcXPmDiHikEQDI3deJ5n18dYyzEdvWc+I/52anw0Lqf9pOVYbNz2Sb+88bxpszn1RodsbJUOIcVgLYor2jRW+GnxQxyS52gcznOcxL5jk3tvaRK9wbrWmYUVLK81hmIOPj4+bnft2gkg2X95TmzZ77LP76swnnOGobQV21JE7RkF1A5kP4Hd+PcwSs7d1pFOpwf+O5OScnK9ZeN39bxzIjZ3DMfyXYn7+p+Jz/dp/Op0O3E5Siz4SfHI4WOPq6+56EXjyXIGlZffBCDpbDJpuSQvPHQ6UoEBGQoAZDJiYBzYcgMYTyqd28t2ZdA0kGPSGZl8+eBn4qAnuZDTDXgg5KhCzg8ocGlHGw/CPMjwRKxDziwMk1XPdejRe3SoPur0uI2OHPObf33kKIYEe/bswb/+678CAAKaWD2mBd0t4pItGvfHGlz2+HeaKCX/QA/FtsIOim2LA65Ls2j84he/eEvXuRowObMLlT/4B/cPWqxZmDsTl9st6e/XXX8wLo+NlhPXSpODztACT4Z/J7+VougiDJpxuViQQYYDqRSVefFjaWkx8RylUknOp8ErZWgxmQfISAYTbwA/hCfjjXpDrplK+ppcThZ7Oh25bkA+Op/L03PIM02MjgyNr5mcnMSbfvENAIDi1I3x73kKaMqlYlyutcWn1lcXEtfyeJJEHThFjZGnhekcL77QmDMo+kwEFRwr9AUbiXtTu3IQMqjvD570bRxk9V8nm5X3y3hShpWyychzNBYeiMsveMnLhsZucrkMnnXnzQCAdEkmTLNLYhOLC8txuV0T3zM+k/Q3qd5HCwAw6Y1Xe7o1iQuO3fPVuJwui53uuXFHXM6naHLWFd8R0srLxDZa0AWw48CU3JrsJiJ/mqJJ1eqiPNPZM7PyrBTzfN0dt8Rl25brfOhDH0vce/eBXfLsaXmuk8dPyzPlpR+WC1KHH3nfvw2N3UyXR/C/fuCbAAAPnpU6+/gXD8XlwshIXL79xr1xecwmnbol/921Urfpovhl7vOrq6txmfspB8srDRm/Vto0oUlJu+eKYicAsFiX8eEMvROa8kxlalP2bwHNdOo0gcrm5R0Cjrm7ST9UzMp1t03Kcx07I+N+nWJq9lb/eN+DQ2M3U2kPb97j7GJHUepjJidtlzNS36W8+PGxYtJH+x7NMQzNmdJyHK2joNaU+zXbNPG2/BGHfBWNP0trciEyEwDJEDcc3R2Xg2c+Ky6v3vXRuHyWfNpsR+xxoj4Xlw8via8LiuRni+I7AGC2IX1ntC3lbL0elxs+LWTRPPPPFoOhsZuRYgHf9C0vAtC/eEcfemiOleKPMH0k40yG59H8tULsyU9LOZOTBm82pW932/SRtSPlKJQ25fl/K5A2AYAw5IUWXqzlD2T8fvxRS+y9Sx+4BpWjbnL+z4te/MGqzTEync91O39mfmjsxvd8TIxOAAACjz7odmV8eMo+WZP6ry/75rg8M9b3gQZSN92ujDstiqU9T/pgOUuLN9TveH1swLp84oMpLxIDwPKq2M3Dx2ScOjQrMdvotMQhfiTXetIN4p9uuW673K8pH7UyZA9B3xyc52k+fxClr2qWPuqurw/90FvfjWHBrl078Xd/814AQJtihy6k/3Y6Yj+TJanroG9saLflnMUlaauI4pzaspzUWqa1PBoTF0K5TmpE7HiVPkbyguzMTHKddWZ6Ji7vnt4p1wKNM2GDyvLehRGZF1hL63Vtee7jZ8QlrNRkvgAARRqzSkWJCY+dORWXm7SmYchNfv8rfvxx9TUqT6FQKBQKhUKhUCgUCoVCoVAoFIoYF73T2MKg01tztla+MPCW/izk66VHBLxUqn+rduLCMXhnTuJrX0TX4i/i9BGL2Zkmop3NAVEF0beLi67bMbLLIfTlC1qHjwmJjky7tQztYM6ledeilL1U8mtVyNQ/2lVg6Rl596nfz0sbEhhjzpEMuJL3viTX6duZl2hJ+uoYJTjgvD2edhHTLkTDHITEVS/9TuMrsbP7UsH3PBRHXB/0rLisdl36ZdSRL4K5jLxbIZ90cbShJdH/s+Qw8hnqp9Qm7ZCPF/+QoT7O7KsUUdMzfbR1z2zc7lliXXAXrzfEP3DPZ5aGJR/r0YOk+3Ya887mLn01Zv+U591qQ2QrDAuDyLp2Cvzx+Pdumiiyvnzx9dK007iZpNhb+qrNLKc2fWXu0u7dFtkTbUBGpytfj1mipEm7ANk/9lOqmK3i0a4yyzvRedc82UdA8grMCjWGx2axlfFxqTMAyOZld7xHfitiH0ZSBOFacgfY0MD3kCo6u8lvkzootqXtFheX4vLEdqmXHQdlRzAALLXYp7NzkHpqkK2FFKuMlmU3w/S03CNlpU1XVmgHiy/XKU4lactd8l3tppRDosNlC9zPacdYW54plZFdopPE4misrUh5VXwxAJw9Jbt98uzfaEwslqWe+fmGCcb3ke7tgOwck80gz7xlf1yeGJN2LPGQsNYXU+Sl/cYKUudRKH4ipDZlWi0hFGd+AAAgAElEQVQzloKW+Pcy+xI6t067Y3w/6fcM7XahYREtik+YN5jwVhSrpGnUWlsSW2EZpVFi3wDASI7pxHJcgeSnUvRO9hyq+3CglAFeuM+Vy7Qj2E/LPGCtSf6d+o0NkmMzMxNbHWK60SSrTbu7V6V5Ue/Srk3edUnhAxEtUaNpXz1JHk3ITTTq0v8fPfOvcXnUiq1Zurfh6Roxt4q0C/6RotjKfcu0Ax7AKO1CHKPnIBIMAuojvh3SuRRolyPPmwfG/sxk7P/bxkze0DITjba7pZjVS7swiVHAcWME+h0b78x0oHh2ALuuY3m3MPlNlslgNjONqTw375/HJTRWWLaBjktRXM2x1dBh/f2sPfc3APPLwlyp007y8l7ZnQkA9Y704S7FJR1yAB1iJ/E6R3lE5lAc8ybkC2g3d5QmiblcMrbMj9D40KT1mllxcIdpB/L+7eJLdu2UXabFguz6NDRZzLCslte3bsTxL7MEOd4OzpVUMv7wzKuMB6QLro1SeakjS+tk3Rb1SxpjCn1MkJB2tDdWxX5MXup4guLuaITkFMmH7Z2U62bzLEkpA9bImDzrSDHJvsukWIGA/sAybV0aN5s07pJfTNH9MrQDeXpcdrCv7+yPrxuJXRZIYmhpUXZJj2XH4nJ5WzI2ejwxnKOlQqFQKBQKhUKhUCgUCoVCoVAoLgt00VihUCgUCoVCoVAoFAqFQqFQKBQxLlqeArCw61QPK/QFS4lVTEiUA6JB+vnkWjXTs1m5gBP0ZIiGFlgpR11/w+OZisvZcTkhmfGT9BLry/b1Zijb3c8syLb7OlG+1tYoSQDRe0ok1p0hGlR5RGiG+WxShD/yiIqTkKEgqjId3x2c6viqhrU2lkjYqtTCpbz3hcAMSjndT4NMHMacU6I2dDnhENNEyfbNoOe7dLTLK13nlwIGFqmeZAtLSmQomUmaKENZj+Rh/GTdcdK6dlNo1D5J0ORS0k+7REn3QLIxgfxuKVFmSMS/TJqSFvW3LfkLTjzC9PQGJXRZmJOEMNunhLqTSMJAGY99zrbed2/Ox8V0uzYnxaJ66vYlDBkWGFh4veQKIdV3SD45NNKOuZLU3+Q+SYgBAN6KyBEUG0Kp6hD9OyT6UzQq1KIS0Tc9SvbAlGFOoMAJYHJExQaS9Dfuy+yruMz3CKgdowGqCZxFOE8Jq9xhLKlCVDTqk1Eiic7w0O8YxveRGnU0s3RWYoRSWeQYCnn5fWaPUM/ypSQVb7kjdLMUJRxjznfYFLoey2oVyJ46RG/0rFDuWnWhkbbaUo6CZNKP1orY+cIZsWU/I+09vVfaO0U226YsVzmSTcixFElLxr1WI8lV79TFbmYmpa5yZaHcdcluFo+cxDDCwiDocbsnxyQB4swOaYsOJYHprIptrLWTCaH8jNhRyJJXHRrbWEKI+iBTelkuqdsWOxuhTp8io8v4ybGimxJHMUdJxeotuZ9vKCks2USexr8SSTWVSO6Ebcjr9xfk39otqR9m9XoRv+tw7oHJGItdadfHQpq3sARIo82UbTm3w6x/AGGXE9vJ7xz2sazeGo0DdWJd02Xgk32ENACtEXW31SeT0abjeNzxInmo1azcsBjxnEnOnSPppJNlsff7V8UeDi8l5XCuo/NTlHgrR3F7IjP98IXEANxjr1P5OWk8J8Xj94xClhlKxhUR9aPVVUnanMlJnaWylMCOfEGxQEmdxqQ/10imqLtGWiaejINemHyOkNuFZEYijt86lCCKE6IRJd6STIZhqRW6ju8lbdan2CdNZUuJozneZjm3Y8ckgdUwgWM6lktbaUgdn5oXe3jqzUn5rQ7VeYPWRrq+0PRRkFh4pSbJb9sNkpEZpViTk8OT5BtovDPZZGw6ThIITy7IeFtryT3u/vw9cTmXlzYd3yZjtZ/hRNM0t0pku0/GNxHJiSbic8NzDk4K6Y43GJ742PdSKOZd7MbzjojWJswIy3SQtEc62VYtmlN3unJck9YIQTJc7SZJTNDaYXNNjq/XpK5ntou9pa3cu76cbLfMmPihZpPmM2lKIp+Q6pF2btZJXiIrMXGektROURLsKEwmyF5tno3L7a7EgZNjEh9nfHl2/yqaSw1nlKVQKBQKhUKhUCgUCoVCoVAoFIrLAl00VigUCoVCoVAoFAqFQqFQKBQKRYyLlqcwNkIq7FFAaO++R/TqrE88qhRzypJr1ZztHQm2Cf2DaCFpyuA9s/+muLy6PB+X5xdki3maaKEeKLNmkHz9JtE+HzgqdHCblW3mXV+2oneIPrq2IhSOk7NEZc4RDfX0clzeO5OUxpgsMT2esjrSlnhijCbo1sMEY0xMnx6U5fex4rJIMCTqPnl9S9lhOet0l6iGDz/6aFzePjMdl6OOUCy2TYjsANM2o0v4Pperzi8njLHI9OQnooBkboginyYaU5p+98IkdTFDGXiNTxmgSR4mTdTxyJBsDFErA6LnZskntKg9R0iOpp8Kl9AHoPatU7b6e+75QlzukpTGePl2uXdWfCfTdjnbPPqyRHssM0B+hCmKls6x0XDKU1j4COAo8B5l5Y5IsqRNcjI+lQupJG2yPEL98Qufi8udeZGq2PFkGYvMnIwNbSP2UaRGqjWFYpujNsmS/JI3mZQ78DokiUTDZpsyUacoE71P9K9aQWwzu7Iix++5NS43xoRWGJEEC5Ckyeciqc+E/FMov/vhcH6T9lNpjG5zPrq2LON6rijxQWlC2mVsh8QHa3108TRRcXMUt3Sp/wfU5zMkF2ECqdelM2JnOW73mlDbQHTIET+ZKbpEFOKIaOVdGg98ijuigHyoz1RDal9P+ks+K/eb2SvZyAFgz579cXnHLhn72hTQnDhyIi43mhI/DRMsLLo96un0dskynyMfnaZ2iYgCzJRcAMjniR6dyNQtdZYn6ZqQ2ouzgmdIYmaNbCUkWjfH07VViVEBoMSZ4UOSFiB6pqFpRJrpquQXUlbsZowy1BfIbsK+cSagsWl5RaRXgq78PlYSiRPPG05/E4QWC0uujVsRSUFQDNhk2TMam1ZXpV6AZLZ3Uk5Cl+jCAQWzTZLra9B8K6Dj0zSGdMnHtElSohUm45uA7NmSBBsrExKjGCuBXMszRBsmGYXjHYmBwmWxv+koOY8bT5FUID1WmpnuIUtuDKfdABLP2wQvXoo+BQkBjSf8OwC0SLrm5OljcfngDSJHUChIPTda4pNaHfEZpaLQsMvCEgdoLaBVJ0mvTjI+DzryXBHFQRzDcszK0hMsu5Yh+SiWePRozMqkknNw37ANkiRQQuKDjHZIJSIZCckxw3IzcsyJ2YW4XG8mA5xGXdqvRXIT+W0yl0VJ/H2UkzZdOiuSHjkr48BYSeJllhNMZdlm+yT3yI9FENscy4vN7t4xFZf3Hzwgj0eSWSlLsoMdsYeAZKHQ5+s88s0pnl+TtBNLuNneXHaY5JQ8z0dhxM0NBq2vsIQM9x/b11aFEsuVSFuvtcW22nWp01OnRcph9x6JLVcpJmh2pLxzjvxLJHIoI0WWDgWuO7A7LrfqEj+N7RT7iTyJRTt1GhMhNl3M0thKMZLv8xoOSW8ACCPpN42G+M+pcXmmNEm8rK1K/P94Y3isVqFQKBQKhUKhUCgUCoVCoVAoFJcdumisUCgUCoVCoVAoFAqFQqFQKBSKGBctT+H4+j2ZgZRsN2f6e0AUac+T7f2dILlVO+MTzS5kWjRRQQxTJGWt+84X/Ye4fM+/fzounyKpijrJUASh0DSPnpBt7wBw+IRk7c6OCy1n93ahMtis0OE6RBNLFyVjZ9CSreQLRMEYGRca64m1M4l7t4hms70k29pH0rKlPuzKlnZvSJkx1tqY3sA0hyshmzDoHluTsyAabzpJawqJytckfvLyitDPZykDbZ7oN5NMryS6iqHvOaaPujr4EeU5hk+EYjAMDDKpdRoeUUS4EzAtBJTNNkzSqdKQ/tQl+n1IEiN+man3lHE1ItoKZQ0GZYBeI3pvkSQDvD4bCyjteSot/mm5IX18kbJP5ymDOTOlOpTmPEWZfy353jBMZo0NyP926DmY1mzJHyUoeUOH3hhFMj8etWkYkAwFUTYNUyMBtIz003Qk/ddMCd2+UZN67R5+KC4HRujfEakG1NNMdZT6znRJQul4klLFae0NUcFbJJXkt8gmaKhtzxDd+Yz4o5KRscuMCoUvjJJ+p0v9LU1SFRHZmu/JO6WGdJDyDJDtpU02lD55eoaocW2RrzLUf1srSX+T8aQtM0Q95zGnQ5I2XOMr80KNyxdIAidH9Pwpib2KJbGBWp98VYN93QhJ9JAzaa6Iv8lkqC+k5VlHSKIj64ldl6fl91uedkvi3pyC2lJ2aZYlGyE5hmd+/VPj8sP3HsbQwFog9jNEw10RWYh0RuqiQ02UzyflRIojVGdE7/RDqXOWDSoW5HcOc4IuSZ8QVbfVIMdAvnF6NCmHk+6KPe/bLTHxPNl/p8txOp1MNl5bFvpoRBTn7Cj5jlRyDwurTWSzNDaRW+FT/CHdAtOBh1O9MWKN5kLFjPSpDslh1RtSbqwlX9oG0gAtkpVokXxBQAbSodi1zYpZ1JAZKgfk9zvextcBAFZL6FL8mmLJEpqXtad2xeXslFB0V07J/MkuzcZlEX8Bal5ynNpP/i3tkT8mqRZvjeKjYZXfshbBemw2YA4zaM4T9M3B+d/pNI/tUn+1NRkfmm2WsenSMeIXChSTeCmS3xoR+/VNci7VbpHcGsVgTPXOlaV9KdxAyufj++KmHjiu9ZHu+yNR6qk+g0Dso9ul2LmVrMOhgSH5AHpP7vORJ3Vz8ozIUywsi6wZAHTbZBN1qdvRndxeIv/gGRlf6iQJcGZOYp3aqkilFElmZHJSYvB8Lrl0FVAM1SDZN14omSZprJ3X7Y3LZkTukaY5kEdypUGL5lCdvnYn+wi7Uo74d/Ax7lrRkM7SOR4x9A4eybuw3+E6AYC5s7Lu9sAD98flxVXp1/mCtNXCovj9M3PSVm2SdWs2Zb3vkYekrVotiTtGisn6/vI2sWtYidF27JVY+8DN5FPo3PEsxcFjYtOthvSPgCQvTTrpj1ot6TfdQOy9E8pzZPNSHyMk8fJ4Y0jDLIVCoVAoFAqFQqFQKBQKhUKhUFwO6KKxQqFQKBQKhUKhUCgUCoVCoVAoYly0PEVkPLQ9RxdYach27pBokONF2ZZe9om22keliYgak0gCS7QhpjI2GkJl+Ld/+vu4PLssVJpZom0dPSnHHz11PC77uSQVL/Ql82uhLJTd9Igcl8oJxSlLcgI5T+pgviPbzXfsFhpEi2gTjz6alKdYpGzA/i653/5tUk5TFmITDielyhgDr0drs9Fjo2ckGHEDmNBMk/AGULVCpuUwfYlsrtMRysPcQjJjNWcSb7aZRij26BGdod4Uey+OcMZquSaTti5GueNKyH1cKXjGItvL2h0asfs00RK7bWkDj6hANqIM9QA8Iy4vRZI5nJXeN9LWNiFvQW0VkcQB0fPWamIbx/iZ+qi3LB+xpyy2sTAn9L4v3XdfXL7tSU+KyxE9azsUW8oRnS8iKY1mo08OiLL6BiR546fkObpErWq3kxmuhwXWitxRRL7T8rdSyoDdIZp2mEpSXkdrZBPbtsfl/PS+uBxYou5liE49JWTaJlH9U0T7A9Ep6zTG2O0iaQQAaZI4aJF8U4Ekbzo1aa82Z5/mjOLks1KTQgUzlGI+tCTdgWQmep+EFAIjdmc8pnxuTBG92hGGIWorri05O/vxY0fjciEt1NvGgrR72JW2A4As1cfassQhHlGoo0Bsi8eoTFbOndwnMhSFMcmqXCB5I+bzh93kgNgl2SRDA2ftrNjgCpWfdMfNcXlqhjKh02WzVAdjZbG/woTEUQDQJHmcLtnNeFHeaXyP1Edt7erJFH0hMJ6HTI8C3+5IHc/OCuVw53ah6mZJkiLslwBiCQbqw4lxnfsayZEkJJnYnjJim02KQVaJKjk+nfQ3k5G0iyVaeEC08vmzMubtmZLzM2l5voWzYvtpOjfoim1EfXtYLMVf+azUVS7D8ZpUVCaVpLoPC7rwcNpzcX7dyjvYefHRrVWWBiB6f9+1fEvjQyh10yaJiJCq2VI8FFmWZyJJCjLGkMNKtsW+eDPF16WH9GneUvBlbpO77elx+ZCRtp4jCYAJkpVaXRU68lQxKTOwl3xRkd7JeiTP0pa5mOkO51wK1iLsjR3cDxIuwiOZG5p3NxrJmI4lzMaIbl1bk35rPakzz6e5DWtE0HPUGyQTQDGyT5P8fI7GFgDbZyQWyaYkzvIoxvDo/BTZJssBeDQWdql9Ayp7ffIUIUl/tdvyfkFH+mGn1d7wmGGCgYnHkRQZi030Z7GbM4siRXLyrPQ7ANg2SjEl+ZgOtf1kVsadzAjFLkWJN06fOB2X5xoynvgUk2/fIdJp5XJy7YYd09KqxA9eUWKRndslDh+hGGqW4rISSTgVcuKH0hSTB37SbjIkT8b+uNsW3+WHPOdyv5t0nzzKkMAMkNVIyI1S/wu6ydgmT2sh+YL87eQDIkU0MS1+wUuJT+gGJIFBa25F8vkpko21HvmyWtLn1VZknc4jGZOjR2UOPnta2ugFL5K5XnmMpI58af8MSRG2ArHDdovlfIBmTXzH/KLEh6R+g1RG7G+yKPd+vKE7jRUKhUKhUCgUCoVCoVAoFAqFQhFDF40VCoVCoVAoFAqFQqFQKBQKhUIRQxeNFQqFQqFQKBQKhUKhUCgUCoVCEeOiNY2DyGCu6fRFFruiTfexT90Vl2+9UXRGXvgk0aMZ9/s0jUnPzSNtR48020LSsyIpYRw++mhcXmySlsmIaMf5RdH98yZELyc/Js8NAJ0WaReRPk95XN6jXJTy2TOiS7y6tBiXS6RnmcuLxsmxJdEDSpdFrwkAzp4WvcTiGdE4mSnL+XnSCWNN1WFCFEWoN3paMqR/laJ2t/S7n/I3LAOAIW0r1jf2oo2/hXjYWINtjbRnWZcnnyINNNLCOt2naXx2Sf4d0T26JFLcqIm+zdl5sZUTJ0XL6dYbrovL1+/fHZd90iu0fXrgIM22hNQQvyqdsl4Hg3SJrkrYCH5PKz0iDV6PtNCbK9QmpMFrvWQ/8UmzKkN9KEO2ZbqixxWynm9Ix6RYC0yeo14XfdPZWTm30KfBZUnzyZKdddbknFxa/NncsmgifeEronVcyMozHbxO7Ie13toN8ScAkE+RDlxbdJ3CgHQPWW6rlbT3oUKvmULS/2X9P/5syrqiaZPU4co+8nBcbt3zibgc3E66dh6NP1Z0uzKkh9yCtG/xtLSpnyWNW9L5Mjap0xmSBmhpUsav9EnSRyZN2PR20rw9LsekyB5bc2JPPun3Rzfemrh3KyPP4tH4mAlIN5l8nk3KQg8NwihCre7aqUu66YfvlXratX9nXC4XJCYYL0i7A4Al81heJo1H0jGOOjK2FOlaB54m+RC2HZT4ibX2DQVDZ46KPR3/6onEc0yURSPuyU++LS5/7itH5PnmxW4KJdH88yhea5Oe6siY2FYuK3ZTKIgWGwDkrfzNkM7q1Jjkjfjy/V+Iyw/e/zUMIzw/hcKo0/Q9fVjiuQ7FI7mc2EdIAna2z25A+R4COi4/QnrAnpQz1B8j6v+ZDF2XxjgKKdBpyJi10knmAMiSluhETt7jmfuk7ZZKpMFOWtqWxplGVm7Y6dDNPXnP+hproCbnAnmqH/6dY0LWfh4mtLoRHjjt2qzbobGJ6jIxR6I6i0wy1s1QINwmB8yxr0d90EvkcpA4xKM4kzVo+XZ+KjF4Jl/KkqYxHZYmTWM7IT7pMI0hnzkkc7rVRRmzbp4UveyylT5xoE/YuUB5L/wWG7o4Y2spjvSG024sLKJefUbU1jx/Ym1fngfUFpK68QsLs3E5RyHDxB7yNymJFVNUx3xh1hsOSPM3m5FGKlGs44VJXWAvI89VLNL9fOn/aw1p04Byd3D/T1Ng123TM5F76/TNobs0JgeUlygkuwm7nBugz+aHCOtdlzWeDelfe+RH1khXfDFKdrYb9h2Iy1mKcyPKYeWT0yDpWJSKEhfkR6R9l+bPyu+U12GObPbICTkGAMq0xlNvSiNPbJNx6tbrJU/DxKTEU2sNulZEGs1W/JOh8dhL9/mLDE2WKB+On5Z6YxeT741f/pBqGp+zBtED51sIKAfU4txS33FSx/sPPDMu3/eVe+PyzE7Rn56YkHnOJK3Fcc6oVlfssjAmOtZdip1araSvaa1KH29RXJuhvDPLKxJHH3pY5tH7ZHkmYeuposRCZoXq4KzkUgOAgMb59or47sVA5tqjo1KeGLl61vt0p7FCoVAoFAqFQqFQKBQKhUKhUChi6KKxQqFQKBQKhUKhUCgUCoVCoVAoYly0PIXxs0iNOjp0Y4GoIBmhAyw2ZMt4oyOUxXJGtowDQGQD/kdc9ImS0urItu852mU+X2O6pNCXxrcJtbMeyTbvKch1/JyUAaBDdIJWXbait9bk/H3b5R4NkqE4S3QWQ7TylUWitxNFurmWpAf5RCOcXZXt/KdXhGqxb4roI0NK/Q2iCMtN14DFEaEaeCmSIonEHhJKE32sEGYjMp3GeAO+hRCtgqkUZ06fjMsTEyJrks8JjaLdknYcySYp4zPbhOpi6SHrDWm7AlG7Oy2xFZ8aco3oXAE9nyHa4LnUED5uo1+T/4hPHyJGngcg16O9GXp/lqfIElWsSFSiUSTpVN6KUGCz1B9zrFjQkPbxqN0zJD+AUO7RWZXnKBXkmHGypcMnRMoGAB49Lv9+6JGPxOWleaGYMy2s0b0/Lqcgv3dIDuMpN90Yl7/1W/5jXN5FPgsA2jl571Zd6qNTl2cqW/HjppmUtxgWGGOQ9p1f8cgOopCo3MSXS9E31OJSkiodnDgVl8vk32unpM46OaH0W8h4Z84I/a2wU3xep0xUboivyK+JH8gsJ+u+BaJQzou0TYZsJVgVm8guElWrSZIqeZEyWT4s1KlMXiiDpR37Evf2SXXAemJDbZJCCchXdaLhHKSiKEK91+87NBa1KU4p7hSfn4/EHpjKCgCeEbsr5qUC5xZkjG815Zzrn7I/Lh94unDg2kTHZop47ZT4i4c+9ZW4vLaSjC8KN9P4CrlfebvIZGXpulmSPuiS2yvtkpjpbJskuYgeWsgnpRZSRPkES+B05YaHvnYsLs8eSlJPhwXWWrS7rl8cPSbyFPuIwtsm6qxH/cMzyQHZEt08PyJ1niI5IksUxyzHCz61HQ30QSB9tpCRRm1H0l6RSU4JrC/HMeXbD0gCgCQzDpPcVoapmsTEbTUp/onkD7UGxcoAskRjz+RIvodigDRRfMNwOP1NN4wwu+TqJEvjFKv4GeI3Z4lGHiIZD0bURnaQrATVX4r+wPG0T/aUI5nAACSDQNIg7XSSqs/Ua4/o2yYUHzg/KmPNA6fFbh59+EF5PpIHy4Xic2/w5TkKzaTddEhaKmiLnaZJlsOn94j6YsShgbUIQxcPmIT/4LiCJE668s4BSSIBgKX+3KCYMNOWvh168nuK+lqa5l4++a0MyyileO5KsjPppL+pt0WOZInmviMFmc+blMRZmTRLH9BcakFioIDiHpD92b6+wzIbLHWRylCforll1BlOf1MujeCFL3wWAOBLX/xy/PvSksQS6bTU0wu+6blx+RnPe37iWqUiyVh0JY7s0ly2S5JqhvrtGMkIXH/whrjMUoFhSHOguvTz2pzEHgDg0ThlKOayJJeWJT+WofgmoucrlmWutGtGxu0ure942aSsRJue8czskbiczkjd5EmmNJ3J955zuPZsytrDxvIUni99eWlR1szm5xYSx41NSP/tdki6jMa1/QfENm45KHHwaFHsMk19/94H5R4nz9DcjWVP+/z85LTErI0mx9fSvjfdIjZw8qTE1x//+D1x+dnPfEZcLo+IlEazKTF4eTI5Bw+t+LZ0Sd7jFI2Dpx6WueV4TubjjzeGy2oVCoVCoVAoFAqFQqFQKBQKhUJxWaGLxgqFQqFQKBQKhUKhUCgUCoVCoYhx0fIUuXwBN912BwDgxGck23VxVLZR3/GcO+PyiE/ZpOtJyi1LE5i0bOMPKXtlaXpPXP7ifZLJvjgmlKVd+54Uly1RydMkOxER/aXTRy/h5+BMwvd/6UtxuUzUhBHKdF6grPOnzkgm2oDlNojWPFFOUjiXl4QisbQo5cOnhWazc7tklEz1SXwMC4yfQqpHAQmJ6tMlagKIXsblMEpS4DjDM8sWnEM7Wv+d5SyoHHQGZMQlavJYSdq62+27vk82wVlcSZ7CMH2GqE/ZPNk+PVRA1BXLZtonK5FM/Ey0zUGnDMh8ejWj0+ng+JEjAJLZUGur4kc4q/HJkyI3stRHJaqT1Mz0pMhHFAtCe/FTlOmdsgunMuKbvJTQm+okYdHiBqEM4sdOzSee4/AJoVfVO3Kt3Oh0XDYFaXjxLkCB6HKnjz4Ul0+dEr/ziU98Ki7fcoNIEQDANqKFNdeEklZfFd/YveWmuLy2ksx+OyzwjEE249rVUh9FRBICnBWZymvp5PfUtWc9NS6XU5Lxt1ETG+wSn9hkaWjtiD2lSaKgHnJ2Zbl3N5R7p70kpapJbc9/aVL2+saaPFOB7teic7OUuXqiJONsSGPgWr4vuzNlFc6TtABL6VAVojuEvgZwGedHis7fr83Pxb/P7Baa3P7rpU+N56X+jh06nLjWyUePxOXJbdLvMiQR0ZkRut6em3fIczD1tiWtbQKp5EOfl+zO9UWh5d301GSfv+XOW+Py6WMiBTFKmhQ33yF93itL2+dJ9is9Ise3OuI7ZhclnjFIyjf55BNDsudaTSifc2fF90TRcNpNp9PFseOOXjgzvTP+nftpfU3GiiK1bxQl6eJpihEC+ptPIbsPkk6pyXXTJHsRkYRagyi2IWU37xDVvNMXYNS6EsOM5ijOoZcqEfV2YkCbTqgAACAASURBVErG1MKk2HXDk/FvsS52ExItfmxS+hGQlKdgWa4U2dCgTO7DBYOw165MrU6xvATFdixb0f/2aY4b6a8e/Z4G1yWNJxx/jojdBNQueZI4yJJ82xqS9psiKR8ez5pkNzUaQ2aJwmys2GaJxpwdFGdNE703tMl5QUR9p011mIj/I3m/cIhNyNvg2X3qHwmJF2rT/bt3Js5ZXpB59Fcf/nxctqG0Bd+rmJe+XcpJLGEjOT5D7cDSJ822xCden85iOkdzwlDaeK0hY1YmJxTwNM3zU0SPT+flYUMK93IkeZnpk7Ppki9K2BRNwFiaIJVLjnPDgvGJUXz39zr5uhe8UGLZr3zlq3E5l5N6uvPrvj4ul8o8EwHCjsynWGbr5EmRqhgpStw0s0vksNIk2Tg1JfZXyEubLi6IVNXcrMRi4fbBnTaVEjvwSJ5gZVWeNT9O6y+0xpClPmJ9seXIk1i9GySlvxaWZWxbWKL3JlmpYknkVdI9uR7TJ0l19cP0/T8piWlZjo76T5baEwD8tLT77CzLjMjFlhel73/qM7J2SMMj7nyG2FVtVWLfFZIWzNO83tpkfQdkG4W8lJdWJU7qhLKeMzoh91uZkznx0lmJZ+worcHQ3GuC5vUAUCObOX1W1ivay9KHItJmnT8jtv94Q3caKxQKhUKhUCgUCoVCoVAoFAqFIoYuGisUCoVCoVAoFAqFQqFQKBQKhSLGRctTeH4KI6OOtrjvuhvj35uyox97DxyMy1NE6V8+fCRxrS5RmcJAaAN3PP/b5VrXPSsuH3iKnH/PvSIdMV4U+YZTZ2X7d8rKdvgsZfXt53atUdbY5UWhS00U5Rw+JSQa5dQ2keVoE6V9fknkJQxlky0VRe4ASFJrOkTDOnRc6KfbxoXucMNu2TY/TJhfWMQ7/+wvAACG6i9NtOhiSbb1HzwgtI7bbxOKLQCk6JOHpWsxZdGyXIDZmPI5PiGUykyWs+vK8RnKNj45nqSMc1bOFFFuMkSTAWWjbRENanlVaA7LK2IrtRWhPHQbQpfgDL8AMDkpVK0bDgolOU20VGZwGm/YKDHA2toaPvHvnwGQpG9GJFfSbErfPXLmVFzuf122mfFRoYsXiGqWpXPSlMk3RVQ/LyXt2WgJdSlF1+TM82cWk5SmLlFPRkpj9BexjQ5RmT2yxVZL3rVckvs9+5lPicv1lUU6Xqg+AHDsmNjcoUOH4nKTMg0fXRCbazYoG+0QwfM8FArOZwbUvt2Q+xNlWid6lSEpEgDIbxc65iplcZ5bkXY1RHfqNIimSVJHnWU5NyDaY5YyzK+SL8v1ZReHJ/9m+283WHKDKHlNsic6ZCQl9y7tFuknnxmbfdxXw9+YPf6d+dKUrd0OZ3ZxL+UjP+HG1wxlFPfIzxdz0u/yJDV1Hcm6AMCZY5IB+fSsxCQ7KAv0058q49qeGaENW/IRgSf29PD9Is81d0xoa9sPSAxyy51PTjxHaVKesdkUf1AuiY/Kbpdx0CMKYZd80uwjcr89NwrVtBlIn0r1c6YpU3mX9Evm58RPLy1I3eS9pHTX0MAYWOP6se9Jna3RuD5N40MmRQMNUWEBIE1+qbYmPiag/lVMiz2OlEk+i/x4LRS/0s6wHIaMWfmytHvYScoMrM5Lu3RXpI23l+U9/FDeI01xTpoozrkyZRW3Mv7kKe5LZ/vo3jR4s2QJx9HdtryH71/0dOZxhoHfy9jOXSeVnG3EJY4FTJ+UC6lNJKQnWJuBpZDSJLNVGJc2bZWkXcJRaUc7TxInbfHvYZi0mzrJGkQpobS3c2Kny13yp3mxj/37ZOzNB0IpT5EE00qHbKMhYyoApMjHBOS7Qoodjd1YxmOY4Hs+SgVXt3mSiClT3+T4sEQ+Ynw0OX+893OficvpIxTzkkEm5jme9PPRssgXpcinZUmiq9MmqYllsY3Qo6AESbkKCqdgA5G0CCKxQc/KO/k0buTo/UwoF/IaYkM++uITkvUwWalPgxwdROeEwxnf+CkP4+PObooFec+paRkHcvT+2bz0X89P7jP0jPiPkOqjS3KBjaa03Vpd2ivD8lvkk0by0o7tEfIXWbnOSk0o/QAwOib+IyL/2A4oRiZJpnZLbGhySs4tj9M4auUd0nnWYUj6urWWjJGBFV+0RnIdSyvyTrGsqRkuv2Pj+UZiQSEuhuSfDY09y7VkfT30qEh4zC/RHNcj6Rdab1lZk/Obq9KGDzy0QMdIHMD+vEttznN5AOiQwmue1m24iwd0fi4jdrLii4xcZKR/TE7visvZEfYbfW09Kr5xbEziw7GSXHeUYqZ0ITkffTyhO40VCoVCoVAoFAqFQqFQKBQKhUIRQxeNFQqFQqFQKBQKhUKhUCgUCoVCEeOi+VzG8+Bn3bbsU7MPxL8/7Zm3x+UC0Zp8ohOEQXKrdoqo9I8eFwrCc8cPyEEjkrmwVJAt7TmiPuUzRE+h7e0gGu+unbL9+6tEzQaATEa2k6/W5DkO7BH5jRtvFirp4qLQ7Iq0lfzUGcn4aYjyMjYu9I8VkiUAAJ9oH/kRovJRVuyHj8kz5TPDud5vowjNhqMqdYgmmyYph5rs1scI/R7ecnPiWi0r/AKPaHpZopazNEPIshVEhxmdEFov02SY69ch6rqf6aNREkWDCUsRURKOHH00Lp88K/axuCAUi2aTqX9EK2/Ke7bbSSre7j1CEd67R/pIIcNdmylmpu+Xqx+NVgdffNjV30heaGeWaELtQOpldFzoctkMU0SADkk7zK2J/fnU7iWiUAZEszREp/J9ua5JyfHZulBsOl2hVi4ucpZYgFuATa5DqZ5rdcriSlSnPdvEj0yOiyRPvS4dZ3FJaOSTY8k6eNZTnxSXT5wWv7xCqc0fPCF26XlJWs+wwBiDVK/N8iUZG9YaQvdOkV5JSFTMlElSDz3yNRGkbHyxwRTVE9dYtyO2mSd5pBRJTTB1Kk3XCYMktavTEjsIyNswfS4iujhTANMkd5AOSEqDqMuGrpnrTyvPFGSyWaYD8qhkMHxSOIAbA3I92nyaqc5diSMiomKy5A9nawaA658kchWf/7hQgB84If3utueJlEQ7TZJNK3KPSSvXrWE8Lj/pphvi8rYbxBekC8mM1XWSmNm2T+KLzKhcl6XFJiib9KEvisTG8WOzcfm5N4scTuSJL+1jzMN6EqN1Q/FRUVf6RUTUxoikGYYJQRBifsHJmZw9IeP9U28VG8jReBR0xL+PZEk2DUj0tTGmkhtp1wxRu9s0FpLZYAFE3x6R6+QL0lMnZiijfU38PgA0OtKutXn5W7pF0lBWDCcgn7a8Kucurcmzzq2ILe4ek1iK5eEAIKSYK00xF7N6M+RPvaHLRu/gQSSxUhSj+uxjEz6a0PfKCWk2Vg2isS2k0SlIiT2tkVTF2Zq0XS4tNtRI0xxrQuypvFdkdQBg34F9cXnHHpkz+RMSmzU++am43J6X+80eF/ryifvvictntovfWk2L7EKKZH8AYKwm43toxU455vfIr4dDRhNfRy6Xwy03Ot9SLIqPLRQoHiVJNT9DMg19M/+lFYlVLUl35EimaI3mJHOrUsejBWmX0qjcO0W+zrKsQYPkHm3S11uac0UhS8/wceRvSAoyBMVGJL/lp6Vucjn5vZhLjpEmorkmDWIBjfUhrSUEGM5xyhgP6bSbI9tI6jJPoUua/EKWJBvT2aTDaa3SHIWo/Nu2ST8vlng+LnXJPs2jGIrl9BokPbOyKjbqp5Nz8I2FfJJxBY8nNfIRhTF5vgyNw75P9zAU/0fJtZd0Xv5t6htLlqzUZb2nVB/pPU+w4bFXI2wYIeit23gkO+PT2odPfbdFaxaf/uSXE9cKrdT3yrK0dTeQcxYXl+kM8gmksffooxQ/kgF41G5tmtNm80mn1yV5pPoaSauQ/6utyj3KZbKN3FRcPj4rtlQsyRrdlCwrYXySJSgBPy3968nPeHZcTvQuVpe6ioao4Vx5VCgUCoVCoVAoFAqFQqFQKBQKxWWBLhorFAqFQqFQKBQKhUKhUCgUCoUixsXLUxgf6V4G8VaL6fOUrTDDGSOFTlTIJTMBZoniW0zJ9vN3/9GfxOWXfs9r5bp1oUtmspSBkzJWH7hOshieXZQs3a01ocDNTMsWcwBYpK3obUqteN3Bg3H5+oMiVbFy7xficp3oDqt1uQ5TWzhr+djYaOLeoZVt7aPjsg0+oGzWPtERT5wSiYNhwvjYOL77O/8zAKDdEGpLIc/ZamUvfp5kFvoY41glukoUcJZModOkiHNjiQLe7FK2TaIleUSxSFNm7xTTx9NJio7xNpa96BKnoEU0oEJZ6FLjlPU15EydvtTH8oJQek+cPJK498EDYps+cc7CBM1RnulqojlsFaG1WO1J2liiBo2MkDQNyUXs3nN9XObsqQAwd0Z8xzxJg2zfPh2Xs1Mi81FflmMiyuw8Oi6U3mxW6OItul2DMn/nyP8BQNgVf+ETHTvjC20lTXTCbk7KdzxD5CVu3Ce00FZHfNvhQ1Ifh7721cS9n3O70Mr37JHzj913VO5H0gRRODw0KobxgEyvDjM56RuRlTrOp4kubuQ9a6uUWhdASKm8c6MiD7K9QNRxot6xD2OZBp++0zK1K5Pa2lBsaTxheYrQZ1qy/O5ROcOiGXTvNo2b9DNSUdLhhkT8M+RTmNbJlGrfH85v0il42O672OVwQ8bskPpBty32EVKGbi+blHLZfeP+uHz6iPSv0/NSt9md4usXyGdMr8h1S6HEC+OUzfzgC18Ulyd2kvxVkzSeAKwZkcdphzLuZk6RLARRK9fyEsOkjbzTDU8XiajclNj+woLQLxvdZB0UyY9xrEcuLSEtsLYmsdAwYXW1hn/5yMcBADsnhKY9WpJ6midpqga95949Mv4AQJkyb/OYHVFfW1yVawWkbpGaEp++Z+fT5H4rEj+eOnRYzq3LoFWibPUAkKWs3as1eaaIZKJaROcMu3KtxbNig195SOQ6WgHFSMQrZZkX9wNJwxDNOCDJHp8pzkMqT2GMRa4XA6R4rDDS1hy22U38KrvsyLAsGZ1PkkyrJLkTdOWowo23xeWbv/HFcXlyl8RGXpFkEEaT8Q1HDEEo88CFrvjT6+4QWu7z9koce/9nPhuXf//uT8flT5H/LJXEH77gOpG/AABLUnDhAskiUn141KnCYQyKAaTTKeyYmemVSabFZ8q4OFlS5EC/8pRPc6ZOmySSjLRdmejdazSGRCQx4aXkJmcXRSItOyIxl5cV+njQSsaWGZLfMWT/UUjjEUlPWOr/dZLuCyjWSdPL5qxcM5PqlxmUc9iTsMxgaEnaBcm5xbDAQKQE8jzvpvrudqRNfQrq/L4wNSS/nM+RdE1eYpGxcRkrPJqnRST1wQ5qZVnGjbM0Xi4tSYyRzSXHqfIoSXqSzCPP51k0rtsRG1pdlrlYh/whS4CyBFtfWIw8zUNBY1hIc/5WR+5x+uwx9wzd5BzjakbQ7WLppJMmK0yL9Eh+lNZOyI8GbYk1Du5PxjZBJDbwwIMSly7On4jL935O5ukzO0SCLZ8TW+oG1BDkB3ySpo2ov6/Vk07PkhxGl+KWbE6er1ETmxsjCdrciPSbpdPi59aWJKZ73vNvictT25JjNsumcJyTeMKrdFgazlmdQqFQKBQKhUKhUCgUCoVCoVAoLgt00VihUCgUCoVCoVAoFAqFQqFQKBQxLlqeAsbA+I4S0yDJhxZJDqQpQ2BtgbZj+0JjAIA0JFPijjGhEDz8wMNx+dSJR+SEhshNHD1xJC4/feaOuLxrn2QS33lWqOT1R4TiNJFNZjQsjYlcxSGi7+3YKVIXyySJ0CWq8Owc0dg50zHxORokT2G8ZOZVpsMUiPaFSKgAGUOZSufPYChhLaKuq7cEVZsOKWbk/fOU4bbZWgWjQVSSI48eicuZjFAH9lIW58PHxW7+6f9+JC53PaF25Yg6NUL3LpDMxWg5ScXj7OZPf7rQ+rZNiWzB9bvFhjyiQTFFvdMSSkeKpCaa00L12bkjabM7d+2Iy0wVajRIDoMpSPHthofKaTwf6ayjAG2bFuptjuhD80RtqdeJ3hwl37NF2ZZHt4mP2EUyH6VRabfylFBrFhaFqhISTZjMEM2m+MJGg2lP0nd7Z8WlDEmw5LJi+2kr9Jlpsrlt41LOpT36XfxcOSM2vXDsWOLORw8dicszE+LzVmY/I/eekNSvnX5O2pDAAEj1/KxP2Y9zvtTN8lmiR62djstzp8WeAGC8JH74ybeKvEeapJbaxCfqkpSBRxRs9nmcMZppdCYhJ5PkKIWGpSfItjl9MPi6xFtPXFeuk6Jz2TclzgWQZukU7laJzMVyfthPNx8SRGEY08zqNenPVDVYWaJs8+R3p/eITwEAj8aNJz/nqXH5KS2R0PF98QXNeaFmbiea3UhIdbkkfuXMoxIX+b6MMWUvGWP5oTxHu0uSJUsy5mRScs78KfF1B4syvrUhz9SqSTyTIimn1brEQgDQtvJ+M2Nyj4ieI0U+cOd28T1f+6rEa1c7mp0QXz7m3n3Xvr3x7+MUH/iR1Hfh+gNxuUySVQBQW5X6b1NcwBng51tikPmcnD82JjZYLMpY0Vg4EpdTvrTdvV/4YlxeWEjKnu3fJeNDO5T7pWhMKBfk3jWSKVlqksQRxE9GZA9nqH+N5ZLjTJ63tBDNFDTuhxSD83WHCZ4Fsj0/b8lnslyHIQkQj8aQ/pE5YJkiii0j8vcNyi5fuF7k9qZuE/+U3X9dXD6bEimILz8k4+LZWbGV5lJSDqe2JnO6xSWRDVgi6b7bn/OsuPx1P/2CuFx8njz3Pc95Tlz+27s+GJfnV2Wsni5JfAwAd+4TOnNjVXylR5JgKRLQCIZUnsLAwO+NtyyBZSguYHm2LslZBX1D88yMyI7c70lfDcjHTE2JX94xTTT+oowJRZq7sgxSk6TT0iSfYU1fjJERfxWSBFQQsEYPydMY9gViWxFR/0sjYr/RMs2hu+JXASCbJh9Mt2Mf06Rgf62ZnMMPDYyF8ZxdsNSCT7IfAck9dki2JujTNQlpPjU1KfbR6ki7rK1JrJTK0ByVfIGhPsjyKpmM+KpiSWxjpJScB8/slHnwGZIgLBbEHj0as1iKByA5ULKzkKWTSJ7STyflVUtF8T/lsswnVmu0JkRSHEFvbmCvVv2BDRCFIVZ7Pt7QuohPQXGzJTHF6aMiC1TOJ/U8Ipp/FQoki9OVeXu3Ru2wTfoyu62xMfFZa3Wp99qKjA0sAxH11bdH/jBP87ixIvm/UKQnZk+JzGN5nCVGpT4mt8t4OjJCc6EwGZuYIZXSAnSnsUKhUCgUCoVCoVAoFAqFQqFQKAi6aKxQKBQKhUKhUCgUCoVCoVAoFIoYF887togpsT5Rn3ZMCY2X6f3/dt+huDweJLer3zDB8gCynTyTku3uc2ePxOWoLRS4vUTx8+l+I2WhmE9tl23sC4tCUVpZFXoEAHBCw+lpoaWnSGaj1RE6RoeoGU2iECYyPVO5laDbJNfrJ4kGb4iykzFSB1kj9wttkn46LFhaWcX7//HDAICIMlZ6kLopZuTdSkTL33+DtCMAbJsUisDkDqGDTlBd5oj+sPyAUF2//MDxuNwkagyxUJAiOkOZrnNwr0heAMBz7niGPEdBqKgFosMwk7xDNhSEYjeNFaH0dYnOkKdM6mNjyayxs2dm4/L8vFA08pT1fPuM1MdIL4tx2J8C9iqG76cw3pOO8alO222Se6HvX4sLUo+rRE8EAJ/6sh9JYx89KfVYXhUK2yhl5fUp82+7RZQZ6pfZNLnUgthx3sp9gWSWaZD/LOTlnDTRbXdPSruPZOS566vyrgHJYVCicBwg6Q0AeOBByS5+4403yR9IUuHUKaEX5caT9M9hwjoNKEWyCRFJQdRqQomamxNa2/KSvD8APHTf3XH5wS9JRveDByVz+/6Dki13fEqkQpIZlSlbOFGOmazEGc/7ZWRS5KCY4hRRf05k5qXzfTqXiVosgdEvh8GwRNNkSm9CGIP6Ao+VQwXPg/n/2XvTJ8my87zvvVvua+1LV3f1PjsGMxwMMARGA4CCIJKSw5TCEm2Hw45wOOwIf3GE/V84HP7mD7YphRW0KZriGqJEkAAJDIABMPvSPb1NL9XVtVdl5X7zrv5Q2fd5TqJHJEcBTafjfb7MqezMu5zlPe+5c5/fGcfJ5TW0o0/xhm2ZjBVq7cDOJiKysL6WlZuzGEflI4pjhE1aJXtuaJOV1kIsWFmh7xDiIbwPu/h+aLZjQv2/SjiBchHWXZesoLaNci1PGKBD2NCDuyinM4iNpZy5K73DnAEPuc2I7J/rT8AOf+405vlpwlO4riOLsyfzRZ52kt8l5AhjXSoN1P0oMO2LKaNgiqjPVhdtPCJkw9IcsE05F3N/+wHQRMERbJuNIvrDExeASnl/4jpml9EWHBtGAfq8V8G9DvcPsnKHcGwB2X6NuECxuBSZ8SLvPhqzM6Lf8w7qHN+mSZZY4o4BbQEvC+h2LMLTOLxT/MR7P8cUfz2K/aFFeLUngVcKz6Dtf7aPfnp8F6iqhHBvH32CddwGoXFKqWnVn28iD94+RF46stCXX33t72Tlfh/5VLEMJMqr/+AfZeUfX7mSle/ex3Vc2UQuLyKSp5hm5VGuUvxuWtOPp0hSkdHD/k/1z7lfTGOK7dmTVu2FGazbz65hTX37zvWs7FKHXDhNdRxjbKY0zptV9IF9WndblGe6ltl/bZcQAgnjtBBj4hSxJyHMCDu+Y8JT2BXKv4ood3rm+r9EWI5hiO/1fMTEbh9z8mBg/n5aZFmWuGOsnU9xnBE2CeEpOOfcv2/mxXEf31umfnNvB2N+exu/6Q04xqOOV1YwfwkhMELKkZfpOc7sPFAYIiIB4f4KNbRjqYpcp0/oQKI/ynKOkGKU41oJ4gUv4D3bXMvVyhg7K0uEMhlSP/cI8zJGAnqumSc9zkpSEX88tqNtYDeiPvrPzj7afH8TucbxkYkusvOIC7Ygn3nhi0ARhSnmgCIh3gKfEEPUL2eaQBKFI2qDAfKRQs5st0Yd7dYgTOPMPD7vdTDHhQHWh5GPewpHiE07O8A3vf8BobcaJtK0Wcf5Vk+hX+cIj8oIwcdJ+qaxSqVSqVQqlUqlUqlUKpVKpVKpMulDY5VKpVKpVCqVSqVSqVQqlUqlUmX6zHgKyxLxxq+H12m3wUYVZYusuJ0U9uqDlmm5naviMso5WF1iG5aDu1t3s/JiE9aYM2QPJheJ/Oztj7Pyg23gLKoVYCs8D6+9i4hcubVBf9HOw1Rma1yPrCqNGVhPI7IybNMOw+UqWUEd0x5UKuEV9xy/Rh/CChD3cR+LC3jFf5o0GAzlzXc/EhGRoodX8Ucj7LCao92xX/7yS1n53gPThnYIB4Q88/TT+D3ZGQaEBPEIX/LCC89lZX9IO8gTXuDiOdhtnn4SNv6VOXPn1lqJdgYnbMF9sirvtdB22wf4vN+DheH4GKgB3tnXo53lc3mzz8ZkBwvJMl1qoH88I6ib+ngn9zCaHuu4ZVkZVmIwRP065MNzXNRLHNPu4q65K31Cdqcc2WTm5rD7boXiWYH6Up3q3qW+m5IvLiVrFe9AXK+Z12HbZBWMcU9uinIyghWnnqdzROgbMeFNgoh3ssVxShR3RETu7SCmXP3kO1l5NEI8C330j9SZTtsvi63LhQLa8YnLT2TlC0+uZuVBF1YkEZEr77yTld99C9bd138A+/zHVz/KypeefD4rX7wMbEWjidiRo3HtOJ+GpJi0KPG/0din3ZnZWshKyOIc0xzFVtW/6Z6+vNt1Sjso2zbbS6fT9ms7thTGGKDcAeaMItkec2SjdQmZ09oy+83CMqyPsYPajToYt2ELNte9+NHzVa2CPlugDedLtKO4T9bP0YCslSKSErKk1wOSpUcIMMelAzuUj8wiZ1qrI89JElzrreuw5TUXgUMSERmRNbPH8ZvSz2Ie5YBi4DSpWizIq8+d5AnVEvLdt9+7lpWfugS01WJAaJHQtPf7VE/5Is1HFcxZS9T2M2SvDAn71dlCThv3Yamsz6KN5haBUJlbIayOiFTrOHenwzka5r/DXeQzloP51ctTHkuInjLhLGwL9/3QMv1QlSr6/HCI7wWE4mH7vTelmAGxRKxxPLHIksqYopQs/QnlPcmEvX8Y0L9RLPbOAf9yRPnAlQ8+zMrHLcSFGcIrRTP4fkxj3qE8fUCYJxERKdI6q46x8OQzX8zKL38TeAqf+r/bwz089wIsy1//lV/Nyv/y//6/snI6gUF6/xbWflWKafMOrS1pbVqUR8+Xj7uSJJbO4GT9wPMxI0u4d9AQFG9irBVraKOvvPxyVq7SHHRwCITbh28DcVaZQSw4tYb45BWoz8aYZ3J0bncCZWTTXGGsg33cXzyicZ6g7SzOYyj36BGWIJdDX26HJrpuGNN6NERf6XaRFzOiip9vTJcssca4n5SesTDew6I1VC5BXQy2sUYVERm2ULeXLn4hK8/M4ff1Bg7cJQxNSrFrpgkkQLeDYw42ge462EV5acGcp1LmPjmEnonQds0ZxCTLIdRagGvKUY7mEvqE15RpMjF2CKcZl3COUgHlMo2v0hgPZjufnQ77H1yEo83lMC/3umirrftYC4VUp0HfnBvSEXLfC1hyyTDBGvnmPZwjT8/KhvSsptsldI6DuDP0kacwRmvom3Gej7VNfUuu0doowrWHAaNwEKfyeRx3dwv18WAD32k2zFjhCB5ePf8CruOlLz8pj9bfdGX2i5e+aaxSqVQqlUqlUqlUKpVKpVKpVKpM+tBYpVKpVCqVSqVSqVQqlUqlUqlUmf693o93xn6GpQVYMF3GOtCu4sunYPV/i1ATIiLHFnbCTB283l2fg2WpXoNFwivgVfR1wlNUaDfEf/Zb/yIrD+g6OkPs8Dgg24qICJEJZKmJ8/lHeO2+n+dr4ZcPLgAAIABJREFUguXg2vWbWXmX7HqdLiwwjQZOUCubdnUnxSvuXoDrcgbYeXS+THb3wuPzuvrfRmEQyP7YxjBDdpFTp2CXfOo57ITpkS3/yns/M461SDbzCtkc9w7w6n+5BjvSbA3f/4fffjUr22STqdfx/blZ9KejI1j679xDW4uItI9hh+i0YWfodmA7Pu6jTY86sIlGZCX1aGf5XB5lmyyf9ZrZ7o0G7O5NQpbkGXdSRLk33tE8mSIrp+t6Mjt/EmOSELaiShF1lMSwIXk22nlhgXblFRGL7Iq5AtnNCT1RKBA2wCVbEvm3LIe9XLSbOfWlQR9j357YCTVPwSYlVMWgjX724C762RHZrxpF/HZxFu1fKKCdeYf61DV3jXVLsDXvk/1rbRlxuErW6c5oWm14qSRjK7PNVl8b92aTZ9Mh+2pjFpZtEZGvvob4dOEC5rIffv+vsvKdO4jV/XdpzunA0vfsc7Dwra3hHIw4iCPEsjgx+01ClsiUd0Cn8WxZXMZXLBt90+J5mg5j03fSiRhhXAvjKYxjPRqBMU1KkkT6/ZPYHQWIz0R/kShh6yLqwiVUkYjIoIP5oFDHnO/WEKtfeQ027Z8SBuVHb6H87KVLWXmxid92Dwlh08DcdWoRuB0RkSHFosNj5ECMQRCyAe4eArNRqsK2e+YCME0WIWzOUt+4ewQkl4iIW0MM7hM2585N7Ex95zoQDivrX5VpVM515OzYyr+9hxxwOCJ0jKAuOSblPDNGDwTz2eER0FaVGcT7cgX5p0eW0Tztyt48jZ25D3dxPo/wGW4Rn7sTeWkYob3qtBM9x4l+AedbXoXftD2kHe0Z4UVzU+DD7l1smhil1VVce5tyqY0Hu/IoWY+RhfNvo9SyJHk4D9FUa1P8ZLRAYGGsBRVzV/aZRYxP38f3jhcQD96+jfUMY3ZmZnCsuTmUN2O0Y0Doo0oN37HLJjZt/gzmyG+8CMTcN7/96/jOKlAtAe1471J/8kdo9xxhLp59GvPozq0rxrkPh4h1/SZwOs8++0s49wD5eOtDc10xLUollXiMfeC806Iy5xUFQk3kaX0hIhISmqzeQB759W9+LStfu3Y1K+//EHlq2EV8q+WxZopjrIsswiNReJJC0Zwvc1XMbZTqC9O7hoRIIfe5WPQlm3KjPq3znQpi2MiiH4vIsIeYLRH6M2OUGkVcvOeYMXuqNA4ojCnk+MmYIZtwDGXHnB+Ou8ht7RR9qjmDfHlIOUaxQuujIWL/wcFBVnYc1PHaacSITh55RevQxIDNnwaeqVHC7zstXN/6CuUhFFeO9nHuu7fQb85dRAzzaA1tuWZeHCXoR8cd5FaVGn5TpdxPpmfpncm2RUrjZzGNEvrJxk2sed55+62sPBKMxUtL5hr8wlPIZXP0zOP3/gy/bx+jb7Q7OMfuFvLEQR/xxSb8YJUQXtyXothEgHFsjEJGhQVUxue8lipTnHJpDu0T1nDrAeJDo0EcDhGp5NEf/AGwq+fOI+eZX8Q5kklK4ecofdNYpVKpVCqVSqVSqVQqlUqlUqlUmfShsUqlUqlUKpVKpVKpVCqVSqVSqTJ9ZjyFbdvZ7qa1JvAUUYxD5skWfens6az81tt47VpEpONdyMqJBTvn4ipeXb/68RtZ+ZW/819l5Td+jJ3s+/S6ehjAcrC3g9e/+Tl5LzSfmbu0i27Ths1gtYjjtvdhGY8c4BUWF1COaafjIVkw/CEsEf0JO2KUwFIV+tiJfMGDbWiFdp0e0a6g06TQH8qDGyd2sk4Nr+j/g2/9d1n529/+Zlb+i+99JysvNMx+s0AWy6IL70CB7HuLdVjoqlQulGA/isgvwpiCKMZxdq7DIrGxZ9ojg5DsyQVcU7UKa9wCoQPC4NG7NXs59HeH7EFcrlbNOqjV2IqBOuj10dd2dzEWfP/k8+BTruFxlG07UhojFUKyNxfJEtmowQ6VRNQeE7szF8m6ktIOqLyTbZKyzY1iBBVTLgvtxEvjMorRBp1DtIGIGXg9wlP02rDIbW8BHbFI1tFGGVasAWEkEkJpRHSGNDb9UKungEW4fBG7qj//FMo3biNmvvshdiOfLllijS3gtoX6sF3YyTyy5MfUHywx/UC2h3508dJzWTmJUOfb2/8qK7cO0HY3R8DR7D7Ajr/nLz6RlZ98GsdcILSAO4EWiUJcB1sL4xTWK+7Xlv0plm3CpXyarTud/Jzs9HzYlPkW5OGybdMCOy1KkkSC4ck4LpcwR4WUHyQF1F+R5rFSGYgXETMXSMge94AwNBdLiElfevaFrPz2O7BdDwgRUyzCxl/IUZtQo2xtmXMU25HPrK9n5TTBbzzauX6tB0vvNh3r1sewKF96+otZ+fzM01n56Kdk8xWRoxbiYEi2xcM2xkW9iZh27vx5mUY5IlIZo2GWaZ7eTZEDDgaUDxI2LY7NeBOF6CtHLdSTQ31tlvpmgVBLXcJZ5MhC7dj4TjBEf8o30K9TwkWIiKSUJ8SEpGGU1gIhABKyMndp1/SBj3lx5xCW4SJhl0plE6lSIPxYrYH+sbmP++O6mauac/3UKBVJH6IoaDyadCCMm5AwA0eNJn9JZi4C7TagPOjWIa2rnsJcs3EX81FMbZFayLMG1AeeefbZrPztb387K188t25cB6NFZghfmFASdXCEthOKPVGAvvLb//yfZeXXfx/z63MLsI77kbmOa5Gl+KmncL1f/ZW/n5XdXcS0H135gH5t9v/HWZaIPHRlF2ntUMihfxSIBeF6jMAykWOtFuajvT2sdZ56Elby1XW046+X/25WPjrCWrlawblTCzHwqIV8Mk3QvuGEZTwNERNTC9eesKff5n5KuQ7hxWxCkPkU64IY/douTrwzR5fScAklFdD3CCfYJ+TTNMmyLHHGlnrGFHbahBPxCXFCKKJ6CfgREZGtBOPo8BDjuXGesBJdtOnREdZBRUIoOoQX6BHSs0r4ncoq5od3fva6eU8uzre8uohr2kRf3t64i+MSCulwB0iBN/4KzxsuU99/5bWvZ+WlNRO3MCRMV+sIuU+B1qeFPOowGOOZrCniVCRxIv32Sbu0toH/7HYxlndbKMcJxkm4iPYQEcnRc4p7m6j7vQNCwUVAkczWUHfzF5/HcUoY79vbNJfQ2sT3Edc+uWViiIYD5KU2XVNMOKblZeCekhSx4/rHQGkwYiOKMH+srSE/blRM3KFVQp8ZUc51uI95emEJfT9NzTj5eUrfNFapVCqVSqVSqVQqlUqlUqlUKlUmfWisUqlUKpVKpVKpVCqVSqVSqVSqTPrQWKVSqVQqlUqlUqlUKpVKpVKpVJn+vZjG5coJv7U5B95YROxI3waTqEBsmkYDPBkRkY374Jp89SWw8fweuESlKhgn2w/A/L114wbOzbwiIHKk3wHvpDoLLk67DaaJiEi9AgbN5UtgYb35/rWs/M7Hd3CtX//VrOzlwOe5fQvc4+MOzsE8L39o8pDOLIL/VCzjWDPEMk1dcFCiYHp4OKwkScQfnPASn/0C6vgb3/xGVp5tgJv0yy+/mpVt27znKnGhaxWwhJ0c2tHNgeOX0u8TQV9pE8+rRgzRhDhy5y4/k5UXToF1JCJy1AILqtpoZOWQWLIWQXA96pxJQuwtYtv0iJeVJuDZ9AZmv7lPfCFmZofEToyJG1Yqn9xfNME0e5yVpIn0x2zwapEZzog1e/tow04bzERmLIqIXLgERlFjBnHL8ZhnS3w9Yk0GAdhcgwDMT3+Eeo8C4oIRGykd4bciImVi0DUaYEIWc2Ciuhb6T4N45vUqygEdd0D3Goxwbtsy27pJbO8SsbY279/LyoT6lacvg5M4bbLHjF2HWLsO1WuO+FcJTxqJGWtSYSYZ6vbU2npWXidW7Ju7GJcRsSX399A394l7/PHH4CqePQvG//nzZt0vLq5m5WqV5lEL/ckPMN5jmic84nunKcfClD7HIVPL5Kya4tiGSmQKsvMprOTHXZaIOOP7K1XANqzNojxKMO5yOeJ0bqLdRUTKcxjbnS38W4HG/0+uIr/45S+8lJX/49/4jay8ee9uVo6p/xWYcU/VXa2YqR0z5raII5ej+TGJ8B23iOtbPIWY1D5E3DvYoTyMeIjLS+vGuTd3cO1pBX3wzBPgEN65cjsr72ya/PdpkSUi3jhuNIvEFS0iJ5ipoZzSuPFyJru83kD939tBv2n3Uf+Xa4jjVz/4MCsfbCNXfpq46baH7/datOfHDbCzrQmGeqWE6+3TuTmn6NIcdHML575zdyMrbx+hfwyJ12yXKN9KJuINxaI81U+N1hsbe7iPXN/M56dJD7nytoVYElIwDinXaeURhz4cmntT9D7CeqjUBO+4NgsebYfq6d42YkFKIaNwhHmq30K7/4//0z/Kyv/kN38zKweheR0pzXmDHnLtEfUVl9rXpbnmT//VH2TlN377d7Ny8QDs3GEPF7uyiDgiIrJyClz4l78GFunCAtZ+uTLGQr5OHHq678ddtmNLtXyy7slR//BslJlHmyPmb7FqrsHrtF/MYASu5uwS6uaJOax7rr33UVZemsN3rt8AI3v9LNivORftu93+JCsnlpln+ZRjc05uRAbK0zyavyLCfiYJ5bw2+l8Q034WBYyjkwPguAVii4fEPj3aRXw77hJHdZpkiVjjfXJc2uug00W7x33UeEqs84UK5gMRkfOXn8rK3T6YtkXKUWZmkQNVa+h3xSLabn8fcdwSMOtt6r9hgDa1Jp4FPNjA2mV1Ec8POL+PRri+uTr22BoeYz3VLKNPfPw+5sUucZmfeO5J49zFEnIaZmYvriLmerR+eLjPimVNT35sO45UZk7qtUfPump13ENzDs+98oK2qtDzLBGROxvIG3/nj/8wK8fWelZeWED7LM2jrQu0J9HyGtZJzRnkSPk8zrf1APNh3sa8ICIyN4u+XGtSbkTj/fnnkY+ntKfJT3/6Izof4i330VoVewStroLBLyKSLyLW1Cgn3t1BfLlwGSxo3tfq89bjcyUqlUqlUqlUKpVKpVKpVCqVSqX63KUPjVUqlUqlUqlUKpVKpVKpVCqVSpXpM+Mp0jSRJDp5jbs+g1f6+0N4RAZkz+fXq0+vnTKOdeMKXmtvD2CLqJTxivraeXz/3g1YER5sweL7la98CecmG391BZbemRW8Jr5xBFuoiMhwhHPnyrBU1ObXsvIXq7j2fbLE3733XlbuD2BROG7jOhbmYeOpp7huEZEzFVgqFmpkv7FgDQtC2CvKU2RtYOULJTlz4XkREfmn/8V/nX0+iGGTuX5rNysnZLsu1Ew7UUj2zqNj9ibBXhDHqDMip0gisJt0O7DlOLtk492DVWBEdv/EN+3+5RLQGLdvwnpxZwP2TMvFfczMoa0ZL9Buw+50eAC7TkpWUNs2LZwW/V0mu0+jgGsqFGDtHPaG42P+u6znj5csy5K8d1J/hwdok0/IYhuT7axBtszlZVg8REQCsmCHARAeSYo67gww5oaE/Igjss6RPSrnIbYxdqJQRnsUPTPU+hSfEjLflckOz0iFnIOYwLHUo/P5hByxHMZtmG0dhohPm4ewgg366H8u2ZSXls14PS2yLBFnbHt1GLXAaBaLbLVkB05lcnxYj/xeoQAUTrUKi5Nl0/epHRkLYaW4jm4L/frdA1iGr7z/pnEVM7Po20tLmJeWltfpmmABnCUc0/wi7HKWg2vivh8RCidKzTqI2T7Ot0dYFI4r6aTdfEpk27aUxrE0isl+Rzgbm+YDn+LIHqGzRESa5KKMQswzxeWFrHzkoc5//P67WfnXvvGtrJz6mMc2PrmVlfNFQmYEGNcrS7hWEdNCd9xF7CmQ7Z9xOrscWwlhUyyjvw/7QA6EhOj5/rvI50RE7g5w3xXCLtRnER/XnkBfnls0Y/a0yLYsKY3RWDGxFVpt3L9lY+7PU7wIYvP9jchn/BHa5f4t9K9nn3o+K/daiN1zNVg4ZwiPsnn7flZ+5/33s3J9Ed853DPRIIvzyJ0PemjjDbITt/vo/w8eII4NB5gvCyW0NdvLG4QJsNhfLiK1OnIYIYxFk+zwQfwxroP6/9RpvFbikBvSnJUQ1mT5S1/Jyh/uYg0iItLdxpgMjqk+chjzn9xAnQVdtF1K+ILZOuYZr0lorDriyvYO+tzRhFV/OMRxeeplNFaFYgnPqUtL6HPPPYM+PjhCrrJwDtimuUtAsIiI1ObRn9nV2+1hHDZLOHdC+aKAPvjYyxZb8s7JfRTzjOrD+J9toi44j+O5TESkVEbbzy3i367dAvZmaRVz1uwC+mPBxTj96OOrWZmW/wZy0RlgLgomcgSGDqSUl/By16WcNyGimBASJQgRqyzKz8MEYyLHvxWRYQcxd58wTMER+vKQEAdGjjdVssQaYx/ylL9yjB5QvuERGs/KUUwWkTlarxwTsuu4i7E6R32tShjJQhHHLRMWokQIwm4X7dCnQLKwihghIrJxCzGNLf4eISxdWoMHQxw3HaFPXFwHUmC2gZi2e4DyvWtAaYmINAghOgoJC+njuBUP9VxrjvPzKSKM2q4jxTHCYUg5/jFjjAjrELsYG4Wy2WfubD7IyldvAh+xugJMw+nTwIEOQ+Qadz5Gfnz1JvJMjnOnTiHOJZS//9qv/5pxHfNLiGHHhKq1aNJgBGBEzxi+9fdwLMtCIIljtH+9RnlVC+NBROTmLTzD3NxEnNvfRV969nk89Jydx+eft/RNY5VKpVKpVCqVSqVSqVQqlUqlUmXSh8YqlUqlUqlUKpVKpVKpVCqVSqXK9JnxFEkUSvfwZMfCIlkARvRKvpXg8Bbtkjo3A4ueiMgNG6/77x3BNnDo4DX4egXW2ieewSvjt2mHZtqUWY47eN384kVYmS6exSvf97ZNS9WVK7DiHB7AOpGj3YqbZP3ZvAK8xfYBbGGWjdfsnQLv9gjrw5kJZ8vpKqwhBRu25ZFPFrUE9oowMhEJ06Lm7Iz84//sPz0pL8FG8P5HsF0GtPMq25diMf1EKdmiHfJLW+T7iNkuTZ/bxv8uoV2qI3z/4BCYjCiCXWeCECENsg4GtPvvEVmchHABBwewMIwIORKRpS8mq6WTwzgqFdC3RETyZKVwaPffwOfdrDEwMnvxFDmr4iiS49aJDXPrAbAuZbK8PfHUs1l5Zg42uhLbYkXEJ1tSq4XduMMQ7TZIUfclsjHWa4hzZbIDFsku55KPLia7dxSZ1tmQgpVP492ihrFttr1QH+Vdxx30hzRB//FHKB/um5bjg0P83aUdk1vHsBoxciVfNeP11ChNxUof4inoY7K5WWyBJIusTOJ/6G8vhzofkuV1Zwc7+G5todym3ZU9h3fNRR2XySZYcvH9ODYt2w+2ESdv3sW8ORx+NytHMc4xN48dzJ99FjtdX7wAHMD8PMZLjezH+aJpiUqF7MQUlw1XuYV4FExTkCHZjiPFsY06TlGXto1xvnUPPuagTKgP17znXdop+tQ6sAsBxfoZsv1efQOYq/IPXs/KX3wGOYw/hNU8V0JuMreEXCMYmLkNz0ucfyXUr7e2gEWJA5ogA3wn4vhGKJNiHn32/h7mTRERexY4gaMDirnHsOy9+OpXs/LS3HTiKSzLEnecWLQHmNePjoAQmPMxvozxUSKLvEh2HBGROlkv//hPvp+VL67Dln9+HTuJx4QNaR+jvltH+1m5UcH5Xn3l72bl+7dgFxURuXYNf2+RRffmHtouoLwsIszYchN5UbGC2LHVxjWVyLbrTfh1KVRKYwVxrB0hH2LK1jFZqqdKaSoSj3MACqaDWcSFl//Jf56VCy++nJX/8v/9feNQvU/QxgmtEbwixmevjXk+7KGv5EuIH6UixxXk6U4ec9buIY7To7xKxGyXZg3rtRFdU2cX8aZCudwXX/t6Vs7Rbze3YWv2GnTM1Iy5dsgoOawDE8rH7u8gLu8OMYdPk/L5glw4f1lERBYp552fQ4ypUf25LsYar9NFzLH2/PO/lJVvbcACfvXWdRyXnhyUG4jv3M82d5CrL68iD3cJleQT0uBEiAEJzS824cJcB793KE46Lq37CEPhuOhzYYBjjgaYg0VEBrResw/wPS+k5xi0trfcKeILsCzJFsCOi3ubmUVekEuRY1QaiOOpYN0jIpISEqRBa4adDmL83i7GbSGP/pgvoE94hMMrUSzgth6OcE2r68CMiogkESHCCLG0dmYd56Zc6YDQkx1CB9QJxVHMYbw0a4gxjRLqQ0Sk7OB78RAxZucO1gC9Q8TZ9csnz4ECf7LvP95Kx3HWoz7jeTz3oy88OEL77xyiLCKyT5ihSgX4PF5/bT1A3HHpHO0WxvVwhPjywKF10bVPsvLa2pmsnC+Z65l33sb66c7du1m5RDiNeh1xdUhzXETPbYTwFBHhL7/85Rez8v0NMyd+6423snKtjv7kjuO5iEi/h3udW3h81lL6prFKpVKpVCqVSqVSqVQqlUqlUqky6UNjlUqlUqlUKpVKpVKpVCqVSqVSZfrMeIrRaCS3b5283n364pPZ5wUbr1QnAV7hdnmXTiqLiFSrsA1UaniF/Ikn8Kr2X3znT7PyoA1bU2kWVsZbm7AcrJ06nZXPXn4hK+fJ6n/uNL4jInJMr81f/Rivxye0y/0mvR7fGZLFPIa9onMMS9QC7XB/7xCfz6yZFodDsrsLWWuOyc6VurBzjH7O1jMdGgwG8u57J6/mf/AhrLiW4N4c2sXZJfSJ45r9RgTfc8hf5ebw/0K4r3kevp+j+rZzdO4U36nlYOG0CVESOqZl3I/RRuTWkVwJVpeQdhIfkH00iPC5RbY65mcEZPuI++hDIiL9Ln5for49X8f1uoRYeEhSmHTfP85yXU9m5k/GeZNseC63ObVztwcbU4/slyIi+TwhXkKKVWQrWVmE3S5POBDHRjukCdq8T7ZYvwOr4zHhLw7JGixiWl2efBJxziMrGDeRQzs1+xQTRn2cb3PnflbeP8D5gold5Qd9nLt9DMtxjqxgXIff/d73ZCpliYh1UldJQm0XYexHtF090W7EckwMTEo4Boesku+/83ZW7rVQ57NVjP372/i8RrvH5yieJ4S/qVXQ1o5nInlyLo7rkVXYsQnr1IJt+O6dK1n5uIX+8c5bFAvJhrdGCKWVZXN+XF7BXLayiH8rk9XdKqISLdu0Mk6LbNuW4tim2PUR6+9cv5WV+y1YIMslxItwYkf2HqEkHA9WOcZqdY4whlefBWbgT78LPEV3hDj2pWeB4hkRhqhkxHkztWsTeobRGEWybNoe+mO+iD5edHi3e7L30nw1ojlw7RzuQUSkR7uWtymGNinOCs3Huz5wDtOmhztvl2hn+NOUZxbIhhsRhsvOmTlFQvXJWJTNLcSS/+2f/z9Z+R9++7WsPNcAZqC4h/7XfoA+IF2cu3MXNtrVmoki2i/jWNduw2Zs9ZCHzC4QToSsnUXKhTzC0zk0H3UJlRAvmCipHOV+lSL+bZlwLrMLiD17O8j/p03x2Jo7ImzVqde+lZVf+i//26z8JiFvavOw94qIeGWsW9IUbRwSnmZASCrh75D9++ZtxLq1C8Aa2YSh8Qm5FXDuKiLFAvpBv4vjfudP/zgrf/DhO1l5nmLB3/sWdqY/f/mZrOwuAlHSJbTNYGTmxCNCUnDqM+jgOn70g7/KyvcJ+TRNKpfL8qWXXhERkXwOY4Vt3hbhovoDtPtPfvpD41ipi/arzyF2tX3Em1Yb42uRLPrHHcxNTh0VPhgg/+1HtB4h7Fpu4hFESnEisQhPQQgSL8U98VtvoYEp4Vydjkn4wXRocgYrNP+NHORjDuF3nJSPa/b5aZElltj2Sb17DmEhKBcYeDS2aS7KFcwEx6e81QrwvQZhHhgDEqWIQ2EXn3fa6JtzC0CRMvp0hp4NVRqIBSIiy3NAON288gG+V6Z7GiIuHB4gf/MJE1EixIZL/WFxEfNimdb1IiIjij+DHj2Xob7cjfCdm1du/dx5H3eliUgybl/Hxpgt11C/jDrZ3AKO4U3bRKl63KYNtDUjHx5svJ+Vm/PrWblYwfkSGv1BQKiZBO22eR959uuvv2FcR70O7FKtjv6U0JqQMbeMnmBsoOtiTHi0pvvoI1ov9Mw5KlfAfVCIlogwKyGNp8fpeY2+aaxSqVQqlUqlUqlUKpVKpVKpVKpM+tBYpVKpVCqVSqVSqVQqlUqlUqlUmT4znmIwiuS9Wyd2ldPPfCn7PBHYZC2yUQtZRDpdc7fa42NYBWZnns/Kv/pt7KL7/BewU/Tv/v4f4By0c2G9Dqva6gpePa/UYKVxIlzfzJJ5+8tn8fp5uwir5zvvAaOw3cN74qmHnUDry7AvzF3A54xUiMk+cz2FDUJE5NYOXnfPOfje0Mfr6n2qzihhm8gPZFrU63bk9e//uYiIDDqwJuY82rWUdnHmLuqkE1Ym+n8etsd4CtRfIQ+7QKEAW0SuQDu0ltF2hRzt7kq2UJet6wXTK2CRDSUcwdbjkw3YQCFYZIui37q8ezhZuISQCo0yyiIi9TLqpEI7F+c9nMOz0K+teGyJSadn599URMLx9XIbumR7jslS4nCdOub/FyPKgxQIPTHs066sZJXijbUZe2J7KKdk37r+8dWsfI92ZI1iExGRphjvK8uw6MzU0f+Gg8Ejy8eEHzhswco9JBxQTNc0GJjWGLYT2tTnSmQv2t7CzrQ7O8ABTZPSNJFwjH8JyApuRbhP20I9sVkxFdNSRSFZej10Cn8Ii9nlS8A0vUA7kL/9wUdZ+Sdv/iwrH/cwF8Vk9V1YhlXqq1/9qnEdLvX/u/fu4bg/gfXqmaeezso16k+71I67u7CPcWxaWoTd+ezZdePccYwa6neBNUmpD3ku5jU/mFL7pmVJfowR2N4H0uPutWtZ+bmXYJt2yJ7WjU3La5V2RvaHqOfZGdgpN+7fzcrLl4CwOPsi2vHWXVioz60Dd3D+DL7vU3/inaxFRBaWVrOXS98eAAAgAElEQVTy1ib6TYtwOjkaARFZb1uEz8iX0P8Y0ZNGlL9MzI/9NmLUqbO49jNPnc/KD1qwEfZ8M1ZOi2zblsIYo8BT/LCFeDtowyIfUuyIBeNJRKS9j7G6QTgCl7BVB0f4zb/8oz/LyvU68qelJvrZPGG/bMISDajf1BYQL0RE9gmlleQRN0eENRgQliclZFSR8t2VJo47T9eXOoyLMhEd3S7ms3nKq0oFXEdzFpblo21zh/JpUZKKDKKTukpKWMMUz1zKyn/2U6AcdtpAMzSofUVE8oTpsigG7DzAmPdHaG/GtLFltkRrJo/QBza1L2OvomjCgkzp65/80R9m5X/xf/7vWTmludeiBPvK+x9m5f/mv/8fsvIlQlVYhAw4OgQGQURkSH027KOfv/4XGCPv/+RHWXnGnZ5cmGVZtuSytqF1KXmZbUILDQg/8vpPv2Mc67CNsZOvoS2GMeqyVEY/8BkPEiAf7SfUFi6C4M4+1kLpiOaKifWMRdceE55CaL3rUjkhW/rQx/0FMeJTROcTH8fPhebaoFZDjOoGOMewgzjk0aHseDrfuUtTkYfLD5sQj/kcrYnzjPjD/F90ESNERAqEavAHffoe1lbVJtbXoYv637mHea11AESSW0C9JoTPSGj97+dMTIbr4XxLK8ifQ8KD7W0hl+vStVap3YVQlR6VOa4OCUcoYj7PCigP4rVqSnPhzv2T52bhFOXHaZqIP77viDh+Dj0jaRB67xQ9fzsilJuICBFDpEi4o8MBYk1/gJwiPkB9FwrIHWZmgMtjzEWpjOvY3r6Rld97z0TyzM3hGhk5MhgQbpLwb4wKDAj3tH4aOfgwwFr7yv07WXlpGd8RETl/HnO7S3UYjBBXfcKeWPL48CmmM+qpVCqVSqVSqVQqlUqlUqlUKpXqFyJ9aKxSqVQqlUqlUqlUKpVKpVKpVKpMnxlP4ceW3GifvL5/EJPdzINdxA7IwkqWEts2rQUry9gN+WuvvJCVC+QFOXsG9spf+8f/NCv/3h/866x8sIPzbbdhjfF97GKYI9vx0dC0VN26RzZssg6k80BjNBfxGnsivEstXjFPCH2QWHj9PiS7WDs2bTkFslcUyMLRt/CKeujhN9O6c6vn2bI4f2If2B6SBSGGxalG1l2X6rVzgFf3RUS6HVhMQrL/JxHtSpqYduFMZAnwiuh/qQdrQ2SRjZ3sc6WcuXtqmXZKj8NHI1kkj99bjM/I4RxFsrPMVGHzXqtgfJ1anjPOXYJrRkY+bDJ2inHokre+UTsZs47z+Ngd/jr5I19u3PhYRESefho7eRcJL8HNbJOVI0lMy+vuHnaA7ncQL0ZDQjuQ1ZIxD+curGfl+QW0Q0wn99xH23XydK0iIuTyFH+Etrp2/XpW7vV7j/xOSNeXEGakTzapAd3PgKxYIiIBWX3zHvrfxi7G4/Ex7WqfTKd9U0QkHdcPIxS4aBGvhEkmiWXODewOKpKV6WuvfZO+ggO4ZAu99DzwTc+8+FJWtplGQyeYm4Wd79w5WPhFRFzqR+sXn8vKK6cv4/qKsNXVCU+RUl85OgIygLETC/OweVWrplWdd0e2yaIWJ7QjNtVnYk1nv4njWNrHJ1a5XhvjoFrC2LYIzZDP4z5nmhSQRWSbrHV9trSdB6ahPg9L+ic3P8nKT5xB29su+lyQ0g71PqEF6Pq6tAuziEgQ4m+2nh8cIx4OW5hfa9T2JULx2GQZbpbRz7oxYlW5b+JwGmSBry9irt0fId70IuIApWasnBpZlji5cRv46B8hIcaIpia9I/StpGbmcx1CCB3uwzr+zDrwMfW5+ay8+QC5634L89pdQhONyBc6T8iBQQEXdW3jrnEdt3ZhLbXy6Nsduo+A5iaiLsn+iOIC2cVPcX5HuI0wMuPF7dtAlswtwHJs1XAdzSrGhZlRT4/SNJVgPKcX5jHufvgusHh//H/8dlb+wotA+F34wheMY+VprEWERxsQsoF3e7cpl33mxZez8voFrHmKlN86lLgwksLzzNrf3wPe6t/+CXCCBYolM7OLWZnRWrdvAQP0R7/3O1n5P/qN38zKjC45PDbtzxLjvn/8l3+elT/4KZAUeYqhRfZLS0+mRpZI/Ig5NokxCPs9tPudexv0HXMNns9jjeESW6dHdXt0iJwhCoChiGiNalH/yKXoy/0dxIIR5amr55Aji4h4dDuJw/gjfG4FhOKge7U89P0yIf08Wg9GA0KijMy1Qb6I/CZHc/I2Y4Ro3nfcaX3nLpV4XG9MKfRoLZAroP5aB2ivuGLWWYnwW8U8Pfeg2GBblD/Qeqxo09qXnn/EIeo7pQkzJvRDt20+C7Bp4rEpB21T/ra7CwRGiZAUlSr6PuMWEgPhSAsAy1w78/c4/vYpD+pSnx8OBz93P4+7UrEkGj+L4fUgE6W6XULZ0Fg6tQhsn4jItdt4Hud5mMurFfSloY/2ZXze0EcutLx8NisvLGE9/vSzeEbw/b/EPHTn9hXjOs6vI6f42tewlrr/ANiUw0PMM4y/7VFcffGL+O3yMu7hf/5f/ldc99BEKJ09izx4bw9xdW/ngH5DiJ3w8Yk1j8+VqFQqlUqlUqlUKpVKpVKpVCqV6nOXPjRWqVQqlUqlUqlUKpVKpVKpVCpVps+MpxjFllw/Pnnm/Ec/xG63z5/Ba+JLOVjsS2R9WF6CBVZEZHkOFpXz57CjoZCFaHsfr3D/1u8ASfH2e1dxTT7v5ksnSPFsPCWMQZw3rTExWRNcgfUyIotEZOPzAtce7Y7pB3Q+skq4Ll7FdyawCSnZGSPaxdzjnSrJ5hGE04MXYKVpIml4Ys+ol2FJ6ZKFMySr6xNPYsfkdAW2bRGRvX28yr93iHLvGJ6JAdkzGTWQkoWt7MKq8sQXLmTlrTYsJfsd2CWGgWlhG/o4h0M2ljzbpci+1yBb73wTdoblFYyLC6uw7i3k0f96ZDMUETk6gsXXyRFCowwrRaWK883Onnzuup956P8HV5rEEo7RG34PdiObxjLjB3jH6Dgybb83b2I31S5Zl3JszSIbrkt2u4TsRHZE45ewM7NkvaWhL4PhRJ+hv+/fhx2Gf0PDXVKy8Q5ox2jGSPQPYEtmq1kUmnUQsX3xGL+JhrC6xzFbp6YTM5AkiQzHmA6ng7HsprQLLs0xkeCeo8iMz1wfCcVudrBFFF8saq+ALHkrp2GpkgSNbVHZpvnqzsbEzvABzs3nqNZxXL6+VhvXxGO+XFvHQWnuOmrDjrW1a547IVta3kbszhFNwKrQDtctE5EwLUqSOLNzl8jm+sqvfCMrP/Hkuax8/xBIic2Oafsd3kR9DgkT0yWM0XwF89phgnns4yuwab/6NGzocxXkLV2yDDPWyWJEk4i0B+jnwtgl6ublMmyapQLmjCHNOXna7TqxyP6eJ2viwBw755aBFjt08ZtWG/fqFdlWPz22TVYqiK1tisuVEuzvHg2WLuEp3AkiB89n66eQE186g8+3t1B/hRr6xJNzyB2cPFm5aR5okD137xi5zUebsH+KiGwcY55KU1yvQ/mM5+DieSfwDs2X/UPEkp6PvrlIuJ3SKtAbIiIHB/jNnWvANp19CmNvdQZ5znXXHHvTolRSicfYPJ+wcxu0+7pLLKMOWZ1zObPjNCmfvLF1NyuHESGpqD+WmkCc1BqIQ2ytnpnB5wsLsNWyOE8SEblx5d2s3G6jHRtkBW+18HmcImbUKlg3fvTu21n50iXYnJdOoQ9M1sFtQnzduPpRVs5TsJuvYryUC4wUOpRpUZzE0h2dzCn7e1gH3LmLfnOPkBQ9jklFE3NXLBJi0kJfOUrQ1+7cuZeVoxywRk4Oc1nBQdstVLCemZ9Bv7m+g3ntww/vG9cxu4bf20W0V5HauFZA7MoX0Y4UhiQO0H8jwrFJj/ASobkGSjx8r1TEdVTrKLcOjuX/D3qYt0a0PrKJz1YqojJTIZt8bGLbEnrvMJfDOLKIM5ISOiIgW3/Jxpy/NEP9sUK5pSCuOIRNkYlYzzgMn+a5FiG3eF1YrSAGcl4cEW+BcW4lQtJNokELFD849263Cc9K83lljJucxLQ+zkpTW0bBSZ1FhFkbjjDOWvS85Pr1D7LyV7/8inGslSXkMzbjQKkNewNCl1GfsQkNcuuT97PyFs11vT5ymO1tYLvsiTlqRP3EJUxGsYRYuJhDrKnVEcPsfRzXobX2YZuRkmjzgW/mVd/97r/Jyoz1aFYxDlLB+AiCx+d5n75prFKpVCqVSqVSqVQqlUqlUqlUqkz60FilUqlUKpVKpVKpVCqVSqVSqVSZPrNHPRZLemOL6l+8A8v3jU9uZ+W//yJ2MTy/gte879y+aRzr1ZeAICiQ7a0b4HXy3/23b2bld65iR8RBhFe4hfAPNu3Sy7Za2yJEgW2+8h2TjXhEWIiQd2i18Er7iPZrZiuDS7uqOmz5KLHtwrRgxux2J/so72wfkaU1V4UNbZoUB6Ecbp3Y8WPa0X1I9o3BfViqZhzU8XwBNiEREY+sEUWyng0dtsawnebRlvvBEDbPV196Ois//eSzWXljA9asw2Nz59YR25+or7lkPymSvXCugD7bKOOeYrq+nQPUwfUD7PpqFUwrXm0B1sFijezFVRx3Zg7fqdRPxqHjTI81xrZEiuMxFRDWoeCSvZ/qmm1WtmeGuFoNtqSCh99UyrRDOLVPiaxHjHm4eQ0Wu/YRbJbtPu00TLYsL2fWt0vXmCfrnWWzpQXW9r0j2CYHtFu9Q/fdpJ2MA8K9DIa4ppP7INSCgaF49A7BljWd/2+x1+3KD37wlyIi0o5glyq7aOuYYkhI1rKQ0CciInGMtudYH5K9j+cPhyxvPu3SHRPKxCJMhueiz800YFGqVMw4H8Y0rxEawzLai1AXhLDgdrQJL+GSN553up5sd0ZxsFPQsmh+LNE5fFjMpkmu58rM0gnqYfnipezz5y+dycrNObKtzWCOymEqOTlWBW1xuIu5KCHb78Y9xPdGCcf15mHv3aMxvEZzhhOhUWKy/bOFUEQkFsSxHNk0c9TGQ7IHLi/QueFElh7Ft2O6Jp8QJ8Nj08K6PwR+JyV0ghVg7OTLiMt23rR/TouiKJLDcZxuHSFHOLWylpXrDeAU7h2jYo+30QdERM6cPZ+V59fR7w42Ps7KD66hfKZBSIoE/ZHxKiHN+Z0uUCnJCPU9Wzdt64MUcSmk9hpROSVUWp/iZOTi3Bbl47uEPliiPMWaYHTs78ICmo6AoSuU0H8Xm8htLl1EnX33NtYIj7sSsaQ3fn9n1KN2mcfYPnvmdFaOKb6nE+ioYhFYGUYqOTm0Y30GSIrm0jqOxWO4j+s4RXgUnk8Y/cZzjojI7i7suC6t6cqEhSiRRbxH5+tQft3tIre6dQ2oieXTuG7LMutg4+7drBwNcY0Nyp0LlH/JBCpwWtQ6Ppbf/8PfFxGR3R2MFZ/yQ7bLuwmh1kZmjO0TgsgfIcfOEY7x9CzQfbcPCAcwwDxQquD71TmUXVp3r6wBo3Ro0vbEprUzdVnxcjRnETrC9rDmSQQ5W6GA43hl9I/DHcLtROYafNDDv7k2ztecobya4l6PYug0KU3RLzhnjRPKeW18ni9Sv7HMvJifjcS0PrIIsWnTura7h/H84DqwXotrQBNV5pEDhbQGcixe15v9lxEYfbL78/OTEudNjKSgvGcwxNix6TmM7/OYMuMNr6W7hA5ibEU+//PzqG0/PsiBv05RnMpx+6TtE0IJ9QeMAqWxMcBYeueD94xjvfD8V7PyhUvPZ+UbN5HPFCkP9gn/OaK8djQCKqbXxZxxsI98k9s5X2QMkciNm7ey8t4eUCJnzmGunZnBdaT0TDDnoe2u03HeeRPIDJ/ycdcz1//bW3iexOus2SbGge/jN0Q6+dw1nU8DVCqVSqVSqVQqlUqlUqlUKpVK9QuRPjRWqVQqlUqlUqlUKpVKpVKpVCpVps+Mp3BdV2bnTmxORy3a0bmFV8Z//D4s3HEIi52IaUObp90ULQev8f/sLdiR/vX33sjKowT2YiFbL1unWDHhA1KyFiSJaU9h23FMVi2PXnG32NbPu0bT5w7v0lmFBcuh63Mm7BVxSrZjwl4wt2J5Ca/KV2n363dkeuR6jiwtn9iTNjdgI4hHZGklK9OdG9gJuZ2jdhfz/3j0aUfTPlnGE2O3V8aUoH2DESwl7/zwO1n5NbLMPkNtN6zDEiUikpDNyeJdXANYWtoxrAp7h/Aw37sGG9/BkCxiZH8oLsDO1Vwy7er5GmEVaMfbUh02wHyJLKBZ35wea4yIle00G0cYD5ZFtilqgxG1ZxyZ46xIY9km2yTbMUdHsLZukM2Gd+i1KFZ4dByXEDlegZAZE5E2CHCsbgsWLN+n3VfJlsOtVaC+GA4R20LaaXg4HD6yLGJaFi2ySEWEukjjR1txpkmWZUvBOxkfoUPjJCHLUh7jJGEs0IRlla1kbAlOEuoTZDNiu1ySsm2PjpMyUoL6Mk1Ltph2QNfB+UYjxBSL5z5qrojwBSHhjRibxLs4fxraYlJBD2MspeOSo0ryzvTsRM9KkkSGg5PYvdl7kH0ehIjVZ86ezcqnFmHpv7xy2TiWQwO/mIM1c0TIklEX80Snjb7y3CWgMQolxJjjPdTrPMWbzX3MKw8OzbpPPcwB55aAMqiWYCHm3GYYoN+5hDLpUbszrmexgp2lr/ZN/NhHd4AsO3eGEEo5QieQLfT+PaCZpkmWiNjjrGSZsFF5G3XZ76Bd8hQv2kfIm0VEdi3UQY6tu8srWfnMC89l5YUmkANHD4CF2bmPcsVDW9cJY5CUacwXKfcUkQrFgHaI+zgYYL4c0FwmPs23hPgp2jwvohwSmmm7Y2KUdg/hyQwSXKP/LtYVp89iXXFmDRiQaVIoInvj+TYYkfWXYkRaoDnHxXfYNi1iIouM3eHJ0l+fR39aWz+XlecI9WHRHFek9treRm7Ea6k8Ib1EzPnTIkyJQwiSegO5bJSgn0aU0wzIan6XsIYXtmHv7fXNOniwgbETEKohpJxtEBG+J4exME3yBwP56L13RcREsvE6M6Q+4PeRB0ZDE1/kuYj9eULJFDy0V20e6/QqYbOODrfp+7TWJpRDX9COuTIhGxPzWYDlMdLNozJdRwP91CtgHdzpIbaOCGtQLOO3c6uIk917puc7DRk9gettzOB89Vncd5cwO9Omh0OB1wJxgj7h+4jvuQJib2yZYy1Oqb3pGUYYoP4twl7c+ACYoRtvw8r/8td/OSvXVrHeZSxcRHZ/ExBhrnH6fayhGLMXMpaP7pvzaEZV8DOC/X3EpzQx8VtRZObo2e9pHPYIffLwWuM4/rnfPK5K4kQ6vZO2Z5QqIxuef/6VrFwjVKI3sY5wbIzrmHKEwQBtWK9jnIb0HGUUMCaE1lXU91JCozBKg/NVEZF2HznX4iJwbP/Jb/5GVj6zjnwrCXGOnW30B469Gxt3Ud4EbsOLzQcAjCOcnUFcLVeAL+t10S87HbPPfZ7SN41VKpVKpVKpVCqVSqVSqVQqlUqVSR8aq1QqlUqlUqlUKpVKpVKpVCqVKtNnxlNYlpUhGTwPr1pHPqwgd3Zh8Rj18ar2qy/AdikiUmzALtX28Tr593/6VlYepng9m3esz+dhnWLLAe/sy3LIgmxNuq7J85AnxITF3nIqW3lYnnnXYpcs8GwJ7pIFPp7YgXNEtvt6E3bXpWWUKwUcd9g1rXzTolwhJ6cvnexO2aEde/ubvO08WRHJwnEUmZbxHLVlQP0jTtn2MWlkGZ8hffTnNz/4WVa+34V1Yt5GW6cTv43ZhmLjGndS2C1ujdAfN8kaN6CdwKunYYVYJNtloQEL/c9xDsgaUaHdqEs12IBtGp/pQ0vsFBEH4jiSzvFJ/xh0YSnZ20Ks4Z1KY6rfMJzY7ZfGI9srbYdwNGSRc2k3Z94ll3dD5U1wQ7JTDfs492hk7rTcbaNvUNeVcg3xjG2GaUh2qh76Eluj2mSzYrtWPIHhYUQC23dYLllKreTxscb8rZSmkoz7Qq+P3XVLDo8HfD2m/4caRuY9ByHXOVn0bOpPhKHgfpdEtFNzTAgkxtqQVT2h+DJJiEhT2j2YLJhsdePfcx9PhfsBWZ8pRjKeYjJE8HGdgO+Vdp9uIu4sr5kYn2lRFEZyuHMSbyJqo6vXYIk+uwtsxStfeSkrzzUQg0VEzszBeuYQBuT+8V5WXnsSaIe9TfTTW7fezMqNJuxzNWqHLpFnNgj3dH0C8bAwCyTFXAlxc56svk2aZ+5v4/c1Qlg0aCf5fh9z4n4H6I2jvpmbtNv0N/WvIdXtzm3sQF1MHj03T4dOBmxKA3fEQYZ2gJ8le36pBnyAiMjmAfrHGz9Gv3vxy+hrkYO54u2PrmTlCuVFEeUHzQVYPks8r7V5V3pz1Ntk+6xRTGtU0fYJ3StbTPuU71Z453qaR9nGPOqblvmlOdTPKmE5FldQvnoFCLvlWVg7p0mxZUnnYXtQe7k+oacqFK8tzM2DCTRDhaz0K2eByqnNw/J96Ykns/LlS09n5VOEraHuIfkS5ss8IQNSQobIRL8pFyn/pOvlOXZ5dTUrz5M9+Or7H2TlwQi27p1doDFuXMF3egMTv7W/R0ghmsf7/I4U72afm853p9IkkWh4kpeMCCcUUpnXxIU82qFYMu+Zq8OmHDYcIu/p0po6GOE7JXJ9t/eRn7dy+IfCPOaQQhnXkZ9w6A+F8ni2nFP/chzCweVoPeQgjvl0nCBE/8jnCftXQfwUEUnaqKswxLhiJFOuhLhXrpoxexrFeDVGQQQclwPC/dkTa98U4zbn0RqZssdggLZwKWYULeQhDuXFAa3l+oQJCQcc68x406U2GlI/5TmIUS2ceyeUbwwH3FdwP50OrmMwkd+USuhHDZrTeeyVqN/k8yfxlDGmj7uSNJYgOMG/WPTYsFJBzvjyl4EYWV0F9uj2JyaubDDgZz2o75DWFMUijru0tJ6VeR292wNehvsbr2GIuiNuzkTh1CiHyRcph6H23d9j5A3jWwjrQn0pCHB9/rBL3zfHzewsUFqVGvIyl57VhAZa8NHr9M9D0zlbqlQqlUqlUqlUKpVKpVKpVCqV6hcifWisUqlUKpVKpVKpVCqVSqVSqVSqTPrQWKVSqVQqlUqlUqlUKpVKpVKpVJk+M1QlTVNJHrI8iD2UEGctEABFdnvggbxzHWwqEZFfHRCjLwUH5EEL5QLxWqMBjusTx7NE7D3Xcx/5HctmFikBT0TEIxZxSuzYlJ6te8RQ7oXEMonAMmG+MfNvmVvc903WaqUBdnFzHpyggJil165dw3VMcEqnRY7rSq15wlebXwTLcZuYxkwrYpLLKDXvOSRMTEyMzvhTOMYs4xvMpCUWbP9gPyvbebCKnJHJkduic79HLK1bLrV3BRyu8hrYe/Mr4LrNzoMply+DtxMIMwdNtk2eoD0Olx3+HH3Zzj6fHqhxOPJl5+4NETnhuD0Uc1wtAgu7xG6zHPM+mXeUI35QKVd65HeYSxURH6/XI/7XCJ8nxF6zLeJmxeZ4z+XBQ1tcBaOxR5ymTgt804g4dSldB/OJBwFzd5m1OzEeGLFJf3hUh44wH346+elBOJT790+Ylze3UX9lYlu5zEI3xoQnrCimNk7Q9rm8/cjPmYlMqDiD6eoQv9KymGNM12Gb/dclDhr3zdGIOIYxPudxYRs8f9wfM904vvw7uo2EQvc3g7Gz+uxTWbk+pci/JEllMDypz1oB93bjLuaDe3d2s3Kvg7n/pVdw/yIiM03E+qW501m5XKxn5Y3WXZz7FCqtV8BxO/37WTkqIAfpEiNwOA+OqOviXCIirR7YoBGnPdTInRZ4lLOLmIuGFJNabZRtF+PowSHm77dv3jHOPfdF8O1yxO7evAEGc4U4y7mUB8z0KE3BwE49tNEu5bEULuRsHX3DnuA4V/PIIVuEV7977W5WblL+tNnHXBPRQC0Qm96mWGfH6ARNF+c6itFPRERqZcyRMx76bEz9zvcx7/g8986AS1iro8yM/f4QfTydqAOPcphqGf2jTMBdjuXJ0GTbTo0sEXm4XwnNA94AbVErol67NH6DDnIEEZGjIzAYhfLlYQ/1fP1j7C+zs4G4UqF1i0f9xiuijm3eD4FYjvZEPtkmJndCLNEcMWhv3LiRlZn3vre/k5VHIfLpbhex52c//AG+E5j5+Ig4vC7NsT7lZimtWV3bXAdOi6IokqODcdyleTtPY6JE5XyOcwEzxkZD9LVRB+Uhs1zpcy+HOpuZQRxLaL486GE+8dvoKwXKi/MTrE5z2xp8b5CgTbd8MKuLM3TdKb4z8nF/Fq3TqcuKF5vryZR+I/RsYNjFOQi9O91M4/G8n1AdRCEzjZFPBsR3DibWn0NaC5docnNS1F9E8X75DNa7c1XMCbOn8Pzj6Ai5RK+L+JYGmL+Gvsm/931ch09s3H1aw1eryI+M/Dx+9JpyRPc2pHkqisyxQ6c2rqNWw/3lKWcLxs+jbHt61uBpKuKPTtp0ZobWTx7lj23saxHQWjS1zMeMIdW3l8PvoxhtatPzN9dFDpLLYY7K52nu5/1WHLo+4p/X6+D6i4gsLWIvtWIRzxe//13sJZLzcL5aDfnP/ALy45DmqL0dzF28dnMm5hjPo/Ul5cQRj0eqp1Hw+Dzv0zeNVSqVSqVSqVQqlUqlUqlUKpVKlUkfGqtUKpVKpVKpVCqVSqVSqVQqlSrTZ8ZTSCoiD+1kZFlw6HXwhCwKsY3P7+yZduff+t0/zcrfeO2X8L0tWAv6MdmAGRdRwKvoDttyyJaUK8IaMOzCZhCG5PsTkZS8MV4BVcO2f/4NIwDY4jskWxl/zt9vNM1X5WfpVfn9Q7zmf3yA192P793MyhfOnZVplG3ZUiyc2HryBdgOvBzaKybLEhsWI2sSO0FWGf6nv55OYWAv2DLeo/a6RhaLOtkirvmwJouIXCE0yWEN9l0VmDEAACAASURBVKzZNbTR8lnYchrLaPt8GbYImyyfIY8psgE7hFQQEXGpz7MV3UA3WGxLO6nn6THGiFiSiJOcWE/Zep8wpoHvnawtdmqGOKoKGZEdJgrRhoyYiONH20JcQn54ObSJQ7ZOlywzsem7k0Iev88X8fujQ1xTv4s46ZG9xSE7S0DonYjRAjQIuP1FRGybsAh0jQWKc70OrIWDPmyhU6XUEjs9if3kohIrRhsxusOiehXHbC+2dhvoF7JeMT2H+13KGCRqi5QRQ3Rqxk64jmlriugaQ7qmhObd1GbchNDn1A/oYi15dB2krvn/lCMPf9dWgFA69ewlXK+Fvnx840OZRtm2LcXSOGcgPJRNvv/dHdjA/+IPX8/KtbrZXhefvZCVSy7siqeq81k5b6O9rydANlhICSQ3ojYlFElYgFVycQ64goWIfiwi/SPYjLv0+wrhwAZk83bJkl7Oo01b1KHubN7OytfuIjcRwoSJiCyurmXl97//k6z82i+9lJVf+tpXsvLr3/uOTKNs25bC2OIf0JhvdZFHNAgzMCIra6eNeCsi0uuhXZoF5AgWMbk+uQJcWT2P75xZwNgc9HHcNCGETYrryNF82SyZluuAMG8eIW36beS43NpuFbk2WzBLJeRFbA0OaO6LEzPmJhSjuD5uXwX6YHEGtub1JVhG5Y0PZFpkWXaGeimQHbZPWer2vVtZeUjj8cEG+oCIyM4ectN+G3WW0nqI02O2zRrRnvqvRUgk23p07jDJMrIJXxQGyFHOkz3dorlzfx+W9NVlxK6Pr+F+EorF7RbibzqR8Nu0Tkh5zUCosoTm99SapmwYsiwRxzu59hytrxmBY0eIMaNj4FuCkYmhGVJfCQi3ZBESwKW8uES4Ps4nPYpvlRT9tEy4nXiPzt03kTIuISkSsq7H1EYHFuKpN4u1cqFC1nXKZa2Y0AB0vmHHPHfep1yYcqXEQh30Q0J0VKYUT5Em2VgKhugfIWEXmBBlrDFi85kJpRImWsTi5zWEulkAIqI0Ryguwj9020BSDCnuW9T/wsC8Dp9wFa0O1itDH208O4e5IjKe/RDakBGlBorj0QgLERHLRj+3KV/nqBTHjNY4qfNkkv/2GMt2HKnUT/AMMT3X2z9Cuw36yDFjwsk0mibqr9NBXd65DdQMY2Rtl9Cv9LmBlCyi/zDyivEUjLkIQhMRubOH54uVEv5tOES7VCuEJbWQw5Qo7y7k8TljJLh5PXqGMyl/hDpkhIpL+VM8Me4+T+mbxiqVSqVSqVQqlUqlUqlUKpVKpcqkD41VKpVKpVKpVCqVSqVSqVQqlUqV6TPjKVzXkdnGyavbvg8LQX+I17xzDuwiEXkX7AmL/fd/BivZna2trHzcxyvgRz3YDMilJGWy90dkb8uThYst/IUivcY+saOh6+F7MT1PjwhZYBk7zeNYMe88Sq/BF2nXzLnZ2aw8M2faRwPazXdEOwwPeYdIel2970/nTtGpiITjV+37Q/SbagP15PdhR2DLYmyZ/48jTh/9h/U32Ggy5Z2UyX7Xt2EDeD2AzeXeAJ8flszrcBdhv10+Bdvx2XmUZ+toe5v6bJ9MLD5Z6VyyVxUI41GYsI+6OdRboQibBO/WauzUOY1KU0nicFzk8Yc2SQntkZKF9+esRFwmW13MyAGKAxxHDCvnp9iQGDkQ067D8cTO7oFHyByyZjGSwsBv0G7V/oB2puX6oG7J1zSJp+B/c6kOUrKRtg5hCw2D6Yw1kqYSRSf3FNM9BIQDiHgySciGOzEzslXapjoPqL0TxkUwRiUhVBLNfRzO+LeMWpkIeZLQztBC52CrsIG0oLa3GLmR0I72jLyg+S0sm5aqmcvns/LqOmKev4u+8sm1t7JyMTQtsNMiyxbxyid1QkNQvBnE1zNNIAA2rwIh9fqfv2ccq1RDDlQqY8yXi6jzhfo5nKOEeeLeASzpnQHay6ccptWGxa4boOzvmUiZ0gDnDhPgkY4L6BO5PKxxQYDPWz1YgB/0cNwjYr7EhCVYnjXxFPt37mZll457+gLmQceF3bxRwS7V06QwDGVvd1tERPJl2mmb+sDSHNo3IEutZ5m5aLOEthBCC+Rr1Ud9LHkKWAW25POcYKHufUF/culLxaKZm1sx9Ttq+5Bs3rUa2rFA/ZrnV0YfWTnkI8MRjp9MUALChCy9glgy20DdzhHmrZL7dAvo4yzLtsUrndRhjnaKT6hNR2TR3enQeot2bhcRyVG+Mk+Yhz7lHxHNWe7EGgiiPsQYJZ7vKDhyWUQkSgmFQr/56KP3s/LlS89k5ZUlXOs9wvD5PnIdA6NE/dqahK3RnxYhKSzCK+VKiFeWO53vTtmWJaXx2iWlNSfnh8MuxmxA2MQ0Mq3anEtIxLkOPk44rNAfNq+9yMZfZnSej/NFhMlwI9OiH1G+ntgoezlew9B3RpQvFymWEK7LojUko53S7kSfpdQqpHVgShgVnxBO/gRybloUx4l0OicogVYLKIhUuL5d+j4+b7fNnG5Qp7y6Qgg3WoTbFGNiGmtDimlDimMjaqMRz5GEHRj6Ztzr03x0dAQkk+c9ek7o9wlxQuvjAq2bed3E6yzGaoqY6CX+XpfWcvx5MM7h02R68BQpraXaPQwUHgIBYf+iiOuIBpaIuPS85ZNP7uD3dLCchXYLacxxQlMoIu/wR4RWo7HPfc+ayLG4X49G6D88m6SUg6SEXBoO0ccqFWDnmg3kIzu793CuxIw1TOLy6TlYvngmK3s5POsZDCfi9eeo6ZwtVSqVSqVSqVQqlUqlUqlUKpVK9QuRPjRWqVQqlUqlUqlUKpVKpVKpVCpVps+Mp0iTVPwxIoF3ax2RnY3tBBG9GZ7a5rNqm14zv7sFi6VNlraILOeMuvBpB+p+HzZv3tGVLeZlsrkUi7AinPyG8BZkQSiWcH0B7dq5fwTbZkKvrrtkg2rW8Ir50gx2YlxawmvsIiLHhGToHMMy0qNdtRsz+M0B7TY8TUrTRML45F4d2h23OY96CivUb0K0STjhBgrZdkQWKWpGw7pm2E3Ysu+iT7gu7dBKO8iP6qj78w3apVtEmjOwJ1RqGFKVEvpvvkAWJ7J/BWQJSskm49Cu5WwxlwnUgEcWMIfGi0e/dwyUQjr+7/QoSVPxgxN7hrG7LdWF4zJagOwpjhniOC58Gm5CqMwW2zRhrAHGO1tPQmpbhxAyIe0CLCIS07nLI1iW2eZp0/2NaJdj+RRb06ftxhtNWEd5V1buG0e72JU+pB1dp3Rz8ROf0fj2Hu4yLiJiU9zxKFZLzF5uc45yhPoEfZ6SDY93dy4QTqRZQ+yw6de8Iy73IYcstfm8aa+LIraC0g7fjPEhO3CXrMwpu4xpjLTJtu7O4VrPXLpknLvZxO7TD64BnXBw6zZ+T/dR8Ka14ySSjnd/Pj7EONjeRG7y1JfXs3LQR5scH5jj/Ht/9mZWjshuG1xCPa3QTt6zNcSCy0tPZ+UW2Yz3Bpj7HZo/Sjbt4pxDriEicuPdq7iPPeBElk9dyMpHtz/B9fls10M7Fhdw3NNPXc7KzdOns3LfNy2sNllSZ5cXsnJaxH0fd1HPx53pxOHYtp1ZVWuUw1RLwFPk8sg5j1qEcnPNeYoRSUnKeQ7yxLkGcqYi7c7thTTQKYz1YpzvgPLmyMf3qxPW2yTC+Rxqx2Id95RSvOL5ljE7PFcXqA54U/B4YqKJKKcrEdIrSXEOjzKZgGz506RELBmNURQpjbWAkSMzQHIsl1C2Cub8UCF8SUq5yN3biNFDGtuFItqRcwGH5gQrxPcZw8fHjwLTghwn6F9hgH7XJ1v51evXszLvct8h5A5NqeLRXMg4skn8Fk/QfE8urf14HH5a3vS4Kw5D6Y7RUEOa58M+4m9CyLEc1UvJNa3aNsWfgBATCaFu2M7NmIeE0CcWr6HpHJ3jTlZ2KIdxY7PuHVrbu4RI4NzKYvxcnzAIPdxrEOGa+E49tqvHZr+JKU8e8T9RDGVUZRD0ZRoVRqHsHZ6MsfYxni8UihgfVY+QQ4RsGNDzGRGR3W2gueZqWBfnc7QIpyY2cBFU3/v0POPBXdj6GbuSzyNWWY7Zfwc0n/EabLbZzMojilG8lvOM9RAa26dYVaQ4OYl75HHRaSNP43UWY0rL5ZNj2c70vLMZx6l0uidtwfVoESeIERy5AnITx0VeKiKS2lhnHrbQn/IFfM+mKo4ibtshfR991LYLVKbnOc7f7BFnnuYDxtnyWmo4QAxLKA/zR2hzAyXK/XWiqflZTaWCujp77oms7NHvg/DxmaOmp9eqVCqVSqVSqVQqlUqlUqlUKpXqFy59aKxSqVQqlUqlUqlUKpVKpVKpVKpMnxlPkSRJZpnOkz2tREdMyNbEGxcmYnIG2H6XkJkkCvBKdkpWEn4Nnsts0WUbeusIuIcjuqZaFa+Fi4jUaSfmGlkHCkJ2ugSvpbtkTXbyuG7e8bNAuAP+fjQwdzePBvhN7xg7iSdkzyjk8dq973zarsePtywLVvHGLOwFlTLqOx4RioSYFFFs9hu28rG9zaL/F8IWf95Jky2zLtnV2bZVpf6xWIEtt5I3d4cv59h+ijYKyGLRy9GusWxLJ99CgSzjObJVMILCnmh3A5/wiB1aRURyOSp709dvLNsWb2wf4Tb06N55vKdUp5MGed5YnjEPaco+WYzFmGJKwnZMsmkGZL9k62c8hF02GpqW6zIdq1iH7Z9tniHtOG1/CiPCsGYyooDuM52AkZQptvU7iI2dDqxq/BMeWyKPzy6uf61SEechFyngOWZEX0F9O0K2JjEtaFzPCSEYLOpQXE5oK+6BC1uTZexWT3ZPngPJXu6HE+OdYpuxG7DBzOAzkG2YraYUR2oLmPfmL53NyvbEPH39zZ/iuvYIkUB92aW+Na223yiM5Xj3ZFx8/BYs1D4hpJwCYv7cGuaGYGDu6v3gBurpDXkvK3tkBe3MA3NVO8KxVhbOZeVGFTEiR0iVEu0yPV/Cd+bXTUvgmTps69//yVtZ+U4f9tKD/mZWnm0sZ+XV09jR+dQpfL62sobfHhJSS3i3axHukNUq2UUTsvfGuN6F1SmKMSTbtiQ/trFWCKfg0tzfGeKeNynesn1bRGSuDORVrU5WzxGOtdtBnlgqwRaZ59idYJyHhIsLQsxNx4ywmUAZlQjtViiijUKykXPcyzFCgMY/Y6U4lhp24NBs9wqdu0L23oAsow7bY6Pp7DepbUk0vteU56AmUC5LaxiDpYXVrBxOvPbTp5yjdYD+kStT/joDG7lHeIuUcCIetQsjh1IDCUfouKE55gNC1Pg++jzvGp+jvFlizl0wZ40C9E2mGrIFeXKaSah/eJRHFxjlRnNnkk5nvwmDQLbunFj5LRq3BWpHh+oiT3b5dGSO82CEOk9ozRrTsSLKUWIaaxadg1EkLln6bUJ/RXTulKz9IiIWNybn5IS0cIw1P+VDCaHrqM8mnOfT/Yh5auFLGXGOR883Usq/0k/BxD3uiqJI9sexodWiOaRMGAqapxwPdeEPzHG+1XuQlVfnkQ/UaojdAT0P8X3Ep6N9YLLu3gGSYvv+/aw8JKxfuUJzYgN5hIjIiOaOUgW5TkKJ8ZD75qdgK4OQ+03yyO8cE9JDxMT/5WmeqpYwX+Zo7IUP145Tlh9H6UnMLBC28yFqQ0TEth+NK+pNoBnn5uazsmWhXgaEfxgMac1Ec3y1hj7AdI80ZcQoobMIaxMlJkKJMSONOpBPRcJkRDHnKv8fe28eJ1d2lgc/p7aurup91dKSWjMazb54PIvxSmxsPAYbQ4IBGwgkgIE4xl/4wOAQypUEG4hxwHwhJJBgCBizBIzBxisee7yMZ99nrBnNaJda6kW9Vdd+vj/u7fs8t6ar1VpGUmne5/fTT6er7nLuPe953/ecOs9zRAJTx3riB9LdtJmdu66LyrVKfFzQJZK8199wE8/ZwTiflHFqKtWizXoBYSuNDQaDwWAwGAwGg8FgMBgMBoPBEMEmjQ0Gg8FgMBgMBoPBYDAYDAaDwRDB+TNcIu+cOwFg/ykPNJwP7PDej576sAsPs5uLBmYzhjOB2Y3hTGB2YzgTmN0YzgRmN4YzgdmN4UxgdmM4XZjNGM4EF9RuznjS2GAwGAwGg8FgMBgMBoPBYDAYDJceTJ7CYDAYDAaDwWAwGAwGg8FgMBgMEWzS2GAwGAwGg8FgMBgMBoPBYDAYDBHOatLYFd07XNF97izO/zFXdF89mzqcxb3f4IruExs89n2u6P7wLO71fld0f3qm55/GfT7siu6nX+j7XGpwRedd0e06jeO/5oruJS9kneReH3VF95/bfGftfQ6x3rs+B9e+xhXdfS/0vV3RvcUV3cfP9jovNrii2+eK7jsudD1a4Ypu1BXdt1zRZcO/73RF9xMXuE7jruiedEXXdSHr8WKCxSgDcOpc0hXd467ovv0srv/nrujeuoHj2trj6YwLLF6dH1huYzjvcK4Lzj0B5zaFf38U7oWxwdOs01NwbuyC1uMShsUow6ngiu5KV3QPuqJbdEX37vN0zw+6onuP/P0zruimXNEtuaIbPsf3umTHSGc1aewL/s98wb/hXFXmPOMDAH59Iwf6gv+AL/gLOlDfIP4LgH/vii5zoStyLnExTei4onszgEVf8A+Gf5+XHwTa4JJs70sU/wnAh17om/iC/ySA61zR3fBC38twXvBLAP7IF3z5QldkFb7gpwB8CcBPXei6XCywGNUWFqPOI3zBX+sL/s4zOTeMGTcC+LuzrMOGxwUWry4JWG7zYoNz++BOGe9+CsBX4P2x81GlDcH7CoD/DeC9F7oqL1ZYjDIA+EUAd/qC7/UF/5EX+mau6EYB/CiA/xH+nQbwYQBv8AXf4wt+5lze71IeI71g8hSu6FIv1LXPFq7obgXQ7wv+7nNwrYvmOX3BHwXwFIC3XOi6nE+c5zb4aQD/Z6MHu6JzruhekH72Ym3vToMrus0A/hmADTEbzgH+HJdgsOoEnEtfFP5K/S8BnPMJv3NQzz8D8M5zUZcXAyxGWYzqALwTwJ/5wnnfHdviVYfCchvDOngnTiMObRjOObizilcfA/Av4S69VYAvAliMujSwA8Dj7b50RZc8x/f7MQCf9gW/Ev49DiDbrg7nKF+/JMdIp3wxruh+CcBPAhgDcBDAv/cF/7fhdz8G4Cd8wb8y/NsDeBeA94TX3hl+9nPhZ30A/gjAe33BN9e41+8A+D4A/QCeBvAeX/B3hd+9H8A1AMoAvhfAAQD/0hf8feH3WwD8LoBXA1gC8F/X+QXjDgBfPs177/IF/8Ou6CYBPAfgJwAUAOxzRfej4WfvBPB+AA7Ah3zB/1abd/pXAF4FoBvAwwB+xhf84+F3HwWwDGAyfJYnALzdF/ze8Purwud8KYATAP6DL/i/lMvfCeC7APx1m2fvKLii+z8AtgP4e1d0DQD/EcBf4vlt8KsA/tQX/IScuw+BfX4hdELvBfCvEdjyHgBv9QV/sOV+r0QQIH7UF/yXWr7LAHgtQkfgiu6NAN4HwIV0mb2+4G90RXcngK8B+HYANwO43hXdF1brEp77foQ2Jff9TQQ2voigXT/acv9eAJ8E8CiAnwsD5524hNr7fCKkb/8vAFcA+DQA3/L9TyKwmSEAXwXw077gj4TfvQFBP9yEIDhcC+D/+IJfS8bm9QAe0NWiL/C970Qw0fiu030nL3Lc5IruwwgSms8giC9l4JTtEYt7ruguQ/Ar9jsAdAHYj8CHPxZOBP8agLeF3/0tgP9HkhnF7QBO+oI/1PL5Dld0XwNwA4BvhNeeDuvyFgAfBLAVwEMIYsuT4Xf7APz3sF5XuqLLA/h5AO9GEJuPAPhZX/BfDCcRfxFB7B8A8MXwmWfDOnwTwGWu6Hb4gt9/Oi/5UoPFqNj9LUadA7iiey/W6Jfh1xlXdH+CtfPgfaA9vR/AdQAaAN6EIK/9cV/wD7e57R0IVuOs1mEXghh1E4AagC/6gv8BOf47XNH9I4ARBBMx7/IF79uMC9YbA9wJi1fnFJbbGDYE57YB+B0E49EEgD+H9++Cc5cD+AMEqzo9gM8C+Dfw/iQc4x1cGO+8/82W624HcDmCPEExCOc+BRnbwgdjWzj38rAuuxHEvp+D918Pv7sTLfEKzr0SwK8CGAUwDeBX4P2fhcf/KwC/gMCO7gHwU/BhnuL9ITg3B+BlaJkHMGwcFqMMZwJXdP8E4DUAXumK7rcR9Of3AVhBMPZ6DYDvcUV3L4JYcAeAEgJ/9AFf8M0wV/5NBItqFgH8Vnhs2hd8fY3b3oGAYQBXdLsBPBh+ftIV3T2+4F/bZv7yeT7JFwKf5IpuJ4A/BvASBH7uWwgWo/5weO1Lcoy0kV/r9iIIKP0AigD+NPx1uR3eimCwe4189r0AbkFgHN8D4F+1OfdeBJ1/CEEH/ysXajmGeAuAjyMYxH4SwP8HAOEA9+8RTMBuBfA6AO9xRfedbe5zPYIGPp17t+I1AK4GoPf4ZwgSpTcA+KV16Kr/GB43BuABBMmR4ocQvOtBAM8gmGRAOMj/fFi/sfC433NFd62c+ySCQH9JwBf8jyAIOm8OaQSanKzVBu3w7xC8rzchCAr/CoEjihDay58D+Oetg/EQVwBork7i+IL/DAKZk78I66bv/UcQ/DLZi2DSqC1c0W1HYBO/iyABugnBhI8eM4xg4uZrvuDfLb+0XlLtfb4QTq58AsFKiCEAfwXgn8v3r0Uw+fY2AJsRtOHHw+9GEEyA/DKAYQS+5OXr3C7mb87DvZ8EMOmKrm9jb8MQ4m0A3ghgJ4IJ2R8D1m8Pgca9NyAYFO1GEKt+AMAq/ek3ws9vArALQbz61Tb1WStOAcDbAfw4ghiQAfD/hvXcjcB/vQeBH/k0golMlQb4IQQTeAMIBnXvAnCrL/heBH50X3jcu8Nneg2ALQDmAPy31YuEidkzMN9jMYrHWIw6B3BFdyXa90ugTR7cBt+DIL6s5rWfcAE1s/WeeQR+T/3NfwLwOQR56ASCtld8N4BbEbTt27C+ja83BrB4dQ5huY1hQ3AuCeAfELTBJIJcZDWvcQjaaQuC+LUNwYIowDPewfue500YB7gewLPwz5vAWXNsC+eGAHwKwEcQtP2HAXwKLqY1qvHqRHjsHfC+F4GdPBRe660IJqG+D0GsugtBzFRYTDoLWIwynCl8wb8WQZ98V5iT7gm/ejsCf9CL4MfE30Uw73gZgjz6RxGMe4BgMcsdCPLQmxGMVdZDFKfC+63OmQ2E9VlFNI5zxbV9kqP+8ccQ/CA1jMA3/kjLc16SY6RTrjT2Bf9X8udfuKL7ZQC3ob2mzAdlNdIqfiP8bDb8ZeGHADzvV2tf8ErD/S1XdL8C4EoEk8EA8FVf8J8GotU9q6LWtwIY9QX/H8O/n3VF9wcAfhDBL6StGEDw68Tp3LsV7/cFvxzWZfWzYvjZo67o/ih8zi+s8Zz/e7Uc/tI254qu3xf8fPjx3/iCvyf8/s8QGCsQOMB9vuD/KPz7AVd0/xfAvwCX2S+Gz/diwFpt0A4/AeAXfcGvBpzWdv1+BLTeN/mCf7TNNZ5nN+vgo6urxzdQv3cA+IIv+NXEZgacZAKCxO3LAP7YF/x/aTn3xdTe5xIvA5AG8Nvh5MZfu6L7d/L9OwD8b1/wDwBA6PfmXMA0eDWAx33B/0343UcQTty1wQDi7flC33vVRgcALKz/GgyCj8iKp79HkJAA67SHL/h94TFR3HNFV0OQ+FwF4B5Z6esQJDs3yLEfQJB8/PIa9Wnnb/5oNdFyRfeXIPX/BwB8yhf858PvPoRg9cTLEayUWH3Gg+H3DQSrna9xRXdCngUIVqq+a3XyMYxTB1zR/Yj8km++59SwGGV2crpYr18C7fPgtXC/L/i/Do/9MAJmwcsQDNoUq+2jtlNDsPJnS+gHWjet/nVf8CcRrNb5EgJ/+Zk29VhvDGDx6tzCchvDRnAbAr/9CzK5G/Rx759BMOEBACfg3IcRMGY2inZx6G/gg7EtXGxs+10Anob3q3IWfw7n3g3gzQA+Gn72UfgwXjlXB9AEcB2cOwDvjwI4Gh73TgAfhA/yLjj3AQDvg3M7otXGFpPOFhajDOcaf+cL/mtANIb6AQAv8QW/CGDRFd1vIZiY/V8IfgD4HRmf/DqCxaLtsNG8WMdx/wLA075An+SCTfveHK6WvhXA63zBVwF81RXdJ9e43iXnZ0650tgV3Y+6onvIFd1JV3QnEVAJRtY55eApPtuPIFCtda+fd8GOg/Phvfpb7qWC+iUAWRdoj+wAsGW1juG570OgW7IW5hAM6k/n3us901qfrfmcruiSruh+3RXdXld0C+Cvc+s9Z09Y3gHg9pbnfAcCCs4qegGcXKfelxLWaoN22IZg1Xw7vAfAX64zGAfWsJt1cC7r9l0IpEx+f43vXkztfS6xBcBhH9fG2t/yffS3L/glBIOjreF3B+U7D6BVQkDRajcv9L1X72V2cXpo53fXa49VaJv8E4KVFf8NwJQruv8ZrlAYBZADcL/478+En6+Fdv5mo/VshvVqV89nEPi99wM47oru4y6QeQKCWPO3Us8nEQwUNKaa7zk1LEaZnZwWTtEvgfZ58FrQ/t5EECvWyr9X20dt5xcRrDi8xwU73rcyBNv5oXXrgefnxhavzi0stzFsBNsA7F9jNTDg3Bic+zicOwznFhBQ89cbD7firHKXEPvRJneB98sIJpV+GsBROPcpOHdV+O0OAL8D507CuZMAZhH4Mb2WxaSzgMUowwsAff8jCFiU6hPUH2xpOf5UuexG82K9zno+aQuAWV/wygRcqw6XnJ9Zd9LYFd0OBDoi7wIw7At+AMBjCDppO6wlUL5NytsR6N+03utVCHSu3gZgMLzX/CnutYqDAJ7zBT8g/3p9wb+pzfGPIKAIn829z+g5ESzB/x4A34FgYnpytRrr3GsVBwF8bQMWQgAAIABJREFUueU5e3zB/4wcczXar47uVLQTvdfPlxFMyAAIJucRn4w5iICO3Q7fD+CtrujW+0X0aQTakJp8bKRuz6sf4hP9p6rbHyCYXPp0SNFRXIrtfT5wFMDWcPXnKrZL+QiC5BNARI0aBnA4PFd1SZ3+vQZi/uY83PtqBIwE+0X83GC99lhFrL/7gv+IL/iXIqBB7UagrzeNQLfrWvHf/b7g2yWyrXZzuvV0CGLSevX8mA903XaE3/1G+NVBAHe0xJqsL/jD4bVTCOQ1zPcEsBhlMeqcYZ1+ebqIclIXyLhNYI28NFwNvxfib3zBH/MF/5O+4LcgWL33ey7QkDyreuD5ubHFq3MLy20MG8FBANvh1pzM+yACv3MDvO8D8MOIj1FPtRHZIwAua3PttRCzixDbsU7uAu8/C+9fj0Dm5CkEMQgInuud8H5A/nVH+sgBLCadJSxGGc4xtH9Pg6vIV6H+IBYrEG+7tbDRsZTWYT2fdBTAkCs6zZdjdbhUx0inWmmcR/ASTwCAK7ofR7DS+HTxC67oBl3RbUNAl/2LNY7pBVAP75VywaYxG9WPuQfAgiu697qi6w5X817niu7WNsd/GoFGyrm4t+I/uKLLuUBj+MfR/jkrCH5dzyHQG9wo/gHAbld0P+KKLh3+u9UV3dVyzGsQaA9eSphCoGuzHvYg+DXzu1ygh/QrCOgzq/hDAP/JFd0VLtgt/gZXjOllHUFAb3i3K7qfXesGvuBrCORG1HamEGgdnaovPQTgB8M2uwWBpMgq/gyBYP/bXNGlXNENu6K7qeX8dyHQ5PkHV3Td8vml2N7nA99A0OffHb7z70NA11vFxwD8uCu6m1ywedkHAHwzpGF9CsHGUW8NA8O/QXyCpRWfB3Czo0b6C31vs4lzi/Xa43kIffLtoR9aRrB5ayNcRfEHAP6rK7qx8Nitrr32/j0ABlomANfDXwL4Lld0rwvv/fMIYs3X1zrYFd2VruheGz5TGcGEdiP8+vcB/Fr4wzFc0Y26ovseOf02BEn0JbPBw1nCYpTFqHOCU/TL08VLXdF9Xxgr3oPAH9zd5thYXuyK7vtd0a0OzOYQjAXOtB7rjQHMPs4tLLcxbAT3IJj8+HU4l4dzWTj3ivC7XgQbyp+Ec1sR/OitWD/eeX8IwQ+Yt7U9Jo5PA9gN594O51Jw7gcQ7A/xD2se7dw4nHsLnMsj8GlLiOcuvwwX7vXjXD+c+345dysC/dx2ftBwCliMMryQ8AXfQDCe+TVXdL3hOOTfIWA8IPzu58Lx0wCCRZ/roXXObyP4NIL5treHsSzySeG45z4A73dFl3FF920IpHQUl+QYad1BhC/4JxDsSvgNBEHiegQ7mJ4u/g7A/QgGJZ9CoEnSis8i6JR7ECwBL2OD9MnQwN6MQK/mOQS/UvwhgpW8ax3/AIB5V3S3n+29W/BlBDpQXwTwIV/wn1vjmD8J73EYwe6xGw5cobbLGxBoNR9BQL34DYQDTxdsUHgNgo0oLiV8EMCvuIAqvaa+mg/0oH8WQbsfRjBZo9S2DyNwNJ9DoEn0vxDQafUaBxAMyt/riu4n2tTlfyAueL6q+T3jiu6BdZ7hPyBYqTWHYCOIj7Xc900IJnlmEfSTmHh6SNX7KQR2+Xeu6LKXcHu/4Ah1iL4PwWZncwiobn8j338RQZv9XwSJ9eUI+h18wU8jWPX3mwh+/LkGQQCptLnXFIB/QsAwOB/3/iEEdmo4B1ivPdqgD8Hk8BwCXz8D4EPhd+9FECPudoE80RcQaOevdd8qAj2/H17r+zWO/1Z47O8iiIFvRrA5W7XNKV0Afj089hiCjfXeF373Owg2MPmcK7pFBHHqdjn3HVhbiuDFCotRFqPOFdbrl6eLv0MQX+YQ2MT3hT8srIX/CeAdjqtEbwXwTVd0Swh8wc/5gn/uLOrRbgxg8eocwnIbw4bgo3HzLgQb2x1C0F5A4P9vRsC4/RSkDUN8EMCvhBIQ7TSvW+PQenWZQbBnz88jaPtfBPDd8H66zRmJ8NgjCOLRaxDEVsD7v0UwLv54KK3xGIJNs1bxdgB/DO/XtGnDhmAxyvBC498iyJGfRaBV/TEAq/uB/QGCPPkRAA8imOCto/0PBn8C4E0tixnWhS+s7ZPCOAUEY6BvC7/7zwh+ZFCfckmOkZz3/tRHnc0Nis4DuCLUwLlo4IruDQB+1hf8qXZd3Mi1JhFMVqd9YQ19qPMEFwiF7/UF/3sXqg4vBrii+yqAf+sL/sELXA9r74sA4Qq+QwDe4Qv+S22OuQbAHwO4rUXv75ze2xXdmwH8iC/4t52rexguHFzRre7+/RJf8CsXuj4AEK6S/jKCOpUvdH0Mz4fFKIMLNq/c5Qt+Qz86hed8DIFu9jmb5F9vDGDx6uKG5TaGM4ZzXQgmdF4XblR34RHU6WEAr4b3xy90dV7ssBhlOBdwRXcHgN/3Bd8qJ6HHfADAcV/wv/0C1eEvADzlC75wKY+RXrSTxucSF8ukscFgOD8IJQW+iYCW9QsIqJSXnY+JvQt5b4PBYDBc/DiTAfkLVI9LfgxwKcFyG4PBcD5gMcpwJghXDP8zBKuNxxEwV+72Bb/efh/nug63ImA5PIdAAeATAL7tQi/UeKFxKo07g8FgMDwf34ZgU4ZVGYC3nseBzYW8t8FgMBgMhksTltsYDAaD4WKFQyChM4eAzfAkgF89z3XYBOBOBHrqHwHwM5f6hDFwHlYaGwwGg8FgMBgMBoPBYDAYDAaDoXNgK40NBoPBYDAYDAaDwWAwGAwGg8EQIXWmJ2ZzPT4/MHxG57p1v+S38eN8m8/XvpprcxO/zl8tV1jzDlpuf60214193O7p4l/FVoL7tY+ZPnJw2ns/uvZNLy6MjIz4ycnna5WfyXp3F3s1p76CE6No8yoveqyU4ky9eoMS2j09PVHZtesAIfbt24/p6emOePRsOunz2SQAoCkN55IZKadZjj1VM34x7U+Ov5l5+f1Mz2/U+X6XSyV+3mjK8af/21uc4ME/vFu7v7s2nieZOHUTJhLx+mnd1b+4Nj1B+1aj6TvG1ySTSZ9KByEuk2aoq9W5MXOjwc12M2naUK3WXpretYlRTTHOeJnvOyHt5bRdpB28XLWVCaS2mZTz06lkVE6l5FmrfNZ6XZ9J6uHWvl/Tt/SddjFVTVaeW6/b8J1jNwN9Gb95NAcAqFer0ecpsaHYMze07eJ9rdmUd5vIRmWXoO/K9eR5gmM7qq/v6x/gIW3iWNyGWrGBiKfnt4mtTa++h3VNbMAPrYd2hLcHH7y/c+xmaNBvmdgKACiL3TSazTWPT8n7Q8v7U7+k53uJZwntX3KMxiz1/e1yAh9r93Uy5HXt6/nHbCyp28A1gbbjgpgvljh8bF/n5MTZTMb35AJ/0+4dtO29LU2q78C1WxMkH2ezXVG5W8poyib0miNIzlUVG62UluP1ba6dY/g2sWZxiblVpcKYlZAHTCf12TQnifcvzRGbmitJfN8uY5Bc+O4B4NGHH+oYu0nnenzXwBCAln4uLyAhz68+2rfE9qa2t5SbsXyZ5yfEzjTXicUEvbfYqWsTT4C4nWve1JA6JWJxR6stz9B2/NM+TsV9q9qavjcen07Rnk4cPdIxdjM0NOInJlbtPzbIWKsYw/Nea5sD2/nos8E5usyG4dvFO9963Npfee/WPGi1ePjwAczOdsYYPJ1M+Uw69P1t3ou2j36eaGm42Dtq+jW/iY2TsPZ7bLbJW/RcPaa1HqnU2rlDPIby/HpD/WKbXEqeJ5WU2JWOx+L4fB+P65IYF/eNPObY7MIF9TVnPGmcHxjGG//1e5/3eTsHoQ3mEu0nWfT8tA6QvU7SyHUTazd2Irm2MbabrGn9qynXymqgkMaratLumOikwKRdjcg39d20TOSo4xGjV0PVyR7tR39YePd+dAgmJ3fgvvu+CSCeCMQmK9q40USLs47Nr8US0zbni63EJstcGwe1UXe+gcnr0w2csauIDT358KOx42ZOzkbll73yFVE5k2Fyv9az3nrLy06rPhcS+WwSd9yyCQCwUuHn6YFtUTnRtzkqZ9K0q2QzPsnutT8lOUhqJrt5vrTV3OxMVL7n/oei8uIyr5tMyeR1G5eqkwBAi71D6iR+BE3aa9KLb3P0L/kc75eUCadGndfs7e2N3XthYSEq6wAtBRk0inuqSz+dW1rpGF+TSqcwMRHYzcS2TdHnx44dicpz8+w/kxO0p6OHTrRcje2VyegPFLSVcpkTRaUSDXV5mQPi7m4ZpHfT5hry409D2rEsk74AkE3zu55u2t2WUf6AOzzECcZjB7lp+ewMnxXgdZIyEaCTzBUvnQ2AT6gN00BqVb6bapXHpJO0zblKuWPsZvNoDh/94CsBADNHDkefD24aicq1CmNxc0km5psyAQxgcZm2Uu+5Kiqnc1uj8s0vpy9OZPqj8oP3PhKVX//d38tzM3yvOmBvxJLa9v7GtfnBoC75Rb0uz9cQu27yWfuyfVE5180J8Y0qnulxzTYTq7l8smPsZsvEVvzJJ/8GAPDMIVZ7dmUpKmvWN5Tn+0uKTwGA2UX66MUyJ+TqDfbJbJb9dmFxMSrPnzwpx7BdshmJd01ta/qeqkx2A/EfjnRyrl17NSXueCm3+2FKjaDemo+3yfN1LJFO8x10dfFZP/ij7+kYu+nJ5fDdr3oNAKChP1i3mRhNptaeNAPivjyTEl8kr1bSHuy+5vKofN3Vu/hFiTaEMtsxNTgRlQ8vzEflZ+67N1aP2opMAsuPtE2pcE1815e/cn9U3ruXPrc7xTYd7+Hkblb2G5+XH/MBYFli6WKT5eGxLVH5Qx/5H1H55pe+JCrvGBvoGLvpGhjCTe/8RQBALsN3k6jQR+Sa7M/5HH1MuRmP7bXluajcWKEvqag/SNFwMmnmLtWSxgQuXOmWAVo+rXkBbXmpHK9HXfzBSpXfzYmt9fQxn82JLS8vic0m5Adeyad8QvPzuL9p1su8bpZ9J+n53sT9YmyEY47//p//fcfYzcTEDnzyH74e/iU/MMqciS5IkHksJJLxcWxC2lJ/JEiKj04mkzhTaNxIqd973iXXXqTRdpy/gR9Q1efWJNw146kVxN2gVtd8jC+uXtN4G/z/vd/zyjXrcDEik87guu1BfNBn0Tktl5Y5mERTzo3nNhr+qxX6FyfvO5uT8Yn22ZqMNWrsjBXxFd05xsCKxK7uTHxsPjTK41JpOpJ0F/t+Sn5Imp2hD6o09UczyaHL9IVDA7z++Jg4KgB1L88nE8qTA/SfOvZzMjb/tY99+oL6GpOnMBgMBoPBYDAYDAaDwWAwGAwGQ4QzXmkMAIlwJZEu4d7IispWunQMSoGRFbeJdhRwOb65BgXgeXWSy7TSt5z8Mtolz5TS16T1cHo//qrQbPKXlXSSP0Nl0vzloCcXf/UD/UNRuS6rwPYdOhaVl+VXzvgvpp0DD65cVBrlnie/FZVHxrjyfmR8LCrXavFVMA/dfU9ULq9w5efLXvPqqJyK0dJ5v5TSq5ysoJHrx1bHt6G8BdgIxV9XMK9Nt2hHO3Sy6mv/k3ti19377LNR+eaX3R6Vk0JRR5tfWzsFzjkkXfA8DVk5kpUfMC/bOR6VR4b4a93y3PHYtY4f48rLkq7ulFWU9TLf97PP7IvKC3NcgdHUFXp1dsxkYm2KW1ZW4gFAVlZFVevya6ucX6vKT9gN+o7t27jicaCX7bx0kivatJXzuW4oyv38dnaaqzOqJdZj81auoliQz+eWOmcj83qthuPHg/ZfLvFX4s2baStdXXx/Wye4iqonG1+d/cxe9rOlJb7nWo3tEl85qSstJEbJr+lbtnDl09xJrvQpyeqbRsuyhnKZ779e5cqYlIQlXbWsKxjH5X668H1hns+jv243WtxcQykgskqsKn41Rj8+S8mCC4VEElhdBFotC4tA3vHiAvtEUt5lMhWPUb1ZrhJdWXogKs8d+VpU/ub8fVG5keNqv0yOK9+f3s/V8Rp/lCJbrtAe9h2Jr5RfkRXgzabmPWyjJWEdlCpCB27QNsuyav4VN10TlW97yfV8hlbDOQNZhE5EKpnESH+wUnylxJX/Q3X6EmWDJKUPlV185e6UxJSTi/RdXuJAtbJ2Dpjv5qrDLok7ZVnxuVRin2+3MguI50ntVmrFpDSkrKwePb7d/eotlPl2K41Vfich/lF9cSfBex/VvS6JZqMNFbcRo8DGbcALw8A3uVp92zhzhltuujYq776CMa8rw+s+deDpqLxwnNfZ9W2MIa+/446oPJiN5zdHn/hqVO5OMD7kZHV9GfStJw4d5P1myYiZn+e5c8uy2lp8bq0ZX8lW1dxexngHDzP3+9AHfzsq/+y/fTc6Ec5xQa2TVaLZvKwIlpWPVWGJVJPxfp4ZpI9qOIlhEtu7ZFyakdW3qTzbMSErBFOSy+bFZmePTEXlqZZV4j0DZElpHqPyGTVZ/dwUWbqkjNN19WdKVjp6eYaVcovUn8S/jKzA1fPzwhTbddkkOhMOiTXmD3RaJlZOrl0OjtM5mlOvNG4X59uNS11sPkgZFuuMwWNzRadeaRwnviibW2KWTgA8b4yv1+WnzTSvlc6w7vVwtezZSnqdV3iPeijZV5Vxabf4/d4+lldkSX6zHo/LVVn929XN99LXz/PzeY7h936L/kKl4HLidzR3KAnjs0uYKk3EjbdcldxG8uPejPitPp6zNT/Ie1Rkjm4f40o6w/t1OfqKiWEyCwFgTvzq9AznKGaW+a4mt9IXxuYCLjBspbHBYDAYDAaDwWAwGAwGg8FgMBgi2KSxwWAwGAwGg8FgMBgMBoPBYDAYIpyVxkG0FL/N5nIxiQg9onVXdl3eL582Y7T6NpVQCpfQ3todH9s4r4UekNDNPWSjhbrWSndmTAg1uan0O6HPCQ0on+Exk5u54Q0AjI6SMr3voFDqhboO2Qyrk8mcawkyTB+lDEeXUO7GNlGe4uCB52LX+dYD3DwjKefMX3ddVO4Z5HtO5kgdWDhOClxGhNNTOaUzCMVmHXaKUl2qSnkSSlY6R3H1ZuwNiP3WtV+wnJLNr4aG4nZz/KDIE8yTRpzrJo0wvvEMOhAOcAFFrEvaavtWbm42OUZ6nZcNLZKpOL0/IRSYJaFgr8irPzIrG8XJpiCbx0k5TuqmQvJ+u/Nry+voJj1AnG63UuL5c3Ok6+XzQvdZEgkLofssniT9fWGG9d4xwX4zMxOX6MjJdUcHaJcrKVKKxoZJcV57y6OLH9nuLK65djcA4Fvfeir6fEY2hMuIPMXiwqJ8Ht+44Oabb47KIyO0gwMHDkTlBx98OCpXZIMH3axM231ujvXQPtolkjq6uz0AnJwTmpLGK6HuLZZo/1nZKKqnRzZ3kXjVl+Ax3T30L4MjcV9TrvG6zz23LypXaqS6xzZpkjI6R9UE3idQrQeSLgnZPCPTLVIfW0XWYZbPvzzXsiu9041m2PabqP6CPSukbB86yjaa2MTj7/1HSljIvoPIKPUT9Avzyy3U25rmDhKvRI6kKvGnJpuYVYX2P5Bh+aarJDcR+mbrJny6NiG+E31HBqO2SCQS6Anzh52bGX+rKqslmw2emJ6WclxOZLCX9EzZMwWVMuNDJql5Jg9akE2jVkq0gznZkG9F5Lw0J06n4kOChNxDGbrtJCnqwgt3zbWpwZqnx+QsWvJx3QS63WZKMYmTDg1U3vOdKA26/TbduqFzvL3KZfro3bvoZF53y2VRObNCu/vW55lD18S/D1/G4/uuvYX3yzEm1CTmXHUtJS8AYOUwN/FcPMTYi5Ok8jYTzDFu28brbsveEJXvf5Ljgj0HZLO2mExgyzBWDCERkxlk+Zmn9/G6+3iPjoL38NEGUBKnJGfolhjclP6kElsA0EiLxJS82qTkIr6qMn5C55a4mK/TP42KBGNTxibTR/ZF5RO1eJ/3ybXzB93QU32GE1nI7jTtSTe2aojOjZK80zKWAICSHJdN8347tm2PyoN9pIxfd81udCqiLhJ7/epX1pYQag3Zvs0kz0bkJuLSE2uvX2y/eV373CF+67Xr0W4j1/jc1Nr3dhu8dyLR5lqrn7vOyX+avolqLcgZstLfs73ShrIpYlnGsamuuHxQvo/9LisSE5msbJIqY9yGbNqp9pbtZq5crbK/10XKwWV4zYUSx8cAkEox7+7JixTEgkhHrOjm5oyPQ0P0D9s30+/kuikzOzzM+s1U4vISC0sctzt5b/UE39uTeygduW07fdCFhq00NhgMBoPBYDAYDAaDwWAwGAwGQwSbNDYYDAaDwWAwGAwGg8FgMBgMBkOEM5ancM4hEVKE4nTEtXeSbEdXWA+6e7JS+tsu6tcdMdteVernW+u09q67XufW5VnrFS4f151b00lSC/NCf57YPBqVhwZ4DADMzpK+c+gIKVxK0dPt2zto380WeDRDCoiaRFKobnNC1Tz4FFvyK5/8+9iV5g9zR/mRraSDPvAN7kyf66dswa2vfmVU/vqX/ikq77ryyqh85U3cBb6mdi3UyfIyqQUAkMmQYrH36WeickXoDLe+/BX8XOi+SjE9MnUoKk/PzETly668PCpPnaBtAMCJ/Xuj8v2f/2xUfu2/+MGo7OTdJpOBDXUSNdjDoRbS1sZG2c4DXXzvU09SGqBRJcWjXom3VVPos8ku9sFclvTIRpX03kxGdnoV6ZKubHdUvuxytk9phf1YhR2OHYtLRPT08FrDgyIFUSUVRwm5VbHFkyfodwYHWY/+Xtp6QiQH0mkeAwAz06Qmjg/zubfKDuslobcfPtaZ9M1MOo2tWwOKbllkY1ZWRNJjgZSlxx4jjXZsmL4aADZvptzH3mfYxifnaSs5sQ8vsaUhO/72ShstLlIOQ+nXExNb1/wcANCk/S4u8Dk0Xs2c5DNtGaeES1YlcsS13fASUotvvPElrMf2iditv3zXnVG57r8clWfFVy0u8t7lCm25k9CoNXByKni3K2W+42QX3/HKslDgREFkYDT+O3x1hf49JXTblRrPf+QQ6XvHRTYAjo30T48wNvgUj+9ymnvxfddbMgQJOTEpJ92hvlanndZFRqEkOz1fPUH63d13P8Tr1Hjv224lvRwAujP0b0otbkdJ7VR471FtBnTGvj7GlvIC/e1imf1Du3a9ylwBANJZ9tWxfvpoN8gdvJVuPjdHn9QrtM2lRd67KlIVTuJ/RijomocFDyV1FDuoiUE1ldKrknJymZgMRRtJuUazRZBBLtDufK8SGJ26BsYBzdW+IP05KXHDyStWuv2Sj9Ned24m5fY7b5mMyvkqpZDmjjK/Tq7QHusiXzJ3nHZ2zU2vj8pd45StWFkmdbc7z7gGALlR5kR7H2dcrc0yDzp6gvEvDfo0tcBrttF3DPQwp3nsaV5nfrlVyENkEUSyx4mkwkKZ5f0rrXI6nYFUIoGRXPB+MkkGobz41Zz0ib4cKdjpWpyef3SeY6mKF3mrlMg8CFUbTZHJkUtNOB6TmWH77j9xOCovLTBfGNi8K1YPlVdZrtBf9fTRvlRWcnmRNx8WPzkmeU9dpLhUtmJkjDkdADz79J6oPD7KXHhkmDGvW8Z6qQ51N9571CIpqjYSCikfO55/tMiJtJE+jEtarC1TtJE5oY1KUmwE7erULh6pjJePa2/E69imhm3C4hnNhV1opNNJjG8NYkJCnrgkMaBZox/NilRMo2WuoSH6Nytl8c81ldtieft2kYWs8n45kb1orrBfL8n7zY3y84k86wQAtRneu17imLok0mx9E5xv6Jb5t6Tce2RsW1RONei/BkZ4vxNzcfmxVEMk3/IyRpOxemKIvmbgihvl7L/FhUSHuj2DwWAwGAwGg8FgMBgMBoPBYDC8ELBJY4PBYDAYDAaDwWAwGAwGg8FgMEQ4Y3kKgDSR58s8hN9vkIrQjiqvbLXmaVMTdD5cd27W+sWvGacZyKuR3XldQ3ajntoXlbNJnj25nXTfXZM7o/LoEKlj1XJ8d/NnD3FH4zmhS9VjOwPzmTqZ2bn6ppRaWC+T3nrXF78UlXtl481sLb7jb32ZlIJn95BmN3eQEg6ZPlI1r7yeMhR+mdeqy47ktQppAxWxS93Y+8mHScsFgL4etmtlidcqLZLa3BCqdlPvIZTlpQXSuUqzLB/deyAqP37P3bF7jwid8fAD9/G4y2h326+4mnUNd//tIHUK1JtNzIXU2rTs+rxfdmR2C6RfTmwmtayySBsBgIV5/p3tIV2v3iVSAU1SYPp6hV4uO7Hme0X+QahcS/Okp+RypCh3p0mdA4ATx9jfvUhP7NhOWYTlefoIX+W1+ntFJkM2gJ6fp+0dPsr30Z2Ny1PUGzTmvftZj74c6TSlGt9BxXcmfbNSqeDZZwO5mKNHp6LPq7K7boweLZ8vnqQ9AMDhwwflHLa3Uv3TafblqsiMaOhrii5ESmQGKuIfxsdG5IT4u3/uuWf5h1y3XGF7DY3QhpS8vLQicjm3viwq3377y6Pyli2UpMh2x+lcE9tJTf6Jn7wqKh85QumE3/6d/xqVSyu0x05CIuGR7w7ao5kQCpxwxJdO8l168eGNCuVKACCblp2mkyKNI/nCwRlSrY+IdMymPGmx+/fzmHwvfUGXyJVUKyLL05KTuR7Se1VaR9mpTaHx6i7iNZHSUNmKx57ZF5Uff/KJqPzcQcYrAHjLW94YlQd6WPe60u+1umtvbH7Ro1qv4eBUQPPe3M+2G+gS+aGm+Fihzu/efUXsWkvSd45MMZ+Zl8+rItmwILIw+Tzf8cQWkbo5QV+1JHG0X2jdrZIyK5KnKnVc5SkUmZTmq5p3N6XMejfjvN3YtdrvcK95GWOySlh0ElwigUx3ENMrGh+ExiupB/r7GP+3jsXzihsnGTu6y8yPvMh05cQnlYQmW5e4lhK5CJU+SmdI910uM+ZUW1RNRidpz4PjtMHpOeYljRXmYtPLrMfQIO36WLDHAAAgAElEQVS3WqKUwZBIttxyNePU/U9RWgEAjolt67ixIeVaiRX+wtcon9FJyCST2BHK76Udn2fTCKVFKgu0gW6RY9ss8gsAMHyEfe+pg5Lr1GgHeZH3yC3T3wx62oGvMG86JJTs40mRdRjn2GR8O2VMAGDfQcr7IcHrOk+/lPK0/6TEZ5UQSMiAbcvYOJ+nSf800h+Xp5gdpG36JK976Ahjb0lsq1rtoEFUC6Lw7tRHry37g5a+/YLUp90cUGzChsVEy/Fno/jQVqpCJVEln/LN+M1UvlSr1RT/rY/RXB1/tZk3uzjhonm+Som+ukv6Sb3G/KA7K5+3zLNVRf4hIzIPszOMUU7m37aMMl/dvInl6TnmJqksjXR0gOP6nm6pRyWeHyQSfI6VJstVqe+OUZ6vshpexncpGfelRIptYYmNns8zBgJAokukwkT2a0nO2bx9c1Tu7qEExoVGB089GgwGg8FgMBgMBoPBYDAYDAaD4VzDJo0NBoPBYDAYDAaDwWAwGAwGg8EQ4ezkKUJOQDvpidPdKfP5aLOD52meGyuusxln7CuhvcBz+XlauJODeVn6vkxqy2i/UIVGSR/znq/7yBTp0gBwZJbL1SsgBcwJJVbrlzjLnUQvFJZLZdz78OMAgCMHuKNuTSjOc88+HZX7xki1Gh4mvQoAkj2kKU0tkBpRWlybnvalv/5kVF45TOrU3DHSjx6975GoXI/tBE4KwZEDe2P1yMnu470iVbFc5jmH93BnXif0jHQf6QzLS6RnLE+TVqaMz75GXNZkbIi0Y+6ICzz2uc9E5alDpO+9+k1vBhCnH1/sqNYbODAVvI8Z2XE7K7SOsRxtYXREny3OrapX+e4rC6SSl+uUaejuJQVmOMuXvyiyDj097NfHjtJ+VuU/gLhEQbMR3+V8fJzUuEwX65jPsbyyLHT2LvoE1aSo+LVpMlPH6Y8q+TjluCnUPS+2OyXSGpm0SOF04G6/ANBo1DE3F9jN5s1838eOkvI6N0cb0OdMtTyzylBof0wk+M4zGcaDxUX204ZQ+kulFTme7ahyQydn2XY7tpGGCwBJqddyhe3VlHokSvx8547tUfmOO+6IysPDpGzm+2jLTz1NeujH//wvYvfeto0Uq/e975ei8pLIBH3znm9E5a999WtRWd/HxQ6X8Eh1h32vrv1WdjMeYlvXauxfS1XJGwCsyPmzs/RR6Tzf+VCSnw9vk52UszSKgT7eu7tbdpmWXCElPqKZbEntVAqlTtrviux+rTRLpQ16iX2NBp81mROZC5EJ+MwX4hJK+0Ua5nu/6w1R+cordvFakt3UO1Sfolar41jod5dm6WNunqQsVm2Z8hJPHKWMx+bN8X6+VCddMit+pVllGz83T9mKqmcbpUViIiMp/vZR+sDGEHckn1tiTD1ZjffTaY2RGsMkfxgV2YCJIdLej84wx2pImzZEUkVZ0D4ZX8PScJr/83Mn99ZyK2W5U5BMJjEwGOQNJclP9Nku38b2eukulkd9XA5neZY5tUo+ZLv4bpdOUFpAZU18nrn2+CQlzQbHuYO8V5024VzTiwRIiBxOr0ghLB2QPG2QufLxRfaXBaERZ0ROYGmaedbAMP3ktZfFpRZKTzP/Py5Sf00d7oqdH3vkAXQiMgmHbfnQB8vAdlM/7aOcETkgoVdnu+J58Y46qdBpR79erfK62QX25yHJU2eO7ovK++fp65+bZV5Q66d/G9q6g9cc4H0BYEhyZtTplwZEOq0/x9iZlMRpUaToyiJ90mzQFhfnRXZN5LoAYKnEvlRb4HEJcSvZNONwvdlq9Z0BD2BVYcHpHIuOC6Sbq1ttdbFO4rZeS31x3C/H9BvkfnLDWNGv+Tl863pHkQ7Qw1RuYu0pITRVekIlldauKlpVkNrKekjMc6qy0VGyFAGajSYWF4K+2ZXiu3YiWVOt8SHrIm9Ydy0vLEE/PC8ynJD8oj/PeyS9yHmKpJlKRI4MMwepSAw9fIh9utVkJrfSj9Qkf+0VaY1MUiTplhgzVkSGp6tE/zI0wJiWzTGeJl08Hy/P8v2UVhj7kjKOO378WFQ+WYrn1BcSttLYYDAYDAaDwWAwGAwGg8FgMBgMEWzS2GAwGAwGg8FgMBgMBoPBYDAYDBFs0thgMBgMBoPBYDAYDAaDwWAwGAwRzkrTeBUxhZZzqH/pY9ovp3dd1QKGaPXE9GRatGVU00+kU5CA6PiB+ipjY9T6WjhOjZJmTXTCRPPl6Aw1a58+TN1KAFjx1KpLSN2zCdU0ZqWqnSn7h/nFJfzjl74OAJieokbW7gzf61Uj1KfpFe2teiWuC5tP850NdvE9H1xhe5XrbNP5hx+Nyirpm12i7ldumec2VLOqTj2bHtVyBJBp8hy/Qi3ipUXWd0H0iiuLLA9uo6bXyPhoVN63l9qiWanHjk1DsXvPS327ktTiSZ6k/tsB/1hUrr729UE9O0j/z7kEUulA06y8SI2iimi3Zmq0n5PzPCadjD9nXXT4IFqkSTGIdI3tVvbUTTp2kjpGy5WDUbmnj5pGiQT19FZEv7arO651GtN7l369tETNy9mTfI5kivUolfncvsl7jPVRT8k52lJKNJCBuObTzEn6qob4uYFe1nd5Oa791inw3qMeaoPOztDfqvZwTGtfTCVmJwDSaZ7TJ+192WU7o3JZNPJKpSejcqXC/tsQQbSytKPqG584Qb842E9fCAD9/Wzj2QXaGqq02fFN1NX+jtdTQ/a662+Iyisr4lN2TEblvc/ui8rpTNxuVK7t4GFqZ95wwzVR+ZZbb43K999HrchO0jSuVT2OHQr6wtRx+uodV7Hdjy1So3G6TL3FSp39DgBKdcYKl2B5PMl23bWFmma7djGneOow+/9Lb7ksKjdVLzChWn605UaLjlxvjb6rLjrLUwv0m0cO74vKJ2ept9sUncn66BVReTnNWDTQzRjahbive/DR53it2qej8ve/5Tuj8vFZPmuP2HgnIZ1OYfOmQDd4dpZ7NDz0jS9G5aUl9vm/2Mt85Oqrrotdqy7vPCPa5d9+NfvXxCRt8JnnuGfCYI/YYJM2sfcgj8nnaX+lMv3I1AJtEQDmJZdqiK2lROgzIy506wB1/Kbnea150XJGijldU3SL6y37LOgeDeqnk0nRb5dzMp0nFQkgeLZ0uLdAV5X9cXyI+e0tO/le88vcf+HYFP0wAFQrPH+lzve0/yTff3We7d0/St+VGaPO/Saxx2yfaOTK9TWJXlqJ67uqvmUmS7/nk2yk/ABtcFC01U+coB7taC99bipNPeTlZfqLgW7WDwA2DTL+HV+Zlm94ftLzHo2p+9CJSCQduvOB3cwvsp/u2bc/KpdrfN8zxySvSMTba6SbtnLt5O6ofHKW45n5oxyT9CZ5/v4y22LvLMcdUyuMM5U5rRNtrmuINgcAW7ZcHpXHB3jcFTJOyooNnTjB+x07wb4wNUX/W1pi7jcuY/Yjx9Q2gKVF/q37kfTlaYO7r2H86+mOjwM7CY1mkB84nV+Q/E6kXDWEIBmXwgZiGsA8ybt248uNzOnodUSzPnZ4vCLxdF3qJElrU2JIIzb+VU1jxjjNs5oyIdQ6dI6FrTba+wrundI5Y/Bm06NSCny/k702uvLsAxnZHych72vV1laxJHsoJKStx4fZz/r6ZT+PAbb1yDjLi5K7HtrLvpvrZty8bCf3cSg3RT8ZQD3BMcn4NuavIluOtIznR/vpE4bGmGNdfcP1Ufnyy66NyieOci+pr381rkncn2VdxmR/lNIy39WB4/RtC/s5nrzQsJXGBoPBYDAYDAaDwWAwGAwGg8FgiGCTxgaDwWAwGAwGg8FgMBgMBoPBYIhwdvIUPvYfgPaEgzOiw8dOOc357YQsiReqhJPruNbailxFo0H6TVqoPIN5vrJUguWs0DMXFkjXOTFLaszT+0nXW6jEl+ynhX6eAWk9u7eTTiNsPXxrP5e+dxKqlQr2P7MPADC7QIrY9lG+vzHhwCxn+I7d8EjsWkmRfOhybNfxIdJm84M8J99L2prLkKqWzvPeWydI+cxmSXOo12gDyRaOjhOKRU2o6FeJPTWVAlOlPdZSLKc86Q+HniKV1C2QelFp6QbzCVK4+oR2n0+RjuiqrFN1KaBb+Ebc/i5mpJIpjA8F7ZjI8hkb85RWaJbY5xYX+Xk+z3YGAJfkC0yLbSnN1Yv2S1boTRlpwwWhDNcXeUy5zDYcFwpLpcLPAWBG5BKWl0mB2bVrB+uey8nxfKa+flKCFpbYts9Ok5I3NsY+UC63UEfrbPukvA8nfjIl/LR8Tu09LhFzMSOdymDTaOA/p47QXy4s8F0q10ypaS4R7+MrSstdpt9xadpELkM/Upfr9g+SWry0JPIlZdKjUiIFkciyfFAoSgBQk5jY1UU6V69QiG+58dui8hWTlI7IZ/qj8lAv77FpjBSu/h7a3OICqakAsFzie7vrrrt4jytIKd26lfarkiqdBAePZEiL7O+mvX/1IdrEfQcooVBNsh28E9sC0Ggyxu3aQYkJl2L/em6e/bO3RDs7IHTbnCg2NIWL2WyIzI0qrTTj+Zars14pR5945XbGu2sm6Fceupcx556vs61TO4ROnGNsrcn9qi0xKpuj3fX0stwUeaDP3vnNqDw8THvsJCQSDvl8YCOZbr7XQ4/eH5W9+N7BQfqL0vyx2LUOCe16aob9MFVlzPrBN94RlbcKLXJOJDBqEv/KCX5+3/2k5M+u0CctNeOxoilJZ0Z4mymvfo+fq+JbpUlbbopMVMOzT9UaLNeb8Xy8XlMZFn6XSknclphc8Z2pT5FIOOTCccWASEndduWmqJxenIrKxw7TVmbmRfYDwHKJfw9I3Nm7j2OPtGe75MaZE2/aRlmCwS3043WhF9ervH65RIrtUime3zRrjG2Lc8zNDh1k3efE7zUd27RRZ/3qsfhMVOvy10qcdtwteV3KMV+sgfk8PG0+IXl352TFQLVWx4HQTzzxMCXoFsVfbBpiDrq1l0Fkdx/jPACkKyJTMEvfnxDJrZkTlJhYqNKejoqsUXKF7f7KKylxsjDNnOmZY5S52PdIPM8avJnyOy+59baofM2VzDFmp49G5b1PPxuVl+ZZ14bIo3R30QdefRVtPJmMyyjNLTAnH+xjv0hLLjgywLy6K92Z+Y33kvaKz1U1hZjigrjVZqviQhu1iZqeI1/onEtVxkRpGVOnROZAK6KSEnOzcWmRvh7mFV3Z+JhvTcSSpTZzU+p7dHzo4wmOSic1pL56WX1vq1IXnSNOEUoohWNFnUPTGK1yHqIgg65EvJ919fJlDA6yrfoGZP5CJCn6e+mrhkfZ/2oNxpIpkY6sHKdvv1bm67pazGJ+nvZ3603M4V96I/PgpTKfdevklVF5ZJT+qH9MyiIR+aT4yIkt8Zz2ismtUXlsE2Want1L2cvyN+jnXG1tqZMLAVtpbDAYDAaDwWAwGAwGg8FgMBgMhgg2aWwwGAwGg8FgMBgMBoPBYDAYDIYIZydPcRGjKbtrutjumJDP4wSBJEiLyoBL17ePk+a1YxNpEAf2PByVUzL9Pie72u/ZQyrOUoV0lqSLL9nvkd1or9pJauP4JlLUnnqWS9frF89q9dNCrVLD1IGARv/sPu6qvu0K7o67Y5RUgaxQqtItO+1mJ8g36O7mEv9Glm3kRbZCNvREUnYCr1ZIuUuk2S6ZbtIieoWWlEq1biHr1iw2RAJCWTwpz25XE9rmvNCRh3uF6r5MamKiEZcHSAvnQmUzUjUel1wk7Wrvg8EunpUS6WIXOxLwyIU8pZ27uXvxWC/b/MDep6JyLitU1uf9LKZtIrTLslBmRYqgKRT7dIq2kRV5k6RQSsdHSdmulOOUTUWP7F4/KLt9l8uk2KWFphWjQAkHSuUlumUnW73OclmkFQAkhVbXk2M9Ek3aT22F51SrnUTaJOqNOmZnAnmAZIwrxudJJfmOmxoOW3Y+Lsuu9sOjlIJ4bt8Bni8ctJrQ0AeGGD96++nP9sku5ypPocoCtUY8Ri2v0KZGZbf71732jVH5xhtujsq5Lrbv6DCpqgMDrEdKfOFjjzCmtZJ1J7aSUvWKl78sKufz9JO5LMutMj6dApfwyOaCeFyt8/09+QT7VNLfGZXH5f0dPhan9y9UGcsmbt0VlatNtmM2x75dS/Gdd4kszEBeqLdiv03HY3TH8oSL229Tco/j00IRPbk3Km/fwrh5xRWk8T7xyDei8rLsfJ3uo8/0WfadVtql95KLCVVxYIT9KClnzZ+kpEcnwXkHVw/ew2c/80/R5/4xxqbtm0hT3DrInCK9HJc1Wary3e4vsb2/+MCDvJb0/1ddzrjYleH7fmIf88/lOm1ocnIyKs/t4c7czUbcbjISd/okbmh75SRnqlRJT18qMQ9W21SpOv28Xo/7m4buWC806oTEvLrkQ66T+L6CZNKhvz+wm8kh+uVMnX3t2afZTxcXa3JuC+dW/EFDJD1mqxI3hinT0LeZ9njZbsoJlJfZjjMHZNxRFnkKoSaXfdzXN8W/nZzlcxw5Qjs/Ns1rbZ3gOEdlRiri69LS7qUS271Zj0t01BuabWsOxmt50E+nJNZ3UqazslTC43cF8bq7RJ950xBjzrWjzAlHxFTSjbj01OKK+PImbaJrM33U/mGRSzu0j8ek2S6vmJiMyjfvpBxTeRt9z11PPhGVH5qmvAQATD9F25zfTTo4dvC6VclnuzPsLyNCac9n+dzbtuyMyoN9fJ7NY/H8fP8BjrNykhdnJI+plmjzg6OMl52G1VRVZX+81zLWLDdbJIRU0s5L/2ygnWwBj9knfiUl6xevvJKxrCE5tSpKHD1C6j4AJLayjTYkT4E2Dxg7wq99SMvhGs/0fS6KZE9C8h7fTKx324sSzgGJcDBdl7i8IFJYmS62oY6FutPxQfj4FvqnwVG+r/Gt7HPVFfbfREI+1zz2mIxrRY62f5jXTGcYx3q6RZ4IwHA/pV+vmGT+uvsq+r9sH/PgbD9lKGo1joVmj/N+xw9yPHjiBO99+eVXx+6962ra6PAg36Fr0g8/9hQlWKanL571vRdPTQwGg8FgMBgMBoPBYDAYDAaDwXDBYZPGBoPBYDAYDAaDwWAwGAwGg8FgiHDRyVMo+eHsVu8LXUoulBACUsrFyUjCsMTEMCnj1+7mTsIZcCn54YYsK29wqfzyMqn/lQZ3wU52kx7cm4vvXnvdJKmGk1u5PP7gCdKIDh8lfaaJOE2kU1CtVnBgf0DLrpS5fP/BULICALbvJPX5pptuj8qZUUpYAEC5xne+IPS7usgCKN2yLrsyp4Ry5Ju6gzePn58nle7IEVJMa7U43b8q9+7vp93kRYJg5sQJnl+RncRTbMfhbpZPLpLS56o8vjcTv3e2SVpaQratr2dF/kQonN+46y4AwNISqaMXO7ozaVw9EfSPbqHCb5rYFpVVVmRl/khUXl7gDqbBgXzHSZEmqEkbNjJ8j8MTtLlmnfSWQ9O0DaVilYTWqbSliQlKzgBAvc426enhM1UqbJdn9oh8gewYvyT+JS3yJiq344QG1uopajXxgWnaez4nvyFW2T/KJfq5TkKz2UQp3E0+LX5fKWTJDNtUJX8cWui2nu2VkXOcbO88MMC+/463/1hUvuUW7gieFercXWFfBIC/+qu/jspHjtAXbt4Sl+Tp6ZFdfm9+aVR+1ateGZXHRnhOn/igLpFRGRZpgBMnGFf27KGf013sAeD4ccayRx99JCrv3Dkp1+IxvpP4d4J6vYnp6cDmDx2hHSRTfJfbRkmJHhmiDZSqcXp/FvQfI5tIh9sjdPOePO2pJrIEKo+kG3bXVWZJJYnEnyVb1gNUPf2bc2zX3gGe86rbrorKT+dIHf2E5DaLIjnQ24xLJa2i2cLxbnqlbPL9LAh908kD6jvoJPimR20hqPvUc3x/tRnG8hMzjA/PecpzvWp7vJ+PNfg+Ekts48OLjPd/+vefiMrLt98WlV96yy28kDTGc3uejso7Lyd1fIvIXMyInAUA9HTRBq/azjy4S3xoc5k2Ua1I/BP/4eT4WoXtXpP6xWUFgIb8rZJgXvR7GuJ/ny9F1RnIpBKYGArkyMZ66KMPP862OHqUVFXvGEPy+Tjltq5yDuLvNUfp7iGlv6eHMmjPPE7pk8U6beWpb1FCoFdylSuuvZ736iXtHwC6M/SVI5sul+Mo1TQsfmFomHTkQ1RTw+wSbWVrL59bZTIaLTJIC5Kv1D2PU+tKQP10Z46luhMO1+eCNt4ywrHltjw7wkCVeWp9he+l3IjH9kRNYhD4zmYdP88PUkJk5QAlba6+fDIqX7WJ0gJDOdqWsNhx+2XMhdOOuToAPHGUtvbwo7THG264MSr3iEzOzs2Mr0mR6lsoz0flTZpDeY4TUo7XAYCuJG1wuI8yc7luXrdSoqxJvis+hu8krMpMeJFm0XJCxqUplcBqkafQP1UqT8ciFbG7FSlXRBKwKuNuqEyG3kD8e1dXXIKiKvJxMfkjzUFV30IlN+Q6PlYPPVUlKFv8hRy3/yDj/sGjtO1rr71Bbth5/sZ7H42RY+PmGvtDOkVfkROJrJapLmTYzdDTxy+70/yivsy+OSi6OrUS51GG8xIbXsVx0ZXXUDamT2RqurPx6c7tOyej8oDI1nT10ZdmeujPUll+3hS/OH2Y4/TSIm16cieP70rGJdcOPLUnKs8MMVYeOiR1VDmWo8whLzQ6NM0yGAwGg8FgMBgMBoPBYDAYDAbDCwGbNDYYDAaDwWAwGAwGg8FgMBgMBkOEs5OnCJdPu9bl+msgkTiD+ek2NIN2d1MybEIpnLLDZzZJ+sFQPk5P2TpG6tTlm2Wn+V4uRZ+ZIk2sWefyeGFmxHZArJVID+rrISV4yxipzAAw2sdl9PNz5GftO3AsKpcqQttMivxAB8F7j0o1oDQofXHLTlLdEhOkyS53kWpQX4lTqpaXSNOvC91qcIjnqHSE0l7rsd1dhZKSIK3ic5/5bFT+6ldIJe/ti7dduUKKxite/oqofM0110Tlr3/tbta7wroqdffVt/IdbN5OClcqJ7SP7niXnfMiuVHjc2SERlyus36zq6+glUN8ESPblcHVO4P3sfcw+8PUNKVbsj3su9mk7AQtzw4AC/Mi+5Hgu/RSHtpJ2YtbXvN6ntugv3jymX08VyRQuoWLozSeLVtITQeAstC0DhzgtTIijfHSWyg/kE7RPyyXSL07dlR2Npf+sLDAYxqIU1uSCbUh2k8mRZsY38Q+tGkTqT9776Z0wkUPDzRDOxeGHYaG2H/TeZaPHqNvT7aEq2yG7ZrNsrxrF2ner3vdd0Tl22+nrM6Y0L8HB2inL3/5y6Py2972tqj8la98OSrPz8dpTSq7ND7GHXx7hWY8LrFrSHxVXfpCt+wkXK2SUl6t6E70camFBanLvfd+k9fKsl8cPEiqVif5GEUi6dDdE/jlmhiCF/qqd3yXFZEFSqbjdPFNY9v5nfDn5xfon7eInIjKEnWJ/0gJVb+pWhVOyzym4eOxsinaKysi3zSYYH1HB0nJnRlk/ZxjriEbZ6PR1PxM7uXjGZp3KkHA8sIi32E9JnURz8s6Bc430dUM3tuNk7SVpzx96VPP0i8fmWFuuNCSiVeT9DHzJ/iessLtTKbYLvc+8VhU3j5GyvYm8VVLm5lTzEgcPbnIOJpLxd/9pgHSNq+Z3BmVe0T64MlHH47KKvM02C3SODlSTA+LHE5C2n2lErdZpISCLDalO7OnRZaqeZaCdhcKmVQCO0YC/+3nKadVXqAvrlT4/IkuGstKi5SLhvaUUIRTdfa7pRn27UMHGPMW6rSDR/ccjcrHJc+65XZKn+RE+qhnhHENANIZ2kf+FsbCoypx9LXPyvHiM6RNZ0SeYjxH23eSc/UNclwFALUSbVvz/LTETvVQ8SjXOehKeFyeC/pMT1bGNjXmllPLtKG6SMQkWh96ke/5xAGRqOm9mvfLUNZE40aqzvzhwDTf/fEc/d5KTSQDm+zXI+P0KQCQ9aT0H9z/RFQ+spf+bfc1V0blYRk3awzqFXmJ/j7WOyktn2uRNWms8DkWZtgvhmQsNjDMZxruF559B6HZ9KiUg5iS6eI7UF+qvaJWk/FUS2x3zbXLKv+yssT3uij5TUbyiu4e2lNZ4oCOhxqST+ZaNA8akle0k6eIl0WWo9nm8zbhxLfEmaq8n89//gtReXQr83MntlYP79dp0SoVSpY0RO4yk5YxtEgupnrYttnBeD+bECnWvl7GkL3PMjYMjjCHKYkkxdAQr/VGkS4tLbC/zpzg/Fn/OMeu4+P0CQBQbrAvL+C6qLyphzI8TiVsJFfJ5dkPJnbRFjNdjIOiVIqn7qX/AoCv30d5itEtHMNfdy3r+Jef4DMdnb14JCJtpbHBYDAYDAaDwWAwGAwGg8FgMBgi2KSxwWAwGAwGg8FgMBgMBoPBYDAYIpyVPIULqR7tltlvRLZi3evL+Ru5lh6RlFplwGXlI3kum98yFKeXbOqXHRt7SKFxntQHVdkYHuZS8pUVUr4qZS4lXyqRajHQxTr1uDhtvrxCavnUHK81vUhqB4Q6mDrLd3vB4AGEVLlsN9//jULFVzpRuUR6VbqXVAMgviN3o8o2OnyYFCelrSiFOym03qTszD01RerkV77ylah8+63cnXznZdwNGgBmZkmH2LSJ1IsxoUO88rXfHpVTQgNqCNUyJVToRp0U89T23VG5mYjLkig1rCG7eK5M6TugDZ6YDeix9Vrn7FDvnEMypDumhOb6zDNPReXtY5R/2C5UyexmUtkAoJEm3XZ5mXT73n72zZ3Xk/YyvI30vOQy++hlQmNKS1fcNExajRf6cOuGubWyULNFqsIJpXTHjsmo3JUhfUvpUVXZiX5RpDf27SfF8PB+UmEAoDFPey0v8Jz9x0iNnT7OzzdvU2mNzpGnSCQSyOeDPp8X+mu+h2Df3fIAACAASURBVH6kLvSjLqFct1KZrr+e0jFZ2TU7n2f5yt2Uo+nrI/VpYIA8pa6s7FJeY7/csWNHVH7b234gKjeb8eh6co6U9iNHSAWt1ZSex3IqTXvKZkkFU6mEhtCu9PNWiQ7dBfvrd9E33nv3N6LyqOzirlT1ToL3TdSbQdwpibRASSi2Aw15fyL30NVN/wIAAyOUukkJ3zEv8iAD/Yx3xw+RojfUQ7vR/EflcHS376bSL5Nxqr8XemS5ujYh24vsxcoKbSIhO0U36zymKU5NqaOtNqs7qed6eH5admivSZ2qjYuHinc6aPoGVupBfN2xcyz6fNaxzx7qYs6z8iTbaN8sJQAAwOW0f/I9jWWZw1w/wVxj6TnGwkP3UAprQCQpNu/eFZUv20bZlD379kXl48uUzwgqwrZ75jnGlNFe1sNLfpGTHcontlA2YN/+A1H5unHSdhsivfXlhx6J3VplTeLxk++mJhJnNXROTqNwvolkPcxzRfIO0o+SSemDTb7jciX+zN2Sy9aELgxJGxdkEDNyHfPuV95MuaSdj7OtZ45SqmJQcqveEbZv/2hcIiIlSZEfZlx9/fcztmW7+XyzB5mjbKkyx3v84W9F5bq8j5yMHXyLzMCSyNg58FoJGSE6NKQsfqiDbCgJj34XPGtNJMvmyyJNJjZQlzFPi3oREit8t4f3kBY9OMBcKen4zmsqtVRhXnzoMP1QSWQociOkfPeNT0bl5X7mJACQLHM8k1xmfrN4iFIVpZ3MsZ34Jy/5hhc9srRnfG1Ua3K8jK0BpBO0idnjh6Nyt8jdbbv5Jp7QiJ/fKWg0G1hYDuYYjjxDanxGxh5bNjGPG5M+Xy7Fc7qlRdpa0vM9pUWrolxhPJ+d5ZhLJRuGRplv12uan4gsqcSDTCYuo7S8xHmCarUq50i+IvmR3qGhf0hZ8xiNwdVyvN0rIqdxw420j75BvsN6Va5VC+Upmp0lUOGbq+0lfUj6jM5fZLJ8ts3b2P8AYHiYecucxJZ8L/3F9h183yNDzFty3cynJ7YxB6lVOG/T28u5j9FR+p3hLRzDAcDCEu01n5NctsJcZXGJBjE8wpzJZTku2HIF+0dFxvUnT7BvffPBeF51ssJnvTLH3O8f/p5x8NHH6VcT/uJZ33vx1MRgMBgMBoPBYDAYDAaDwWAwGAwXHDZpbDAYDAaDwWAwGAwGg8FgMBgMhghnJU9B6oAusxdaklILYqe10BfbKi2cniSF/pGTXR3H+kiBuWK70NOnZad3AA984/6o3PPtb4jKg4Ncip4RmvjQKJfZL89z/r0vz2OWS1wCv7xEyvf8VPzezSYpe9NLXPJfE/p0Qpb/J9CZO9N730QtpPmOjJM6mZJd58tCL1FJCd+6nakYzrTISkwfZxkJUmB2XUGaQ0po5UnZCfiBex+KyqVl2blZaJ53fY30TwB4+EHuHv6mN72J59dY30NTpB1rd9EnaghPpibPqtIEw/keKHpytPPBPO30UIXvMCOUidSqxEkHyZt4eDRCPt1gL9utJv2yP8P3sLjC561lZAd2ALtvpPRErUaaUa/s3ju4mVIBFXmPyydJI2lWeG5XD/1LrURKievivdXeACCZ5XeTk5NROSHP0S07BJdEpqUulMP+PlLYM2ke39tPOxlq2eX5wGMPRuWTNT7f5s2k/c0t8/n2HpD+1EFIpdMYHw989LZNI7HPVzE1Q+r40Agp5bfdxl3igThV7Zt33xOVr7rq2qg8OMh7jMi1kuK3VZJC21F9WzIhOxI341ICusN1X5/IbMi1urOMGfMn15bOUR7ekSOUHFFqXzoVp/2q7IXWa+oY7WNFJFxKpQ6lbzaA+YWgzaZmhQYp1PFGg3lEKclj8qOMEwDQN8DjvCQoWennSYlRzvNarovHuKrIRYitVBusU0Jo5y4RT+1WRP4hKZTC0gLpoocOkpJbbwjFU2Sg+rppf6IsgIpQSpuNOMVbdyTv6ePz9faIZIbQo0uNzqGIK2pNj6PLwbOmuhlDdl3OZ57OkX54vM54kjkU72vNBOPDrjTPr0v/TC5Txmy30HC7TpLW/egc23RUdqJ/9ateE5W3jNLvL6/E++zR46SPPvkMpQK6x+lLRkRGqTRNiaOhnNDC86Rn7hoibbfSxTo9moznJDOOtl130l/qtKeKUKIzIuHQSWjW61iaDnaIz3vaQSolEnkJ+lUv/aNVaEbCC6qSf6qsRM/2q6Ly5msou+Z6GLN2XCNU4Ssp8ZWXXGdI5PkyXXG6uEprlCSHag4yZt3wuu+MyvuepATWgWXm14kE+4tKSkB841MiRwcAiyIJqJIUNSdSd/Kek+hMu/HNBiorQb9aqdKPIyWjChkHL4h8WUnyVADINvieMjItUD5IivXWG2krU0nah29KzjDEz2uiMrR3mr6uvsh7JfviMmCLc3yOK0TqpiFj55lDz0Xlowv0ERqDUj3MeasqZSB5y8lyXAYpK7Y9t0B/9fRzz0blPsmry1WO2TsJpZUSHnj8AQDAN+7+avT58hJz4ZtvIpX/jd/xuqjcnY7nFSfnKGWCOt/ngMy51GRcuywSInWRjjwxx7ihEmc5kSNMJHm85kwAUJX8aEXGf5ks7UClTBoSL+tC/U9I3tNo8Pg6RPanHJfoOCR9ROU3tk5QxrJREWmMeljuIHUK7yl3pHlsvc426RukbfSPME8c7I33k9IS85ZGQqRjByglcdkkz9m8jfKcXSJpUl9hHy1Lbj42IrlCg7HhxKG4JOzoVrbP0hLjUm+/SHpNMs/xjnWdm+Z19zzw/7P3XkGSpdeZ2Ln3pvdZtqurqqva++nxMwCG4MCQgAguKZpdkjJBSRurUOhJoTcpFLEveuY+KFZSSLFShCL2QbtLB5AgCG9mBsCYnp72vqury5us9ObmNXrI6vt9f6KbAQxBTqfifE+nszKv+f/zn3P+2/f7DuKR36ScO06yYmNLxrkXZhB/11axbr77PfK//pOl5z5p6JvGCoVCoVAoFAqFQqFQKBQKhUKhiKAPjRUKhUKhUCgUCoVCoVAoFAqFQhHhY8tTWCLi7Hez5K6Wwt0q6TV2llbIxcxXrWMhXslOEpUk4GfaTL8jioRF1Eem004SdXeiCNr29ARoE0tmw2rZ3YGEwKNHeOW8WAQFOU7d6DNpHCufwXXniMJJTcXl0UNQ/T68aHaKXrl8I7Lnzr4S2TGiKQZE53h2Xlb/xRHsU4SmpkBD6VMH0hjRhLhLajBE1Ta6yBNtOzMOKh7LlMTJDqkjvEX0lOoeKA+xGL7TqINScf8efENEpFYBBdyia0wmWVoEfrNDVK0W0bm5y2yCukNP0f1MTEGSQURkogS6VK+D+7tVA5Vi0sP6Su93LrWH6D3PMiwJxd6PEcRoltI8KCyOjbH+1keQC6maTCL5jYXjkT0zDwpxsYDx7vXwo5Xb6Nq8uYauqokUyVmQ1MTaOqhsDslLHD6NGCIi4pAcS5JpqDGi7lGsYfmCBlH1eE3EHArn1On6yDHQUUVEpA0/S8ax1k7NgiJaJ0mTP/urb8oownFsyecH6+PECVCcXOLwposYi5OnzkT21JTZDf7mTdBk+0QbCil2eEQH5q7NTOHqEiXSoZjA0gK2jVgWj1HbexFJJnGsXA5rvFYDLc7tw393N7cje2wcsaPbxXHfeeftyG4QRdH3TAmkWgUUwgz5f34OtLJSCbHqzp17kd3qDbVrf5ZhW2IlB/fX9TFmuRjWV3IcsWN3AusrsWl2SbaJyrhMc/FgjWj8ZVDgGtSNPJkhyRGS2YmlqEt1GjEmncZ3vCHeeo1kKHJ0LJty6PvvQ3ZFApJUcUHr7lNB0ybJi5BqE2/Ib4QkBNaXIZeweQLdqJsu1kV/xLqKP4bv+7JXHayfchb1ZzqGGHtuGnTsQg9x3AvhGyIiaw3IRJwpwT/eew914uVLyEcvp7Eec/Ooq3aboA9v3bgS2RMkV3DmJPx3umTWF6fGINNjVzGvmxvwpwOHFyObfTBhoTZ57tdAbU+l4Q/1S8jV13umPEU1ju95tJdg7+rzay8jKmsSCtZPvYW1FiN5K5vygEX1nG2Z7/1E1GcR8VyM1JHDhyM7M4fY1TUo+vhtoQBpkVgM50hTXZoj6TjOXyIiAcswUT3Voc8zWfjg1Byk41y5CJsmm+nse1QDbRAlXETEEoyVQ/fkG2KGJAn091Vp/ITgi0gzGPi8T+Mf9LEOfEoETZLba/fhZyIicdqrHCojfjQp3vdIyiw1Nh/ZfaJq+yQpk85jHooJjPf6FuauvmvGvQ7VLovzizh3B7/ffYC64vIG9l7rLr6Tp/jmrCDnpGlNpW2ztnK5rkshZrNkz90VSP9YSVP2bVTQqNfke9/8KxER8Uje6g7JD+2tLsGmZyFj45DDExHpUW3ANcCJ45C0mZyG/NHaNu2VSVxnexn1ddzCPM7MoUZI52nPlDDnrkrSK04SNVE8ifgWI0nGgOS7ml2SOLJJJs5iGQaSRGqYD46qtP//6bs/xe9jWFMsV/fo4UAOrjUkEfNsI5RgPxYEFGuyGczDgWnUPIuLkHiwhqQVSPVDTpzDvvjgDOqcDG30WXovQ7JuMdJH6/WQr1YeYD6OHcM6tmyW5xNJ5pEH4+RbDuW7tVXs5902nt+t3ERd5fi474VFxJfNW/j+2aOmfNPtR/j9V/8GNX+lxvIoWJtB+OzIieqbxgqFQqFQKBQKhUKhUCgUCoVCoYigD40VCoVCoVAoFAqFQqFQKBQKhUIR4ePzciy8ph4SBchim7qtp6ljd8ExuxhO5fCK++wcqAx2gmgGTOfmDp5En2GpigS9zd3rgAZQ20and98z6WzxBM6x9BAUmEMLoG0XsqBkhUQNtWycmynmcbInJkH7mTmI+xQRqQsoVlbIndLxijrTqPoj+rzfsixJ7dP5Dx8BZc6mztnMuAtoflniZPABfO1Qmqh1FqgqIdH3OyGoly0BpYApbAdmMC+pW6DrMHWv1agLgymBLlG4GlXQDqoV/ObGzbuR3Se6Xq8DKo2dxJpoTeK6j+VMWYkWdfRs+/iNF4IO0XVBp6lUBv7f90eHLm6JSHxfTiOd5k7XGIs1ogjd2kQ3265v0pj2qHPrlA0KjR8HrWR3k2goS3ciO2hhHFNl0Ixbuzh3fRfxJdEHZYZjoYhIMkn3QTIUxJoSh+R20tQFOEVyGOx7jkW0zATiVDw+RG05AZ+xqIv45AwoVAWSjlmrIjZdu/N1GRXYli2p/XFjeY9aDWvx+EnQo44dRzfdRt2UGcjlEC+YbZVOZehzjHOjjhiUyWKuqzSW5TIolDGSPuDO0JZtpuhcFnSrkPJdtQofNGRKCEyHi5FPPHy4hOtu4LplSA7IdV36E/5myAxRd2yW55GW2an8WYbXF9naHKzXlTYkcHoe8s/GbcxRbgf01bEy5kdEJJcCnbPTw/i/8dKLOB9JRGST+H69hnM0qL7IpuCAcZZoIsfs901KYLsNn6i3KJcFiCtBEnEh3Eb9wzIqbfptmXzAC5FPOh0zt9gO/ODHP0FOfXAXVN8GyQgVS1hro4QwDMXbz+e1CuiH02O4/5kYcvn8wpHIfnfXrCnmFiH5cvLoa5H9k3c+jOzL1zCWAUkh7RHt1zo0FtldH3764UfvRXazClm2C+dMGSWZh5zTsZOgc06u4p7KedzTJNGSucRwbPzD/+oPIrv9p8gnmTEz3sRmcA7u2M6dxF26VwlGU57CjiUkNTGgYW9WbhmfP0aaYmlIcg/eUIy2fIxTr414XShCbon3Ko0m8tEU1ShZ3tsQTdv3h6RnHl/TkKIMX1bcJzmNOmR5wgZyQomo/gdniNpM0l0dqm+2iVLeGaLu8r/M6o//RRKHI7qX8gNfqp1BPRvQvsMnu01SZB0XazAxJHs1RvuNcoImL4mx2e3guPUU1nzHhg8FVCM4QrJ4JDl0eAq+1exifkVEuiTHGM/iHHtNyCBYHs6XIa573MFvUyyTE4dvVffw27CI+lxEJKS6qUcSSwFJNdVIburSEqjrowTf60ttZ5B7xycwxoUU8nxtYyWyPyTJrOKQPGJIpWaW8kAmj7zT6GGOmuRD+QzJfdn4vLqD/dduDTWTT88IWBZDRCSk5wSLhxA/uB7NkeTIHhUc6yRvU8jCb3yq11yqi0t5U5bk1h3Id+xVsb98663vRHaxNEbfXxIRkdrQHuNZhmVbktqXXWW5iCzFh9k55JhGDbVGrYE6T0TktVcghzU7jRpofAryEdsVxK2A9vCFLEn99SjfW1SXTmGsXcF89rq4JhGRGtW41TpinhPDXFe2IW2zsIB4UUhS7UsqI7V1PHuwSUrjvQ/h0yIif/p1PFfYrmIM8zn4Vpdd/BlSEx3NbKlQKBQKhUKhUCgUCoVCoVAoFIp/EOhDY4VCoVAoFAqFQqFQKBQKhUKhUET42PIUgdjiOoNXqR2hjvBERRpL4/CdDXTH3KiDuicisvjyC5E9Tl0M49TpNEnSERZ1b7SIymtT180YUXd7RL3puThOrWZeB7GwpN3Bu+E72+jwmiRaT8Ddmol+0yfKeBDgoDZ19Tz3wivGuYMSUeJ3QXEInkI1lvDJHz/rsCxLbHswJhMToOJOHwDdv9kmqqaF73hDFP8gJKpL5WFkpx++H9l9i+QpngeN2iX6vkP0tpu3IB3hUsdUJ0HdicWkBHq0jNZ2QPVMEs12ewfSBntEkeJOxxb5kEWyFY0EPt/dMztF79RprAoYQycFP4+5uL/t+oBLwZToZx2WZUvaGVCLrBjui9kbKy1QSgKS8OjumTSmDaJdHT0KaoyQ9AlLjMSJdj1WJFoS+WKL58RFLCznQTHOGrIaIjZJ7FgkJWI7TJOh2EYxjymiPksAkZyPk0KcCi0zWGQKoBG5fZxj+e5yZB+mmHnoEGQrRgl+4Et9v8v6pevXo88PHoTkwPET6NpOTXOl3zPlFBI0X50O4vMa+ZNL3W771OG+3yfZCqK5JRKYd5YAsElyxrHNuYuTlIlHlOV+D35KIU/GxqjbNeXEZhOcqi5RBlstULi8wIy3XeIc9xsYgzpRRzMknZImirOISb9/luH1Q9ndGNzrWhWUxkoXdtrFPP7mF4mWmTD/H36sTHROj+jmeYyT24V/ZE+djuzvfYSu9NfuYvySFsY7bmMe7CTO5cfMbs3E1pVMiN8XZxADDx/BOr+2CUrh4UWsl4ZgTlNZ2IarhOYYUFN66Xr4zaMV0DMzBVD/MkOxclTgxGJSmNiXnGljHdmkt5VwEHuzOYz3udfMGPtRFfXCdh+D+9kvvRnZjSYkabbXYPsrqCWzecSLsWnUPzYFu411xLCkmNIi4S7kBGbHcY1zU6ifvHXUPNYVlvSCz3ariKd33rkR2W/H8Pn6BOR6REQsi6S7iBLrU53UsxCXhyUSRgV2PCWZuTMiIuKsYbwDDzEmS53i+7Q3CYdkaHgdthq0zg8ixqSzqGN6VK9wXkvGeFxxjkwGMZDl4izL5M96QvIRe9g/bd+6FNlbm/DZvR6CxBz5wbkLz0f27auo67coZgZixjpHfLK5bqeaSJ5y7SPkQ6GEkcycR/sFl+wW1SGP910iIjnHjLEpWl+9NvxgtY25u7J1LbJrtK/1aQ9yIIOxTFAdnaQ56RGtfCyPmCQi0qG9c9xCDPUDXFOfJAsWSC4yX0aS23Tx/WIa30llYPdCU86m2sF91CpYhw5dk0U88c6zxBn/BZBMJuTo4YEcTkjrdGoS+0chaZAWze+Zs6Z8UbqAfF6vY152tvFs5fZdyDe8+AqklubnsD9yEyQ5ksO5L17Dvr5KcS+WMmsMh4pey8f3/B7sgxOQrQgE/p+iONZ34XM7a5AacFgSqGFKu2yuo1byaF0lqBZcIgm46YMDudN43DzOswxLLLH3c223i/hCqrHy/vuYq1IJMfmV10yfGZs6EdmNDsYg00K8mByDD9gB8kS7AfvmZexXMylcU5meu9R38fnSEn4rIjI3j73RTg3nnppGbJs/gLXv9SBVkSmRhGwBsobrq4hBF6/iWdI3f/CRce7dJuUoh2QlKYGXSyRF+AwlJn3TWKFQKBQKhUKhUCgUCoVCoVAoFBH0obFCoVAoFAqFQqFQKBQKhUKhUCgifGx5CktCsfbpHckAFKfTi+iAuDAO6kI1hVfD0ynQHUVEkhnQpXY28Kp/Iol335n2yvQFJ0HdVskWonNzZ/oEyRKkU2YXzEIBx+1TJ+bNzU0ci+Qwwv6TuzVX66DGcLdQl77e7ZvyAGtEo49l8dq8Q+djVQTrGXpd/ReFvX9PWaIWFamTbZNoQgF3a7aGuiTTPy2SqvC6RC1K0By7OJZN9Cqm77MsiUuUb4dkScanTSppu47jxql3c7MNuk6TqH+FImgHKaKopEmCpc1dX/P4/lrD9LmQ5AksF/fd7IBmM0P36uzfkjVC7mNZjsT3122fJr3Ww5hu9THWhWmsYytmhrgqSdJ0iIYnATqulsdgJ06fiWyngd9WdkCt7lCb0xhJC0yM03GSZqwh5ROxradIhZB/M0XUY1kcGg+W6hGLJXzMdSNxiplEN11/iI6u3T7WYNUHTXaU4Lp9ebQyoF43Grif3zm0GNkpknGpkcxIPotxERGp0N+6Payti5c+iOzvfu/bkf17v/NbkR0jKvijR6C8tdvwm4WFBTo3da53TApkQP/Py//jyxS5ZhN+/StvfCqyszncE1/Hygro6dxt3fVNqnrfe3K+i9M18topUjfthxtbMjKwbAn3aYZzCfhNiuQ5Zs+Dcjc9hvn622993zxWFxTM5WWM8+LiYmR3qEs3d77/4mtfjOzbq6D9b9VpXvrwAq9N8ly2OVelGOKVXaDOzwnkn1QGlEKvg/wznkNuTpLsxXgBMS1D8Sbvm8nFpbzrJ3FdcZLrsOm4+fTo0DYZfhhIvT9Y02ePYD1XlrHW6qR607NR/5RyZlf640X4zRLJTaQmEa9e+9Ibke3dR32dSyHnbZKUSYVo3cUMKJwp0i5ZWVoyrmOOokxYwe/vXQUVdeMhrq/j4wYLecxjewef3yVZne6vvgi7a9JH93Ywbj2iEIuPfObKk+WcRgqxuFilwXxPnzoXfbx9G/TWXIB7C6gwqFfMjvA+7Qs6RNF3koj9C8eOR3aTJa2M8WM5C5LlodwkJOvgD0kZtWuI9ywrUX94P7LXl1Gv3l1G/ioeAd33wuvnI3tpAz7X20JcHi5lfZaeoPswa16Wp+BCS0YGoVji788Be0GH9qU9D/NSItkfxzHnq04SOPUuBsGlPVoY0l6FHh3kphHrDp+gfHcTchZ+BfOVoLGPD0kOTk1j79upQaIn5uL3hSTObVdJ6i+NfNSeht1w6Th0umRo1sWxPkYxyYolHj1LCDCG6RhqnVGC4ziSLw4kYHh75FN9U8xjHpbuQV4ikUbeEBFxbBxgYxX7h+UlSAe4VA8U8pR3HJIvobFvdyGJkk+z3AMmJVM291MPH5D8KcUV2yP5nTXEmMDGdZx8+eXInjoA+ajlALlz48FSZN+4DKk7EZHdFtZbaQZrIWZjvVQqqL9OX/iMiIjE46MjwxUEgbS6g7GM0zwk6flFhSSojh9F3CjEaJ8tIo3dy5GdHz+MzxsHI3vjEeQcOh3UF04An8mkkIt8FzXx1irWu8RRaxw6RM8HRcSyUc+US/h9k+RYlkgqtUD7GcvCfa9u3Izsv/7GUmRf+gjX4dvmXqo8Dv/1ehSH6D7SWYyz45kSTJ8k9E1jhUKhUCgUCoVCoVAoFAqFQqFQRNCHxgqFQqFQKBQKhUKhUCgUCoVCoYigD40VCoVCoVAoFAqFQqFQKBQKhUIR4WNrGtuhLxlvoHV5Zh7aPp85fyiyq6vQwmmToFQybepF9kkrqduBpkeZdEBZEzSTYc1H3IJPGowtOk5IurhJ0nsb1kDL56HDsleHBs066Synk9BF6bWgibK2Bt3jG7dx3z0fz+WPnHkusuNZ6ASKiCQL0NIJLFwja5+y3NaQvO/IIJVOypmziyIikkiQTmtI2nSkjxiStnTcMufLowFxU9CbSU8fi2zfgW/5pB0bkhZeSIOZTOL7LBGbJt2/L37hTeM6lhehVZnLwk+XH61F9tJ96PMlaSY90uGukW6t24KWTi0F/aVVG/o+IiIseZrJ4B/Hs9DAiSXw+0J2MJ7OzRHS/7Mskf111+xAX3dpZzWyGyH0pxxa47GsqY+51YTWXrOJY1mQSpLJA3ORPVbCOt1bhh5fwodmV7KCY/ZIB1tI78v1zesIaWGHHubaJw2mWEgao4aeLPyVdd8ljnXD+mT+kPa6oVVLUkl2DN+zSds7EzxFc/kZh+d5sr090Ddj7eIY6aeuryNuJygfFEpl41gJmheb4kW7Bb2ub37rW5F99syJyH7pxRci++FD6DIukX5oQGM8d3AmsjMpU/cswRrtIeb71i1o3lZJf/nVV1+K7In0RGS/9957kX3lytXI9ilX+kPzzvkn5jxZM9sjX8ulTd25UUGjI/Kjy4O79Qq4t24Hmm0UXqVaRa3g9Uz9tg7p2le2oNV3bB510jL5wSZpP3/m5dcj+/XTqE3+6l2s37Esxnsugfh0sw1tPRGRtoOaa69D+u9N3FO1B7st8LvlHZzj5Bkc5+Ak6rBN1stNmrklniMtOVpXoYffJ5Ks2TZCwqKEjtuTKw/viYhIMo4xOLcA3b5H69Bb3KpizF7IoxeIiIjn4G+5Y/CVd6rIO6V51IyHDp2M7DPz85F9dYV84i5+u7x0L7KzC9ASXJhB7hMRyU5Co7TSRGz44RZqm0oCn6fGEbuapPW4dwAJtpRDPVImvexL69ClFBHZJq1vm/Qf45TOAvLTwBlNvwlDke7+EK4IxiN76pXILm9g7sS9FJn9OrTHRUTExhhYAdbU5DTmcWYGc1SheJ0hrco02QnSPbeoRu1SHHF7VECJSKeFFMAMvgAAIABJREFU+qHZwDV+dBm6p7dvwDc7pHt+Yhp56sj505F99BR8fHMV/SW2d5DDRUR8qu2tp+gb+0L9SoIRqoWH4O3fU4M0pRsUx23qnWORxnith5pTRKTi4nsxwXhk5yYjO1PDOXIFzFG9jrm4fQPze/YY5quVobi3jNjRbZj9Mop5+Ox0gfRsQ8xXivS5HQs1RpPqoeOHkP9SOejzNjZxra2Wee6EIB/FqRdRpYuxqu8iPxft0fQbt+/JysZgPiYm8ezGonGtk9882EDdMncY61pEpJBFbh8rIrdvxrEnbjVRHxWpcFpfIc36Jnzi0Cw01+OkHVutwocercIWEXFJv32jgnjQ3MWzm/EsehF5Pua67eKeXngFz2guvvt2ZC9dR31dKiPvioiIj33e9es3Ivv+EmnSl5Hfp6YHOTYWH63eDY+3PakE5rDdghb1wix84dOfxr6jXMT6ExHxfaytiSx+X92DBvrmFtbZ9PiRyG5RT4jtKvb/Qj14xkpYl1acY76pn95t4To6XfhPZQ/2DGlUT9FzgXd+gHn+/g9QS12/j3zapZzYD838GE8iVpVziGGFMp5jXTh5KrKzDu7jL36CHgGfBPRNY4VCoVAoFAqFQqFQKBQKhUKhUETQh8YKhUKhUCgUCoVCoVAoFAqFQqGI8LHlKSxLJB0bUJUmS6CbVbZAn7908WJkrxCd4PhzJvV3/CBe3c8Q395O4fX9IAV6ZhgnuiO96i4BKCwWyR3YRDu2iFrMdKXHnzxGh6iorgt61dYmqA+3iIqw9gg0iJWNvciudPC6+tQxUB9KY3gNXUSkzzIUxLILg5A+f7KkwighEbdldnpADSkkcD9xD2Nske5Er08yI0P3zJT9WhYUy93DoE7FSRYlJIpuwoZvOURrLBTgy9PToGaNjcFnizlTWsQnal1APvjm8dci+/g8rslpYy2k0qC6eBlQhVyBX8diuNbJPGg1IiJjFugdxCiUFaL+Xnzr25HdsQf/T+SPkv9Ylsj+da8SPYzlKbpEkQ1oAYVDVOcHy5AHuHUPlKOFucXIzpEkRTyLOclNYW7tFFHk1mFvPYJPE8NNmk2ShBARId+1ffh+LEcSE3QffVoHaaL9c2wLBMf0ejhmo2JSufYohoUNSBlMkDxPnuQYml342CghDEV8fzAfhQLi7c4OKIoPHixF9hmiv7JUkYhIkmQiWMKBdYLW10Gxu3sH1LRD86A1ffWrX6OfYn7vPwBV99WXQO1iqQoRkfFxUOwSlAfv0PmqVeSfvT3YLLFTr4POFYuRjAr5WfAz8hQh/Y1804ff1YluWh+ino4KgtCWtj+IAWdOwicOziAuuH34wIe3sb5iaZOyynJYn3oVMiXTZeSTmzdxrHQC63+VaqnlRxjjXhff79sUb+o0d5YZb7JlzH3cxTUVfNQ5eaKRLhzEerHaFAPTmPeFGVzrdJkkxwIz5vZdXEuzgfM5JKfj0XU0W6MZb5r9nryzuSQiIjUP93x4EhTHU4cWI/vHH0Ii5sbyknGsqUNY9y6to9fPITZcegA5hxtLoPqeyEMO49gUYs9ECjXI9kHUS1uboBJ7Q1uCsQlce60EH+x/6vnIzlD9cziP+JS0kEO2bCTDFkkffXj7emSvNEzKfIdqKXFZRgG+nGKZnGCEahqCZduS2Jfsu9fFOmpUkJs/dwDzZacR61NprFkRkTDEOFkk2TZ7ApTvZAbn8EhWb3sXfjBFMiWVKueQJ8sEdrvEGxaRHq15lkfbI8mSGtF3M0V8J5VD7g08+NbiYfj1EknC7VYrxrnPnzsX2RdeQsx1iA5+5Qr2brcugRYtUNx45hGEoXT3x6dOe9SGi3EtxzFfPVofqxVTRskSrKlSBr+J08a0Tf7hUJ47SvI2V7773ciu9pEHFs+excmodn54+6ZxHWskF5adAa09pDq3ztIRAclT2PDH6V18J9lEXJlJIybVYiyJJJKNU55z8Ld8mmo/qsnzxdF8586JJyV3YFFERLoWSXdmES9iFEfiCaoPXVOe4uU3Xo7sddpXVLv4Xv06YrxFEiKtKuaIH+N0SF6lQpIUThzze+sWyfWIyPHji5Hdpz3xbgcxNFGCP734HGLEu9/7ZmQ3txFb37+C51c92r8dmIVclIhIi+RwNrbw+/w4xnPqEOTq7P1nD9YI7cFt25bc/v7BpndN4zGsjRNHkDMKedQvYcJ81iU+fCNdRE1dGIfPTRQg8epYiFWbdZzbzaDWyKVxjkYN+7vmNqRVHt0zJSJ2q4iZXYqfk5OLkf0f/96X6LrxvGF9Az62jEd/0ncxpyzh57lmrOg2cC0eS+zSM0iH9mKHpsz96CeJ0Yx6CoVCoVAoFAqFQqFQKBQKhUKh+AeBPjRWKBQKhUKhUCgUCoVCoVAoFApFhI8tTxGKLa41eDX9xhLezw47oDJtb5PEgwM65sO6+Vr+ZgD6SCaGV/2TRIsoFvE698wYXtUuxvH9tEPyDdQR16Iup502Xiv/GfotUU/abbxCn6TO3rUa6GCrq6DrNJp4vb1HnWhLY3iFPpbBK/TdoaH36FpsYUkKsgOmRctIwnYsyZQGNIdiEXSTfB40o90qxqbn4/7djkkvYMq+RV1WPQu/Z9KcHWLQ7DZoKzEHvx0bh1xEoQDqxIED6D6dTZtdTycmifq+C2rE4UVQO185B5pz+86VyHaK+O16HBS9Ow8go+BTh+tgiFJVJxkVceHbHeoMPHMAPtjfpxcnfjQ6nVs9z5PtfYrkvU3QcOsk6+DS/3+F5DPpFEnZiEgtBqrLj376VmTPzIBi95kSYlWKfm8lEXdiJZyvSFIOVoy+T7TMet2kAzLtspgBxcehhd1q4jcsIeDY9H99JHHgU4fpZp06Dd+8apy7vwc651iS/KBEnZR9xKPAN+PkqMBxbMnnBnMwNQkJpNVV5Ks4zdfZ02ci27bN/08tEbVtcgrr6d5PQTHf20NMuX4DlLzXX381sreoK/CNG6DIXr0KiuzbP/xhZB9ZXDSug+8jkUDMfPtt+LJDdKf330en3ZdeejGyP/e5z0V2swlO7le/+tXIvnKDaLtiSiUFJJXkWBirBlHpV1epu/EIIZmIyZHFAZU/l0ftMDuGcX20ift8tIc4dGyMZBpEZHkZNLuEjXW+sobaIaQOzznq9P7WJcS6R9uIJf/kVcgMJBI45m4VuWRvz+wUHVC5wTT+vQ3kq70ESUeEuKfaNq5jY/lOZF9578eR3e2QvNRQcWITTa9AMk+9HvJaimjDmczo5CaGFwSy2xmspWsryN9vX74U2V9+/pXIPn0MXcE/unzZOJaziXnlOqTXwlotkExWM7kU2d+7+25kT1nIWeU85LYOTi/imAHVDVTHiogEMdRoJ08ei2y/AD+tkgSORZIDM1Pw0xLV3dceYE1k07i+UsqU/dpcB7WUaeGxMvwjTjWxHR/Noti2bUnvS0Z0BGs4QbJphw4h53S2IYPE+xQREZe6wM+Q3FJxAXPn2iRFMIa6ttfF3FkU07st5LW9HeSvchn1QihmjVDZxvcerSEPxEgiae4E6mMngfXfJjksm2LJiyTb1GHZv3Fch4jIf/5f/nFkHzuLnB7P4Ny7Vew5/6//9f+M7P/n3/wrGRUEgUizN/D/ZrtHn2PMMiQn0iNJpYZv7j97IdfP+LzUx3FTLml3tLHmwxbW40Eqt+N11Fn3r2Lf3EwhpvRtU8qISlh5uIU58g+A7n5rE5+nFrAuji3Anx6+805kN0j68NXPIf6ePI34KyLSt5Bj+zQe/QC+FpIdH7r2UUG71ZKPPhjUrX4fc1oskCyJhfts1xGHL18yJcecAL/f2kWc2NrD9yp72IvcvXsPP+6jtpocY4k0zNeDZci2FYokeTC0JXHpmUs6QzVGAImvFsm21CqIT2ma0xTvdbjeJXkUljIQMZ9L5Kh2SWXh5wfn5nGs/ZwVjpr7WI+lLRGrpydQB9TbqH0vXYJ01sED5h7citEziy7+Nj2J+qQ8fjSymz2s92wIX8z6iEFeD/OTyiLvBQJ/e/en2JOJiDx4hHlMkszbH/0xpHRSSVzfxXc+iuxLH0EeZXsX8TakAJYjWZtM0oy3NuX2ngv7Uy9BxoRCmxwjadtPGvqmsUKhUCgUCoVCoVAoFAqFQqFQKCLoQ2OFQqFQKBQKhUKhUCgUCoVCoVBE+HvIU4i4+5zHzTpeN7cDvLoeG0e3W4fkA+qe2WG8XgPFKhay5ABe245Tt9fVdTzrPjsPOYHFKdDbQqLo9j3qANtkmrh5HevbeA2+0gRl4flFdB4+RFT/w9QJu9XDK+rX74GW4xH9OVcEbaIzRK9gpgI3H+cu9aHRlXw0qXhOMiH5Y4Puoz2i1u6tE02WKM61naXIziZMmkMmCzpEnKgAMZITse0n0/p59EL6F0uRbG2BCvHDH4LutLgAiriISCyB68gQBa52A9T1v3gbEgHLTdBZmlVQenaruO96G7SfwCd61ND/8xSKoIeMkcTHUepyf+HLoGTFxgb3l/r3GK9nHT2vLw92BjSjHaJfegmihRiLBrZlm+tkehYUmPVldPv90U+/H9lHF0HlPDAN2QqLYkq7SVQ/okpKBjGoTbIi/S78e3DBuC7XJXmLJsUq8oHxCcS5IkmacOBwLMSzZg2xbO2R2Wl4iqjgxUxengSfaFpeMKryFDEplcb3beSfnR3MRS6L+drexudjJZMqnSD6bDJJciKOQzbW5gfvfxDZX/r1X4vsyUlQti9fhn9wrKlWQLtqNTCPIialf41kNniKihQT/uRP/iSyz50D7erLX/5yZO+SpM7nPg/Zig2iIouIrKzgfEwF5xzFsh5+YEokjAzsUPz4IEb/1TugN37rLYxHPEtxJYnxJmWbAZqI6d/5wU8jm+VqfuWzr0f2wQOITzd2SKYpRF557iR8aCYLf6hTXtn7CQsziaz34bMBde12SN4rmUa8uX0NtNCL730Y2YepQ3a1hnvY2AYFtUT+JyKSLyLGPH/yNK63grEpkFTVoyVIYIwSbMuS1H690SHZqMurGMszR0CJPn0AueWF8yb98N5ddGGPkYRDMoYcn+hifc1TXbqyjXh/u47jFD3Qe/01+M2kg2NOZswaa4li5fGXUEecTWEer1yFtMaPPvhBZO8uost8eRx+XaQcee4wqKStLtHfRaSdg38s7yL2uCSBEUtiv5BPEbd9hOAFItXOIIZWqvCbP7gAiu6Rk/CV6UWswfu0nkRE6jXkjsWTGNtUHvVD30O8ztG6o1RoyIEUSaqiQ7I6N69DvshzTem42h78ZmsXdVaSpAXjFNOsOPLzxAxkBsYm4deZLGLYF7/wRmQ3XnvZOPfYNHytH8Anwj51tk8jb//WH/xuZI+SPIUfhtLqDtZxl2J/MYf1nCUpiM1N1Bhd39xH7ND8uZSzpvv43CHZAGsd8jtLdyC/M5/DGM+MIe63A+xz7m9BfiRhI5eJiPTI77ZdzHcqBf+txSBHcpLi3vZHb0f2gotcvVjGGHTu4lqnD5g1Xm4R19IiPaeQnhMEHvwpIVT3jxCSibgcnhvI0ly5iDFrrKPWdGza31AN6nXN/cL3vo+13SaZhnQG69wh6ZqVlaXInplAHGu18duNdZKUqMNvUnEc03dNWZ7NFeS8DMlCBCTZ6HY4JmEep+bhQ1naW+UKtOciKbi+Z9ZW3Q6kV9IJrKs87SEOkxRVaI3es5tEwpHZ2cHcb29jTta2UQNu1SBDdPMe1savvI54LiJy5iTWb7uFfLXSQQ3Z8+BztQbGdGIGv83Q86NWHceJUcw/OIPaut4wx/32/YuRnSCpr/PnF3HubchsbG9B1jGeQ6G/eBy+8egepKMCH2soHTcftYYCf3/xAtbBm59Bzi8nKe8m4PufNPRNY4VCoVAoFAqFQqFQKBQKhUKhUETQh8YKhUKhUCgUCoVCoVAoFAqFQqGI8LHlKURE7H0qSUi06ICobgFRTcIhQQCGZYG+EPCx6DfESBO3B8rBAhh3EhIF2SI5jMCnH9OpvcCUp2h7RNlPgppwYBavjB87DJoYX0fNxflaKVC4KnVQfbjj/HDjVVLikJDHjeyAKO0yghQHkQE1I9ynovkhxt8lytzGKl7x//5ffyOy46F5zzF65d9OgT6eK4JqwFTZsTFQGw4cgMQEy1xceu/9yG4Q/TZHlPR6ET4uIuI30V1+fBaUzCR1Fd+9AypfxQF9zuPuxOS/eaJzOgm6T9v8fx6L/h0jGlCMut+61D04Fo5eZ3rX9+RhdUA363LEIneIs4KCRV8yl7jE0hivGepIvkT0ptv30GV1rAxfSpAP9EhCZekOOrRuUldepqckHPiniEijAXpV38P3LJrDWg00oOcuXIjsMnHgU0Q/TFGne0dA/Ww2EadERJI+6DtzRO+LkfxGgroFW2nz2kcFtm1Ler97eI3kOjwab46jLNPQmaPEIiIezWW7BRr10aPIDa9/+jOR/fYPvxfZH3wAqYpsFjQjDuEsbcFJqtUyaXhd6nDP3Zc5LjRJgqnRgA+12jjWq6++GtlXrkA6Z24OVCmOlyKmPAXnUZ+0MSxalKMqT1HIF+VLX/ySiIiUb2Id7DaxbgK6t501UNg6FZOyur4KqqXdxzhlbRz3zq0HkX3uBFHKd3Esn3z2337jVmTnYyThlcQxt9um/JCdxd/G0sgBMXK7JtFQjx5fjOyzFyBrwnTRySnUSGmiRAeBWdxk8/D5mIX7yOcoxoTwWaazjhIc25FSfpAvvATW6YMG4sr3riEWJOg+jy4sGseaJRr0w3uQtzhLkmhnJ1BrhFX4ytRRxP6rG/jtzR6oxNU+1dC5A5F9bX3JuI7cHOrdrk+0copdM5OopQ4dQTzsUVf6Fsl1hD78o7kLn0uaTenllWPnInt3F9RQpjIHGYxhzzVpw6MC1wtkeZ/mO0G59swR5GYng9xeLGI9XXjz88ax+n34jdvr0+e096BO8QHF7l4PE+BRcvEpppfHQeGPkQ9sUs0uIhJkQfO2Zikn0J6JpZcSVIPPHoGs4fg01ycIVm4Xx+n2zW1sgqTqEgnaE5JUmU3yW+khSZZRQRAEqEUoZCaISr++jT3I8jbW0EbHXGx+EmOwQHHdT2Jst6juGXOwBg9kEMczDvzGozrEEvjiDNWWucCUNamQxF41hrmrthBD54uINzs/Qp014cCfCrPY92VK8BvbwzVVLr5rnHuCZAbT44h7nQDX0afY5Vuj+c5dKpOVU8+/JiIi84uQDrh+BXKK60s3IrvTwrgOy7blchizjTXkl26LpafwnWYNEgRbJAHilTDvMZKhaFbhs/dvIZel0+aa9XuY12wKc5enWOCQZGM1JCnIHj7/6ApkV3b24O+TRfhs24YchYjIzi5qPJd86JXTpyK7VMaezR/B8saxLSlkB/PlWZAoseqII7k81kmaZFl3GuYmfK2COHygwM/4MN7bm5DV6hsP/0h6J0MStPQs7+EWfGySJD8PjJm+OzuDnFqpIj41avCz6XHcxxzVXmdOwy/vPoA/1LZIUs4lKZuEOekXzuFYX/7Cm7jeCfju5UuoFaWAZ0yfNEYz6ikUCoVCoVAoFAqFQqFQKBQKheIfBPrQWKFQKBQKhUKhUCgUCoVCoVAoFBE+tjyFJWCHs/SEQUx8qoTCkDyF8RfriTYfK+Rn3UQRcYiiyzRvj2hyPv12r21SSVNFUKGmCtT5kNoKW/TavUed7Dd2QQNiSYq+wUUgWlj488lLhE+xzVEbHVgiEt+nqDoOxnisDMpDtwPqWXEcFOn+EM2+2SD6E1EY7t2GXMBjerqISJw6NDtEVXOIZ9egY/oBPt/aADX7P/ltkxJ4JA9KYaNKHUBpjpMkn5EgzYRkgjq9BixFQn5Dtt83aQ6eizH0SXagswh64DZJYMh+d+6ePzqdf73Ql0p/MC99krJh6RaH4gBT9cNhGRj6XoJlF2IYx+UVUJReexk0fovmISDqSaMKyva1u5AhaRJFK5UwQ21ANLcuHStJHWE9+rz6Fvxq5gCkS06fPI9jEvX7wEHIK3AXdRGR1Yeg/uyRz0wRxdylrtnBUOQZFQRBIO32wN+7RGctFLA2mPb/8CEkSvI5U4Km2Qb1eXMTNLxcATTIc+dAp/7gvZ9E9s0bNyO7PAaaWib9ZCkn9jOmDIuI9PtYt8yO5NznUxyxidK7vY3u6bdv34nsT3/6U5GdSGBN7NaQ00RErlyFbEtIPhFzEM8mx0FtzdEY7t7FmnrWkctm5dMvDeibn3oR/lHvYq1U9kBJq25jzJaXSMJDRF594URkJ8jX2iTzcJVkPx4sowN1j+JKKQQtvO8di+y1HuUeksaIDVV2xRzFyhC+HJBswF4F9zcxjji0QJ2/r126HNksZWJTPr18GX4iYvomy1OEpHGQIrmOWDg6uYkRSij+/rqwaN15VLtefITYu72NeX/u1BnjWEfmID2RIQ02n9bUeAxU2OdJciSg0HV0DnOXuAc69jtrqJFu+ohn6YNmXXmzh+t9uIl5PTUBGYopot4emluM7KVVxNM21W4ry5AyuHEFsXF1w6RgfuYLb0T2dB7+/1iqSkSEWPLSc0bTb3quJ3cfDfL7sSLWczaHOQ0pxnJREwxRnXnPZNGasigg2PR7j/OLTXRxF5/3qRZw6fsu1dy2bVKQE1THZNLwU4++F9LeKFvAHmt2djayS5PYk7HcV7VC0kc+aM0iIknS3Ek4GA8vxG8cGoPYiO6lwiCI5iOfxv7JFvjNyh7WSh3hXWYXkENERH7tN/+jyP6VNz8b2ZvriA09ksa6/u47ke0J5i45Nx/ZGxWSK+hibZZy5BsJ8721bQ/5qE5yMzmSZ7GriB9jFuJKinJei+a6RnOdpbnuV8z6xl+CTNQsxRubZNt4fXmjWRZLGIbi7csfHZiHFEx+AvuKWx8ipn/00x9G9tYGZEJERJpxknSjvXOH6op2Hd+JkXxDo46524DCgxRWKUaQTJNL8ihOSM4sIp3mHv2GYhTFsRrVb32Sb3RoP97pwMfpK9LaQ+1c2cS+TkSkT5Ks0wuQpHA9HKBaR70Y2697jD3+Mw6378uj1cH4lydIKimGe6ztYH7KR+E/uTFTEnN1D3tZoedpLxzDPtXySMaojTqJn3FU65QP6iR1ZMHHig6eH+2RNIqIKRG7W8W1P3iAuT51DOvDIQm1+hYkaB/exucx2ueXxnAdR8awTxQReeUc6r2Qnuk4Zfzm6HOosawcZGQ+aeibxgqFQqFQKBQKhUKhUCgUCoVCoYigD40VCoVCoVAoFAqFQqFQKBQKhUIR4WPLU/xy8RR60FM+Doc55/sw5CmI1hB4oBz0QuoG2zA7t/YsUMNiNl6775NMgW/jVfu2h883dkAl9Yh2FdBzeZ8o6eHwzVmmSMf/X2FJIHbYFhGRzQq6VFo9UJZKOVAWymOgF9QtkxYSWpiLQhYdV6vVOn3ryePfbLboG0TnJoqeECWw2mhH9r//G1CzRETK9F8vYQk0hIUDoGjsuXSsFjpvsnyJ2yepCfLxfp+6gg/xEeNECz5z+jjOfR7Uhh2XfHP/Xv1hXuMzjNAKpecMaEYhXzetGZ9/QP8IPOMvEqeOzEyoTJF8SL0O3whDfMujOMBE2MkZ0IfHa0uR3d/lbu7mdRSpS3TRIskbWvqOj2vdXALV77vf+ga+5MJfZxYWI7tBnckbIclwiEglAL3o4hKoOOfAxBHLRWxMjI6rGAiCQFqtAXXIkDIhymqLKG8ra8gZXZfnTmRvD2t2t0ISNETdXX20FNkerWXLxvjPz4Muns0hVtSJXuUQvTaeNqldXZKasY0/4XwcwgKm/dN1LD+EXMTxI6CqWkTFnJgANVjETFFMfXaI+jw9i7VwgNbF9RGSpwjDUNx9+Z44zUXWIXpjEv5UPgJK7tf+8jvGsSzKUeUi1vzkFOiv//y/+MPITiYwrk3yTdfHdTSaJENEYaXTx/xevW92+H7nDmQv7m+DsjyVgT9NUndpx4f/p+IUP0gTpU/0y2QM152ImfHG65MEziTkS2ptUBBZLipXGk2ZgSAMpdkb3JNFlEOPxqlN99npYVweXYacjYhI+c7VyJ6bnI7s6SKkdbI9nOOlRcigZIgue8iB//3uwecj26b5+uoSunS3kmaeurrzUWS/9SHmNXX0VyN7cgLn7rQwp5Ut0JKre4hvb72Fe334CH4ZN0Od7FAX9Oky1st2FVRkt4q6zKO8NkrwA0v2uoP5+K1ToKfGiR8dUPC1qKbtB+Z8eVRAuB78o8+fk8QRy014JP/A8lQch3aIR17ZBG2Y5bpERNwO/l3j+epgvjok33XhwIHIniE7kYO/P87lIiIWjUdySPrLJhlAru19yp2+y7HLjFejhHCf4p4iWal+H/dcIwnFIychn/Uv/uv/1jjOuQug1VPKkpkJxJ5yCfXA9VdejuxrlxEjNlo438Rx5EW/hjpze4+0CLpDEpETByM7Q/u4xgqka/wJ7PXic4gLbgx7SJckUWoxxMPlNnxxr8H7RJHxZfhz6RQV4qR7EXjs56OZp9xOS5av/FhERHbKyMfzxxHHX3vjC5G9MLsY2Zfe+pZxrKWrkDzyO4gTAckf8ojxHjdo4y/89GOvQnUB1bVJKnh7naYwLMqrdZI/4DgRp3XO++uAJQ8pXuSo7klT7TZ+AM8kRETsMcjpNCj3Xr99O7KzBXxn5uBgnz5Ke3A/CKWxH+NnyojJ589jP2N1EdtdkubsWWaOcmkN9ehPO7Tv3lnHsboBnqOUiyRpRsdttbGHTuax9qsd+OHyunkdTYo9xQLqobu3cR2VC/hOaw+f91qojydL+G2mjD0dK0rNLGL+RUQWn4cEUCGLa99cfj+y+z7G4Nwp1G6fNPRNY4VCoVAoFAqFQqFQKBQKhUKhUETQh8YKhUKhUCgUCoVCoVAoFAqFQqGI8LHlKUIxX+Xv5HZEAAAgAElEQVT/BwEf/udocOsTvSroElUixLPxuouD7jRNSpVP9F2hzpZdonZ5Nigw63t4fXynDjvgtvbEFWYm2bA8xdNuz7KeqtHxlF8820g5cTmZ26cgkVxEpgTKQ3cNY5k6C0rV9Zuge4iI+GNEUYuTK9++EZlMDeWxtGiOHJ4vC5yCYgE0lEQStJPdXZP6u21RF+ltSEEkqdPn7//T343s/+1//78je2UVVC2WMkllQbU8cQqyE5k0qAwiIjevXcN1VUAHrVRAJYtTN/XY/iUNMUaeeQT7rU4d7g5O0h4Wrf2EjRtOJkzKaiaNfydTGMt0CDuXwnd49fW6oKT4RL+amkTX4cmHoHu5NlOoTCpSxkIc4VjT63Toc6yPqTwoOg/voXPrv9v4WmTHy4cie526HLtDUgsOSRBYIf72kOh554+hW+uRKbPz66ggCALp9Qb3Z5N0UbWKNdpogCKbI1oTd10WEalR92Oe+5CCOp1CXKLkL5EUxGuvvx7Zs3OgLNWu4fhZWvvlkjn2YQCf2N0F1ZLTBHuaTdIRszNz+AOtnXYTPjd1EPTQk8dAVxQRKeVAC21Td2yWH7h27XpkrzyCn44SOp22XL18UURE5g+CKi1UU3CX7dkToOi98cU3jGPdvw9ZmXoV8WBplan7oFMeIRqbJYgRC0eQA8IefDbG0hE+5jETN9f8j6/h390+yeF4yLXFLI714nOnI7tSh5xAQP73cAmUYfZ9f6greI1owNlsPrI3K1iHfVpTuayZ40YFQRBIuzuYA6brcw3iEJW+Q3WHHZj13Ap1g7+0ei+ykzEs9MkE8txWE/HjcB65//gU0f7LoJp/eRZU31ob8/Pt1YvGddzu0t8evBXZ1i5yxZuLn45sdxnXcekSqMvrJK+0XcF3atSRfIpqQBGRjW385vRxos+TrMdHG/hOtzGadHGxRGL7C2i+iPqTXYLLfZ/8yfPMtUZqBNJjiRTyxx7lNo7dnPMqO5AT2FxFHK+T1ATLPbQbJl18+QFiwwpJkDiUqM5TjDl6HPHNpnXh9kgmg85R20PsYEkUEfNNKLZjJKkUhqY04SjCsiyJ7e97QtpL7dYwRxJHDvm13/hKZF84/5xxLLdHkmwkX2I7yAmLC6gJFw9Deurlly9E9ne+9aPIvnfrVmTPkVRV5iiOc/vBsnEdySz2XMEK8qLfRs6rpan+OggJjFge5+Dp3W2iRttoYJzuryAHi4gUNpEjj74C+Z3ZMUhg2AHt9azRkRdgdNpNufLhIKenitivTFDtlyvgno+eeTGyDx00afbvH8Te5+KPvx3ZM2n4TZuk7upE6w/p8RPthszAR/U1qcpJbOi5SILyqk8Pjjir2iQ/GlIs8C18K57AlRRyqFXicXy/Yw/VN7vwzQrViFl6frC5CUmw0tigDg9HSJ7CcWwp5gdj45NM41odc5uiz+M+YnUYsBCkSD6NPB/soL5Ya92M7EfbqAF36HFLMoWI/sIp+K4fxzFLk9BZTGUoEKwjp4mIHD2FvVWpgNjRpST63bfxLOlAAb5x+hj22m+8hnWz3YUvtdoYg3LZ9FcvgM/YAfJonvbmexTHGxuoAT9p6JvGCoVCoVAoFAqFQqFQKBQKhUKhiKAPjRUKhUKhUCgUCoVCoVAoFAqFQhHhY8tTiIj8stQpfh4Viqedqk/0qsdUZBGTYtMj6vkGUSLbrkln447wgQ+70gDl4Prdpci++3Atsl0aSpvaJnoht5yHHQzdqc2UTuKiheGTOWrD8hajgpQdl5OFAU2y28Vr+Z025i7m4rX8g9OgAVwDe0FERA4fXYzsbBJ0yx//8IeR7RMNm+fFZpkDkqRgekoshv9TOUKUqmGpgcvX0D04xV1DiYpz9fqdyG61QQlmzw4D+LIdws4liUrjmrS6kKRTLr6L62iQTMZ//9/9N5GdzQ789KtJswvuM49wMAY2S5oQ3SibBVU3mwBVJZ005SlYpiCVwlxnxqj7ahw0/CT5QLOHeQtJeqTTxDynffjhTAZ0YO5GLiJikfqB7+FvyT78xyc/c+KQTkjO4p6W1hCb1rdB9QtZfsUx6UFG0+cAcat+G5SZrZ27+PysSUkbFViWFc03j0Gb1l9AFLF6Azyo3d2np8ZMBuPP1POQYs14GXIi62uQoNlahz03g3G9fwfj7dD/5YaeqSNTLsC3q8TbYnkAj+4ppPx4dAGxtJQuRHaa1sE4df9tNRBDRESyFBs9kqcIQpaMwfqsV8zfjwq2Nrflf/lX/4eIiByaBU1zZhpzGo9jnU/fRGJaPMx5QmT2RYx5PIkYc5Botdk4xq9RAxXcovXvu5Ac6FOXas/GNYUk8dBrIy6IiBQoP8bLiCV2H7RJh2iaLCkRUN2RSOBaV0l+hGunDMViERHXxX0s3YdUSz4G33SSiIFjE8fo1+/KKOHxWLlEq+1R7I+RLpTH63xIbozr2m4P9Hu7i2NVHPx+7zLm60tnX43sVIbk1HZAx54swhf/qzNfjOxsDH4iIvJvP/jbyP5B42pkN9chQ1PbhGxYpgZKb2oTdNAkyS7lC7juDnVD/4Pf/Lxx7pIDaQ27j/HZSuAarRhqACv4JW1I/pGRsEXm84MxyVDd51NcjZF/eLTP6fZMib0++VSfxsMnfwwoTnRa8JvdHcSC3Q3Ij7gtypck0bW9je/fvg0pAhGR5SXUIvNzi5H9z37/9yL7yBHMb4PizfojSFtYKdRidZKIatQot8QMcrsh2WPHqOYPMQaWoWExOjRxhmVbEk8P1gL7QceD/enPfjayX/7Uy5Hd8kw5EbF4n4nBsbiW8OEH7E/TY5jHP/ynmN9HNI/376G+2dqG7ERxHNRuERGvizhRHkeN0gxx7t0Wzdcu7ATtodsJ3EObJAOatOdsNMy1s7aHfLayBt+ePwz5qXjAjkPSUCMEPwilvl+/dYSk2toYmzLFmx7FkVQJdYiIiF3Gv2vkKzNTkA54jSQmt6kmbDYxL2kbsY7SmoTC8pK0H/KHpYhwjV3y/z75abWG89Vpz8ZSY80+Pt+psIwPzjT83KhPz3WSGfis62MPsbOHZxpH9veOwzn/WYZlicT369TdbTz3qtawBlL0nGKOpBzEMmuKo1PY9yToeUafREryWYxxPIZx6rfhP5Vt8oc86g63gRozsFDnZIqYGxGRoxPYx42THMv9R7i/rQ7iZIbkvdYbiGGrVI+Pj6H2re/Cl8oFcwzu3YIMWK+A31z4zG9H9rRFNSBJ2H3S0DeNFQqFQqFQKBQKhUKhUCgUCoVCEUEfGisUCoVCoVAoFAqFQqFQKBQKhSLC30+e4hMDUbh9ogFSh2Bb8Kp8rYNX3TcroEENi2FYRGVgvu/GFl4N3yDKXYe6QlrUZZYPa1FHSYvbfw5R6YyG40TzYPp0YNAZRpNSFUgonX1Kd4Moi3vUlZmmTm5cvRzZ92+Z+hRxoiaWiHrgE6WbZ9jmjqvWk6mh/JV8HjTeNnXCPHx40biOiVV0Sd1YAbXhZg2+doXo5yyTEdL/21h08m4LtI133/kgsn3fpFQVS7jvz3/hjch+7gIoQdMLoEI/bs7pxEeHWmWFtsT9Ac0k7YDmUc6AkpKJg4YS9LA23JZJJeLO3D51Ou12QEWK5TE2PaKe2ESB6hD9e30Nc97v4ThJ8s9+17yOkKinSQdzaIX4XhCjOEdLf2MLvljtw9f9BH3JkMIxfSakYGPbGM/QAxX04Q6kKqo/ARV51PB4TSUSiZ/5TESk2cRYOsSLq7ZM+ibHhRhJEyTpuJk0aEZHDkGW4OK770X25YugJZ09ezayJ0qQhajugUa+Qx3tRUQOHgRFKhXH9SaS1K2afLlDVDqLpDS8Dvx6Yw20zM9+/s3I/tpf/rlx7upOJbLTdK88BizX0aO10BJTZuNZhiW2xJ0BVW5jmyjRHaz5RBJj/yHJU2yss/SQiONgTZbKiFeHDqJb8yxROXM55IbJaVDmtneRKwsZ+F9xAr/NkxRBOCRjNB7CnyenQZtrN+HY2SzyXaOJ9e/3MY+UbqR0Cv/IpIkGPlRVJkjuJ+WAXjg9Dp9Pp3FulosaJYQSSrAfW3kdMAKSsAljT65jf+bfhkIZftMmzuyDGmRvvn0d8abrYe5ePXgUx6cO4Z0b8PGvHIC0hYhIeBbX++cf/Flkf+CCvv2oBtmKBR+10OxBSOksZkEFnevh3lpx+jww89RUGf51lWq/dgv1eDyOwWl2zN+PChJ2KIfSg2t3XZJKI1mSMEGSSORDLG0lYijYGfVKq4P1XCOqa2VrM7Lre4jvLD+0vYHv3L2LLu4rJE9Tb5j5spCHbM5vfeU3Ivv5M5CeuXPz/chuk7yCayMWVIk6zjfXpfw1MWtKAnkkQ+HRni5BOYtp0Z2WGbNHCY/DQbWN+T125lRk/9F/9p9GdolqjKBvrhWuiYz9UPBk2USOSSylw/JvCwuYlyNHIPFw9979yP7Wt79rXMep86cj++zJfxbZ26uQO7l+9UpkP1jFvrGyDT91KEc6VCe5PfIn39yDG3J1JLEUkg+xbdvm84NRQRD40tnfz/ZpDDxaE2GA/MB7o1t3zD34t//2byK7sof97vtUV+/RPuvQYaz/1QpySItkAOIkc2Ao69G6DobqYvbBFknodCk+Bm2SkuvhmgKS1vJJmoWfATkkcxPLID6JiNgWPweC37E0RpfGtreft4Nflr7rPwLCMBRvX/I1kaa8UkfcmZxFvp6cQu7vDsWaXp9qS5LDKpYgc7OYoRqhDj/J0Fxt7OI6bPLXW9dXI/ulC5C/2VqB5JKISKmEevz5c5P4fALHvb+Evdjtu7iOAwdwrXfu4nzHFrGnS5IcYKWC2CQikk/hOWJh4dORvb0Mqa/Jk5ATSo6ZEkyfJPRNY4VCoVAoFAqFQqFQKBQKhUKhUETQh8YKhUKhUCgUCoVCoVAoFAqFQqGIoA+NFQqFQqFQKBQKhUKhUCgUCoVCEeEfTdOYNZN+5m8/z+9J/8UifUTW7WLhSd/Cre3UoKPXId1jyza180LSGQ5J+7RH+nKsXxOwlg1pzRlSR6SLY/GlDunZhIZeFOtLsc2/GE09JT8QafQG114nraNOAG2bdJq0cXLQJ3rx2JxxrLW1B5F96yr0lIb1AR+j3yfNJtZ+I+1ZVorO56B58+ABdLjaHVMDrViGftvuNjRwMkXo7LIGTq0ODcEN0ovrkBYT/3+ORSLP/pDu3/wctDH/+b/448hOpaGB45EO8mOJwzAcHT0lx4pJyRloDuXzmJMYr1Fa155L4xg8XUvVIcGsbhcaWX3Sn2o1MFeZDHQFWT/t3l3ofKVI76pUhN5oNgn/FhFxbNJPS+OeeqRB2w1xT3XSUl+pQlu1HdD/+1E4C9mTh6aadecCXiukvx5aWBO7vdHxFUYQBNLZ101/msYoj0WcdMt67SG/4dxC8+LROu22ERcunIO21Te//vXIvn/3TmQfO7IY2YcPIbZd2oVvWUO6e7ubiC+5NPyR82umhLhTqSL3rdxDvDw8B71BtwvtzHXSN+4P6cYdXsT1FovQLMuTFm4iCb/2SQ/xa9//vowKEsmYzC8O9ISDAGPDub/D+sZxfO4OxZv6LmLR0iPMxXsfwA9iDsbJoWPFyB9LFPfGitAIZt3XsTI0K/c6pr+vb+DctSxqowzp9jcPIl7F4jiWY+NYpTz8rFiE5vLkGH7rOPBLEZFsCtc+Tr+h0kZ8n3oMjI789c8gyquUXznGsA4mx6Th+pj/bbG2opBOPsXrfhLHut+Adt/ue8gb24fx+W+8+JnIzjukl7dhrvk3StBHvZJBjLrood5adihPdaCXu76LeNhdxjpKkPbwwiR843vf/oZxbi9EL4f5gzj3LOnwP6hSLdXh+ml0kBBfZq3BfdTrmMdsFms2S/0bOBcNx+hWi3oR1KD3uleBXnGLckJzF/O1/ehRZN+6g3r34Sr8pktxxfdIK7Zv9lgJfMz35cvQadxaQ25LxuAHuTxixg7pZG7X4EMdyq+tFvzvK0ehgysi4rAcONVTrAXdaSF+d9uj6Td+EEhjX4/ZTiEufP7Lvx7ZMweh6ek+RXv45wVXImYfGOqfQTmf92F8vsVF1B5/9Ie/b5wjmcDazqRxT/Pzs7APH47sf/cf/jKyV2/Cz9p7mPcM6an7VOd7rrmXyueRV8fGUN+ERj8G3J81oprGIiLW4yQbsnYxdIXbTYqrqw8j+8N33zGO06Pa0aY8wkrr9x5hza/XMP5tmgvL6PHEY8z+xHrUwz2dKK9SzxafPo8L6VTzXombMJAmMfegsklnOZky65u+x9dLPWKo10eV4tVufRCXvac8p3gWEXMsKRUGY2CRvn7XhZ84lA9ytCeYSJl73zT1jrn1ELF+rwnN4GMnUXckcxjfrWXkrngS43dwEvVq3kauW9lEr4cF6gcjIlIq4fc7lAd9H3Odpod2k7SvyuUwBkfmETfyWdLKp7zSqeP4IiKvnj4e2dUOxqOyh1xbmsVeLDN9Rp4V6JvGCoVCoVAoFAqFQqFQKBQKhUKhiKAPjRUKhUKhUCgUCoVCoVAoFAqFQhHh7yVPEQ7znv8O/F3yFE/9DdkOnStJj7oTcXr1PQZ6RLOLV88390DTsoj6YNASRMQ35CZwvoCuhEkRFn3O1xoYkhJMEyfKYjBE56LfBCHdoCFbQRTOEZWnEMF4Wg7G3yY7Q7Trg7OQXxgbgwyEiMgCUe62tvD6f/UwfsOUNpdkB5otor31McZM+WSe7OkzoJtXaqBUiIisrIFS4Pqg+3zhV0ABXTgEetVeBdfaboOi8+6770f2wyVQE5gelSTKlojIufOg5vkuqEJ1ok/HSIblsaRD+DP0nmcXjuVIITmgiwXEUHJpqlyXpGWImR0Gw7Rflvqgz0P4X6lIdDaSA6kT9XN1A3O+uQs/PEI+aiWfTDUXEckSfYf93XFxUbtboOLcfgiacY2p5yRzEboUNyje2j9Dfca18FWFNu61R4PItK5RQhiGEQWcqZJB8GTf9/s0ZkN/YxkPnyQjekTD/e63vxPZ/9P/8D9G9j/5ym9E9tf/GlIVS3fuRvanP4NYsfZwic9sXAfHwDjJq5RJHsAPMHedFiiH2RTmcaI8Fdksq7GzDYpYd4j6XGvC/y2imLWIolgsQC7h4+T8ZwG2HUo2M1gLvR7GslFHTN1j2jStR0dMWYixItEVSVog9LD+2z2Mc4Vo0z2SU2q0SJ6GJEpskujhGJOJmR6cInmcCtVJY+Og4Z7ugxLotuDvpSyOm12En0kM33FSOGYyYdI34ymSAQpQi3kdfO71ScIhMbrvMjz2eZaU4BqVpaL+rurZkNiiL8Yc9if6A8nCJIjS2ybJhreWr0b2Th9+9uKhk5F95sCicR3JDo71+YVXcH3LOHelC99M5nB9u6uIC3sNxKGcjXUwTfT5MI01ISLS38M9WSTbEq4jDrl3VmFnTBrsqMCxQinGBmu90cS8NykPTJHsVc9BHK9WTNrr9gbGo7aLOFFdR72ysbwc2ZskSdGqYG1u1DB31SbFwAb8qUYxsNszc4VPcfDKFeQ5XheFIu5jYRayNRMTk5G9toXaqrqHesix4X9jZfxWRMR7Fdd47BR8W2Ko8bY24LNvv/VTGUUEQSCt7mAOPv1FSFI898pLkd0nCRyu+Yf37uFT5HSe9h3O7U/7nOXf+Dse5bV83qwtuVZlOZFeH/eRKoCKPk/7qqs3r0V2pw05gOoe1giVuOJ1WERB5PBzi5FdKpM8Be0DLQvX1O8/WfLsmUcYSrifh/pUu3Wovltewpr94N23IntnHVIVIiJen9Y9SYLGSS4lRnIOrS7GPPAx10mSNghYJpT81KHjW0PPPxySmMxnICPgephwOp3Ek/iORb9leQqf9t1OHD9OUP0kItKrIrfZdI0h1WBhHJ/39vcfIyUR6Vgyvl/Ltkjy57mjiNVzYxiX6QTuN18cM461ubMW2cUM1lMuh+Nurd+L7Nm5+cjuOshpiSLFBwe5yEvi8wf3kPcmMuazk9J5XFe9grw5PnkI1+rjPj68Cvmbg/Pw4xPHkX/seJW+gz1WMjBrk6Xlpche3oC8ZbZ4LrLPv3Y+skMXPvZJY3Src4VCoVAoFAqFQqFQKBQKhUKhUPzSoQ+NFQqFQqFQKBQKhUKhUCgUCoVCEeHjy1OET+4U/cukpNpEBUnGqAsmtb7c3gMNxe2BltT1cE3NFnXHZQmKIYoDkwUs+lf4C94T0w6YCs2fG7IVIhKGT6b7GOoUbP8C0iDPEiwRSex3pPS4OynRWXIxdKO0AtBIPM+kLx6YABXaPwKaktsD5cb3QDFxiRbVIdpmu0VUPKKaXL6Lrq/NBmhUbs+cuzp18OYusBffQ/fvax9ejuwsdfPNUvf6FFFYEjFaU+QrJxZA1RARmSrh9+sPQSnKEJ0xk8IYymNJlmC0qFVRE1MaC6bIp5Lwn3icaOBDIY6YNeIQ7axQQFxYXAAF26EOyUsroNWERGM6ff6FyC6R1ESM6HnDnZZDkh1oNUC5CSi2bW2Cmrm7iwsPHNyfHTKNGeNhWfz/gea5+9Tp3OG4Q/HWj2GtxPomrWeU8DiWmjH1yTbTIZ0h6phF48TsTYdyw50btyL7f/6X/zKy07T+Xn/l5cgul0GzPHcaNFrrd38nsv/mr//auA6f6H1dop76PdDwWh1QtZJE9S+Tb7r0nUoNOfQv/uxPI3ub4pqIyG4d/96pkcyAx/RN+sFopiixLZF0fDBulk+0SdLFCguIK5S6xBJThkbo9x2qSfZ6JEMRIBfFiNLI9E0nQZIyFPfskOWUYCYS5nVwt+dCjjpbj8EH/T58IkZ5d4zSrp0H5a5DlHQ3hO27oOiJiLgB0VaT5IMeSQVR7IrHTfrnyCBEvcd1sEfrlGsQVkcblszhf/OxbPKJlIUcFDgk3xYiFsQoL9o0rld3HkT2TaKCvjB/zLiOz52+ENkvHX8xsk8ukJRJAL8RynlL5xEvVu6B/nlsHJTWz5w4iutOmrn6Bx/iur7x//5lZK9fQZzdoc7jfhn14CjBD0Op9gdzlgkxli3a2/RpOecmD0S2VUXtICLirUB6YuMq6PrbS0uRnabYcOYAap3kCcz9O9fw/atvXYzsap1owCRh5Qvx/sWsu2yW26NyZauCOLFRQa1tGXKARE+n2EpbB/nedyALJSLy8iuQUUmS5Mk9kuX46U/ejeyv/nv41ighlU7LqTMDCvNXfvu3o8+TGexVAo/iCP02GKpvOEY9TWLiaXtZ/g7bfBxDbofmNPCH9iFUXIXCNl091bbnL4DC7fmIre9fvhLZGxtYI1MlxJ7FedDQRUTe/OKbkZ2nfVmX95PGvml0JP4MhKH47mC9+iRlVCE5m/Vt0Pp3diCV2O2g7hMR8XuYV5sSWkjz2mljTx2QfEOMZB58qntsm+ScyH8DGnuWaRIRSRfwzCBbyONYlG9jJNGVzuL7MZJtK47BP1ySJmyTjEfSNvdDQYix8nm9kVySS9fe9QbXFIxQgRxzHBkrDaTxZuIY0/kC7jFH9/vRGvbKRxL0/EFEltfhTzs1yhskQTVWhnSEF8J/uJ5puaihu22S5mwgR+3u4FonD5gSDxsrONahU3iuEpBPhx2qvTx8v92GvxapJo5b5Pceru/8r75hnPv6e5ci+4V5+Ewqg/NtUb4KDMnCTxb6prFCoVAoFAqFQqFQKBQKhUKhUCgi6ENjhUKhUCgUCoVCoVAoFAqFQqFQRPj48hQSSrhPxf+HapLO9PGwz699w16l1883iNrCXVj7JBkQcNfXn6EHfPwb+Xnoz0+zf/ZvT/7coDCOamd6CSQtAypBPE5Unzj9/wVRYwOaa+4ELCLiEWfPoy6X/dQQRXgfBmWU/KlP1O52E5SCbAZU2ku30GXa7REdU0Sms0SnZZ9tgZ7JfXr9Bq6jvUsdZIn+fOHodGQXiEozPW12io71QcuIe6DZpC1QKVJEG0o+pl2PkPvYliWpx5RKojclEiRJQZ2xkzT9vSH2W6OLuXaINjlRxhjnk9SdfB1dtisr65F9IA9ad7FYjuyA5AN8n32X6XkiHRffY+mKNulnrFGHb6bkOUTNsi3yN5pnlqewhybb5zhCdok6WVtEM6ztjJaUCeNxJ/CnxV6Dimnjnks5k+oci2HMU0ms9xJJTHgufIupflPjoFp1W4gvd7a3IvvyLOR1XnoBcid3b6KzrojI+jp8sNuhtZ8DJS9LchhJiqtBH76yUcFxrt27j+8kcJ8nz58xzp3ewBrZrZg0xcdgTxulGMNw7LgUMwPKWT5F3cFLGL9+n9c57EYLlHIRkQ5R3R6tk9yHDR/quBgolsOIk5SWz35KzMyQ5ApiROvMps2u9JNToNuOj6MzfJE6SqctXF+vASofy4/EY+xbOE45i+N4oUlVr+7B5zt9op7S/THRN5vIy6iDa0v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"text/plain": [ "" ] @@ -773,7 +772,7 @@ "metadata": { "anaconda-cloud": {}, "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "display_name": "Python 3", "language": "python", "name": "python3" }, @@ -787,7 +786,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.12" + "version": "3.12.9" } }, "nbformat": 4, diff --git a/convolutional-neural-networks/cifar-cnn/cifar10_cnn_solution_added.ipynb b/convolutional-neural-networks/cifar-cnn/cifar10_cnn_solution_added.ipynb new file mode 100644 index 0000000000..d1a9e70ed7 --- /dev/null +++ b/convolutional-neural-networks/cifar-cnn/cifar10_cnn_solution_added.ipynb @@ -0,0 +1,780 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Convolutional Neural Networks\n", + "---\n", + "In this notebook, we train a **CNN** to classify images from the CIFAR-10 database.\n", + "\n", + "The images in this database are small color images that fall into one of ten classes; some example images are pictured below.\n", + "\n", + "" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# Restart the kernel after running this cell.\n", + "!pip install -q -r requirements.txt" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Test for [CUDA](http://pytorch.org/docs/stable/cuda.html)\n", + "\n", + "Since these are larger (32x32x3) images, it may prove useful to speed up your training time by using a GPU. CUDA is a parallel computing platform and CUDA Tensors are the same as typical Tensors, only they utilize GPU's for computation." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CUDA is available! Training on GPU ...\n" + ] + } + ], + "source": [ + "import torch\n", + "import numpy as np\n", + "\n", + "# check if CUDA is available\n", + "train_on_gpu = torch.cuda.is_available()\n", + "\n", + "if not train_on_gpu:\n", + " print('CUDA is not available. Training on CPU ...')\n", + "else:\n", + " print('CUDA is available! Training on GPU ...')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "## Load the [Data](http://pytorch.org/docs/stable/torchvision/datasets.html)\n", + "\n", + "Downloading may take a minute. We load in the training and test data, split the training data into a training and validation set, then create DataLoaders for each of these sets of data." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Files already downloaded and verified\n", + "Files already downloaded and verified\n" + ] + } + ], + "source": [ + "import torchvision.transforms\n", + "import multiprocessing\n", + "from helpers import get_train_val_data_loaders, get_test_data_loader\n", + "\n", + "# number of subprocesses to use for data loading\n", + "num_workers = multiprocessing.cpu_count()\n", + "# how many samples per batch to load\n", + "batch_size = 20\n", + "# percentage of training set to use as validation\n", + "valid_size = 0.2\n", + "\n", + "# convert data to a normalized torch.FloatTensor\n", + "transforms = torchvision.transforms.Compose(\n", + " [torchvision.transforms.ToTensor(), torchvision.transforms.Normalize((0.5, 0.5, 0.5), (0.5, 0.5, 0.5))]\n", + ")\n", + "\n", + "# If you want to refresh how to load and split data in pytorch, open the helpers.py file\n", + "# and read the code. We have documented it with comments so you can follow along easily\n", + "train_dl, valid_dl = get_train_val_data_loaders(batch_size, valid_size, transforms, num_workers)\n", + "test_dl = get_test_data_loader(batch_size, transforms, num_workers)\n", + "\n", + "# For convenience let's group them together in a dictionary\n", + "data_loaders = {\n", + " 'train': train_dl,\n", + " 'valid': valid_dl,\n", + " 'test': test_dl\n", + "}" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# specify the image classes\n", + "classes = [\n", + " \"airplane\",\n", + " \"automobile\",\n", + " \"bird\",\n", + " \"cat\",n\n", + " \"deer\",\n", + " \"dog\",\n", + " \"frog\",\n", + " \"horse\",\n", + " \"ship\",\n", + " \"truck\",\n", + "]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Visualize a Batch of Training Data" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "%matplotlib inline\n", + "\n", + "# helper function to un-normalize and display an image\n", + "def imshow(img, sub):\n", + " img = img / 2 + 0.5 # unnormalize\n", + " sub.imshow(np.transpose(img, (1, 2, 0))) # convert from Tensor image\n", + " sub.axis(\"off\")\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# obtain one batch of training images\n", + "dataiter = iter(data_loaders['train'])\n", + "images, labels = dataiter.next()\n", + "images = images.numpy() # convert images to numpy for display\n", + "\n", + "# plot the images in the batch, along with the corresponding labels\n", + "# display 20 images\n", + "# NOTE: make sure your batch size is at least 20\n", + "fig, subs = plt.subplots(2, 10, figsize=(25, 4))\n", + "for i, sub in enumerate(subs.flatten()):\n", + " imshow(images[i], sub)\n", + " sub.set_title(classes[labels[i]])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### View an Image in More Detail\n", + "\n", + "Here, we look at the normalized red, green, and blue (RGB) color channels as three separate, grayscale intensity images." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "rgb_img = np.squeeze(images[3])\n", + "channels = ['composite', 'red', 'green', 'blue']\n", + "cmaps = [None, 'Reds', 'Greens', 'Blues']\n", + "\n", + "fig, subs = plt.subplots(1, 4) \n", + "\n", + "for i, sub in enumerate(subs.flatten()):\n", + " \n", + " if i == 0:\n", + " imshow(rgb_img, sub)\n", + " else:\n", + " img = rgb_img[i-1]\n", + " sub.imshow(img, cmap=cmaps[i])\n", + " sub.set_title(channels[i])\n", + " sub.axis(\"off\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "## Define the Network [Architecture](http://pytorch.org/docs/stable/nn.html)\n", + "\n", + "This time, you'll define a CNN architecture. Instead of an MLP, which used linear, fully-connected layers, you'll use the following:\n", + "* [Convolutional layers](https://pytorch.org/docs/stable/nn.html#conv2d), which can be thought of as stack of filtered images.\n", + "* [Maxpooling layers](https://pytorch.org/docs/stable/nn.html#maxpool2d), which reduce the x-y size of an input, keeping only the most _active_ pixels from the previous layer.\n", + "* The usual Linear + Dropout layers to avoid overfitting and produce a 10-dim output.\n", + "\n", + "A network with 2 convolutional layers is shown in the image below and in the code, and you've been given starter code with one convolutional and one maxpooling layer.\n", + "\n", + "\n", + "\n", + "#### TODO: Define a model with multiple convolutional layers, and define the feedforward metwork behavior.\n", + "\n", + "The more convolutional layers you include, the more complex patterns in color and shape a model can detect. It's suggested that your final model include 2 or 3 convolutional layers as well as linear layers + dropout in between to avoid overfitting. \n", + "\n", + "It's good practice to look at existing research and implementations of related models as a starting point for defining your own models. You may find it useful to look at [this PyTorch classification example](https://github.com/pytorch/tutorials/blob/master/beginner_source/blitz/cifar10_tutorial.py) to help decide on a final structure.\n", + "\n", + "#### Output volume for a convolutional layer\n", + "\n", + "To compute the output size of a given convolutional layer we can perform the following calculation (taken from [Stanford's cs231n course](http://cs231n.github.io/convolutional-networks/#layers)):\n", + "> We can compute the spatial size of the output volume as a function of the input volume size (W), the kernel/filter size (F), the stride with which they are applied (S), and the amount of zero padding used (P) on the border. The correct formula for calculating how many neurons define the output_W is given by `(W−F+2P)/S+1`. \n", + "\n", + "For example for a 7x7 input and a 3x3 filter with stride 1 and pad 0 we would get a 5x5 output. With stride 2 we would get a 3x3 output." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Net(\n", + " (model): Sequential(\n", + " (0): Conv2d(3, 16, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", + " (1): ReLU()\n", + " (2): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n", + " (3): Conv2d(16, 32, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", + " (4): ReLU()\n", + " (5): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n", + " (6): Conv2d(32, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", + " (7): ReLU()\n", + " (8): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n", + " (9): Flatten(start_dim=1, end_dim=-1)\n", + " (10): Linear(in_features=1024, out_features=500, bias=True)\n", + " (11): Dropout(p=0.5, inplace=False)\n", + " (12): ReLU()\n", + " (13): Linear(in_features=500, out_features=10, bias=True)\n", + " )\n", + ")\n" + ] + } + ], + "source": [ + "import torch.nn as nn\n", + "import torch.nn.functional as F\n", + "\n", + "# define the CNN architecture\n", + "class Net(nn.Module):\n", + " def __init__(self, n_classes=10):\n", + "\n", + " super(Net, self).__init__()\n", + "\n", + " # convolutional layer 1. It sees 3x32x32 image tensor\n", + " # and produces 16 feature maps 32x32 (i.e., a tensor 16x32x32)\n", + " self.conv1 = nn.Conv2d(in_channels=3, out_channels=16, kernel_size=3, padding=1)\n", + " self.relu1 = nn.ReLU()\n", + " # 2x2 pooling with stride 2. It sees tensors 16x32x32\n", + " # and halves their size, i.e., the output will be 16x16x16\n", + " self.pool1 = nn.MaxPool2d(2, 2)\n", + "\n", + " # convolutional layer (sees the output of the prev layer, i.e.,\n", + " # 16x16x16 tensor)\n", + " self.conv2 = nn.Conv2d(16, 32, 3, padding=1) # -> 32x16x16\n", + " self.relu2 = nn.ReLU()\n", + " self.pool2 = nn.MaxPool2d(2, 2) # -> 32x8x8\n", + "\n", + " # convolutional layer\n", + " self.conv3 = nn.Conv2d(32, 64, 3, padding=1) # -> 64x8x8\n", + " self.relu3 = nn.ReLU()\n", + " self.pool3 = nn.MaxPool2d(2, 2) # -> 64x4x4\n", + "\n", + " # linear layer (64 * 4 * 4 -> 500)\n", + " self.flatten = nn.Flatten()\n", + " self.fc1 = nn.Linear(64 * 4 * 4, 500)\n", + " self.dp1 = nn.Dropout(0.5)\n", + " self.rl1 = nn.ReLU()\n", + "\n", + " # linear layer (500 -> 10)\n", + " self.fc2 = nn.Linear(500, n_classes)\n", + "\n", + " def forward(self, x):\n", + "\n", + " x = self.relu1(self.pool1(self.conv1(x)))\n", + " x = self.relu2(self.pool2(self.conv2(x)))\n", + " x = self.relu3(self.pool3(self.conv3(x)))\n", + "\n", + " x = self.flatten(x)\n", + "\n", + " x = self.rl1(self.dp1(self.fc1(x)))\n", + "\n", + " x = self.fc2(x)\n", + "\n", + " return x\n", + "\n", + "\n", + "# We can also use nn.Sequential, which makes things a lot easier\n", + "class Net(nn.Module):\n", + " def __init__(self, n_classes=10):\n", + "\n", + " super(Net, self).__init__()\n", + "\n", + " self.model = nn.Sequential(\n", + " nn.Conv2d(in_channels=3, out_channels=16, kernel_size=3, padding=1),\n", + " nn.ReLU(),\n", + " nn.MaxPool2d(2, 2),\n", + " nn.Conv2d(16, 32, 3, padding=1), # -> 32x16x16\n", + " nn.ReLU(),\n", + " nn.MaxPool2d(2, 2), # -> 32x8x8\n", + " nn.Conv2d(32, 64, 3, padding=1), # -> 64x8x8\n", + " nn.ReLU(),\n", + " nn.MaxPool2d(2, 2), # -> 64x4x4\n", + " nn.Flatten(), # -> 1x64x4x4\n", + " nn.Linear(64 * 4 * 4, 500), # -> 500\n", + " nn.Dropout(0.5),\n", + " nn.ReLU(),\n", + " nn.Linear(500, n_classes),\n", + " )\n", + "\n", + " def forward(self, x):\n", + "\n", + " return self.model(x)\n", + "\n", + "\n", + "# create a complete CNN\n", + "model = Net()\n", + "print(model)\n", + "\n", + "# move tensors to GPU if CUDA is available\n", + "if train_on_gpu:\n", + " model.cuda()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## How many parameters?\n", + "\n", + "Now that you built the network, can you compute with pen and paper how many parameters does your network have? Does your answer match the output of the following cell?" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "541094" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# (16*3*3*3 + 16) + (32 * 3 * 3 * 16 + 32) + (64 * 3 * 3 * 32 + 64) + ((64 *4 *4 + 1) * 500) + (501 * 10)\n", + "\n", + "sum(p.numel() for p in model.parameters() if p.requires_grad)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Visualize your network (optional)\n", + "\n", + "You can visualize your achitecture by using netron.app. Just execute the following cell (which will save the network to a file called \"cifar10_network.pt\" in this directory), then download the produced `cifar10_network.pt` to your computer. Finally, go to [Netron.app](https://netron.app) and click on `Open Model`, and select the file you just downloaded." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "scripted = torch.jit.script(model)\n", + "torch.jit.save(scripted, \"cifar10_network.pt\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Specify [Loss Function](http://pytorch.org/docs/stable/nn.html#loss-functions) and [Optimizer](http://pytorch.org/docs/stable/optim.html)\n", + "\n", + "Decide on a loss and optimization function that is best suited for this classification task. The linked code examples from above, may be a good starting point; [this PyTorch classification example](https://github.com/pytorch/tutorials/blob/master/beginner_source/blitz/cifar10_tutorial.py). Pay close attention to the value for **learning rate** as this value determines how your model converges to a small error.\n", + "\n", + "#### TODO: Define the loss and optimizer and see how these choices change the loss over time." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "import torch.optim as optim\n", + "\n", + "# specify loss function (categorical cross-entropy)\n", + "loss = nn.CrossEntropyLoss()\n", + "\n", + "# specify optimizer\n", + "optimizer = optim.SGD(model.parameters(), lr=0.01)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "## Train the Network\n", + "\n", + "Remember to look at how the training and validation loss decreases over time; if the validation loss ever increases it indicates possible overfitting. (In fact, in the below example, we could have stopped around epoch 33 or so!)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "from helpers import optimize" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Loss\n", + "\ttraining \t (min: 0.538, max: 2.098, cur: 0.538)\n", + "\tvalidation \t (min: 0.753, max: 1.785, cur: 0.753)\n" + ] + } + ], + "source": [ + "optimize(\n", + " data_loaders,\n", + " model,\n", + " optimizer,\n", + " loss,\n", + " 20,\n", + " \"cifar10_best_valid.pt\",\n", + " interactive_tracking=True\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Load the Model with the Lowest Validation Loss" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.load_state_dict(torch.load('cifar10_best_valid.pt'))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "## Test the Trained Network\n", + "\n", + "Test your trained model on previously unseen data! A \"good\" result will be a CNN that gets around 70% (or more, try your best!) accuracy on these test images." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "from helpers import one_epoch_test" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Testing: 100%|███████████████████████████████| 500/500 [00:03<00:00, 153.56it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Test Loss: 0.752981\n", + "\n", + "\n", + "Test Accuracy: 74% (7414/10000)\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + } + ], + "source": [ + "test_loss, preds, actuals = one_epoch_test(data_loaders['valid'], model, loss)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "from helpers import plot_confusion_matrix\n", + "\n", + "cm = plot_confusion_matrix(preds, actuals, classes)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accuracy by class:\n", + "\n", + " airplane : 0.74\n", + " automobile : 0.89\n", + " bird : 0.63\n", + " cat : 0.56\n", + " deer : 0.70\n", + " dog : 0.66\n", + " frog : 0.81\n", + " horse : 0.79\n", + " ship : 0.86\n", + " truck : 0.81\n" + ] + } + ], + "source": [ + "print(\"Accuracy by class:\\n\")\n", + "for i, col in enumerate(cm):\n", + " print(f\" {col:11s}: {cm[col][i] / cm[col].sum():.2f}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Question: What are your model's weaknesses and how might they be improved?" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Answer**: This model seems to do best on vehicles rather than animals. For example, it does best on the automobile class and worst on the cat class. I suspect it's because animals vary in color and size and so it would improve this model if I could increase the number of animal images in the first place or perhaps if I added another convolutional layer to detect finer patterns in these images. I could also experiment with a smaller learning rate so that the model takes small steps in the right direction as it is training." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "_NOTE_: we will see how to improve the performances even further with simple things like data augmentation and batch norm" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Visualize Sample Test Results" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# obtain one batch of test images\n", + "dataiter = iter(data_loaders['test'])\n", + "\n", + "for i in range(2):\n", + " images, labels = dataiter.next()\n", + " images.numpy()\n", + "\n", + " # move model inputs to cuda, if GPU available\n", + " if train_on_gpu:\n", + " images = images.cuda()\n", + "\n", + " # get sample outputs\n", + " output = model(images)\n", + " # convert output probabilities to predicted class\n", + " _, preds_tensor = torch.max(output, 1)\n", + " preds = np.squeeze(preds_tensor.numpy()) if not train_on_gpu else np.squeeze(preds_tensor.cpu().numpy())\n", + "\n", + " # plot the images in the batch, along with predicted and true labels\n", + " fig, subs = plt.subplots(2, 10, figsize=(25, 4))\n", + " for i, ax in enumerate(subs.flatten()):\n", + " imshow(images[i].cpu().numpy(), ax)\n", + " ax.set_title(\"{} ({})\".format(classes[preds[i]], classes[labels[i]]),\n", + " color=(\"green\" if preds[i]==labels[i].item() else \"red\"))\n", + " ax.axis(\"off\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "anaconda-cloud": {}, + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.6" + }, + "widgets": { + "application/vnd.jupyter.widget-state+json": { + "state": {}, + "version_major": 2, + "version_minor": 0 + } + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/convolutional-neural-networks/cifar-cnn/helpers.py b/convolutional-neural-networks/cifar-cnn/helpers.py new file mode 100644 index 0000000000..e91b933ab6 --- /dev/null +++ b/convolutional-neural-networks/cifar-cnn/helpers.py @@ -0,0 +1,273 @@ +import matplotlib.pyplot as plt +import numpy as np +import pandas as pd +import seaborn as sns +import torch +from livelossplot import PlotLosses +from livelossplot.outputs import MatplotlibPlot +from torch.utils.data.sampler import SubsetRandomSampler +from torchvision import datasets +from tqdm import tqdm + + +def get_train_val_data_loaders(batch_size, valid_size, transforms, num_workers): + + # Get the CIFAR10 training dataset from torchvision.datasets and set the transforms + # We will split this further into train and validation in this function + train_data = datasets.CIFAR10("data", train=True, download=True, transform=transforms) + + # Compute how many items we will reserve for the validation set + n_tot = len(train_data) + split = int(np.floor(valid_size * n_tot)) + + # compute the indices for the training set and for the validation set + shuffled_indices = torch.randperm(n_tot) + train_idx, valid_idx = shuffled_indices[split:], shuffled_indices[:split] + + # define samplers for obtaining training and validation batches + train_sampler = SubsetRandomSampler(train_idx) + valid_sampler = SubsetRandomSampler(valid_idx) + + # prepare data loaders (combine dataset and sampler) + train_loader = torch.utils.data.DataLoader( + train_data, batch_size=batch_size, sampler=train_sampler, num_workers=num_workers + ) + valid_loader = torch.utils.data.DataLoader( + train_data, batch_size=batch_size, sampler=valid_sampler, num_workers=num_workers + ) + + return train_loader, valid_loader + + +def get_test_data_loader(batch_size, transforms, num_workers): + # We use the entire test dataset in the test dataloader + test_data = datasets.CIFAR10("data", train=False, download=True, transform=transforms) + test_loader = torch.utils.data.DataLoader( + test_data, batch_size=batch_size, num_workers=num_workers + ) + + return test_loader + + +def train_one_epoch(train_dataloader, model, optimizer, loss): + """ + Performs one epoch of training + """ + + # Move model to GPU if available + if torch.cuda.is_available(): + model.cuda() # - + + # Set the model in training mode + # (so all layers that behave differently between training and evaluation, + # like batchnorm and dropout, will select their training behavior) + model.train() # - + + # Loop over the training data + train_loss = 0.0 + + for batch_idx, (data, target) in tqdm( + enumerate(train_dataloader), + desc="Training", + total=len(train_dataloader), + leave=True, + ncols=80, + ): + # move data to GPU if available + if torch.cuda.is_available(): + data, target = data.cuda(), target.cuda() + + # 1. clear the gradients of all optimized variables + optimizer.zero_grad() # - + # 2. forward pass: compute predicted outputs by passing inputs to the model + output = model(data) # = + # 3. calculate the loss + loss_value = loss(output, target) # = + # 4. backward pass: compute gradient of the loss with respect to model parameters + loss_value.backward() # - + # 5. perform a single optimization step (parameter update) + optimizer.step() # - + + # update average training loss + train_loss = train_loss + ( + (1 / (batch_idx + 1)) * (loss_value.data.item() - train_loss) + ) + + return train_loss + + +def valid_one_epoch(valid_dataloader, model, loss): + """ + Validate at the end of one epoch + """ + + # During validation we don't need to accumulate gradients + with torch.no_grad(): + + # set the model to evaluation mode + # (so all layers that behave differently between training and evaluation, + # like batchnorm and dropout, will select their evaluation behavior) + model.eval() # - + + # If the GPU is available, move the model to the GPU + if torch.cuda.is_available(): + model.cuda() + + # Loop over the validation dataset and accumulate the loss + valid_loss = 0.0 + for batch_idx, (data, target) in tqdm( + enumerate(valid_dataloader), + desc="Validating", + total=len(valid_dataloader), + leave=True, + ncols=80, + ): + # move data to GPU if available + if torch.cuda.is_available(): + data, target = data.cuda(), target.cuda() + + # 1. forward pass: compute predicted outputs by passing inputs to the model + output = model(data) # = + # 2. calculate the loss + loss_value = loss(output, target) # = + + # Calculate average validation loss + valid_loss = valid_loss + ( + (1 / (batch_idx + 1)) * (loss_value.data.item() - valid_loss) + ) + + return valid_loss + + +def optimize(data_loaders, model, optimizer, loss, n_epochs, save_path, interactive_tracking=False): + # initialize tracker for minimum validation loss + if interactive_tracking: + liveloss = PlotLosses() + else: + liveloss = None + + # Loop over the epochs and keep track of the minimum of the validation loss + valid_loss_min = None + logs = {} + + for epoch in range(1, n_epochs + 1): + + train_loss = train_one_epoch( + data_loaders["train"], model, optimizer, loss + ) + + valid_loss = valid_one_epoch(data_loaders["valid"], model, loss) + + # print training/validation statistics + print( + "Epoch: {} \tTraining Loss: {:.6f} \tValidation Loss: {:.6f}".format( + epoch, train_loss, valid_loss + ) + ) + + # If the validation loss decreases by more than 1%, save the model + if valid_loss_min is None or ( + (valid_loss_min - valid_loss) / valid_loss_min > 0.01 + ): + print(f"New minimum validation loss: {valid_loss:.6f}. Saving model ...") + + # Save the weights to save_path + torch.save(model.state_dict(), save_path) # - + + valid_loss_min = valid_loss + + # Log the losses and the current learning rate + if interactive_tracking: + logs["loss"] = train_loss + logs["val_loss"] = valid_loss + + liveloss.update(logs) + liveloss.send() + + +def one_epoch_test(test_dataloader, model, loss): + # monitor test loss and accuracy + test_loss = 0. + correct = 0. + total = 0. + + # we do not need the gradients + with torch.no_grad(): + + # set the model to evaluation mode + model.eval() # - + + # if the GPU is available, move the model to the GPU + if torch.cuda.is_available(): + model = model.cuda() + + # Loop over test dataset + # We also accumulate predictions and targets so we can return them + preds = [] + actuals = [] + + for batch_idx, (data, target) in tqdm( + enumerate(test_dataloader), + desc='Testing', + total=len(test_dataloader), + leave=True, + ncols=80 + ): + # move data to GPU if available + if torch.cuda.is_available(): + data, target = data.cuda(), target.cuda() + + # 1. forward pass: compute predicted outputs by passing inputs to the model + logits = model(data) # = + # 2. calculate the loss + loss_value = loss(logits, target).detach() # = + + # update average test loss + test_loss = test_loss + ((1 / (batch_idx + 1)) * (loss_value.data.item() - test_loss)) + + # convert logits to predicted class + # NOTE: the predicted class is the index of the max of the logits + pred = logits.data.max(1, keepdim=True)[1] # = + + # compare predictions to true label + correct += torch.sum(torch.squeeze(pred.eq(target.data.view_as(pred))).cpu()) + total += data.size(0) + + preds.extend(pred.data.cpu().numpy().squeeze()) + actuals.extend(target.data.view_as(pred).cpu().numpy().squeeze()) + + print('Test Loss: {:.6f}\n'.format(test_loss)) + + print('\nTest Accuracy: %2d%% (%2d/%2d)' % ( + 100. * correct / total, correct, total)) + + return test_loss, preds, actuals + + +def plot_confusion_matrix(pred, truth, classes): + + gt = pd.Series(truth, name='Ground Truth') + predicted = pd.Series(pred, name='Predicted') + + confusion_matrix = pd.crosstab(gt, predicted) + confusion_matrix.index = classes + confusion_matrix.columns = classes + + fig, sub = plt.subplots() + with sns.plotting_context("notebook"): + + ax = sns.heatmap( + confusion_matrix, + annot=True, + fmt='d', + ax=sub, + linewidths=0.5, + linecolor='lightgray', + cbar=False + ) + ax.set_xlabel("truth") + ax.set_ylabel("pred") + + + + return confusion_matrix diff --git a/intro-to-pytorch/Part 1 - Tensors in PyTorch (Exercises).ipynb b/intro-to-pytorch/Part 1 - Tensors in PyTorch (Exercises).ipynb index 42c7cbe21f..8c84c5019d 100644 --- a/intro-to-pytorch/Part 1 - Tensors in PyTorch (Exercises).ipynb +++ b/intro-to-pytorch/Part 1 - Tensors in PyTorch (Exercises).ipynb @@ -60,7 +60,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -70,7 +70,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -86,7 +86,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -119,11 +119,26 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "tensor([[0.1595]])" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "## Calculate the output of this network using the weights and bias tensors" + "## Calculate the output of this network using the weights and bias tensors\n", + "## My First assignment\n", + "\n", + "y = activation(torch.sum(features*weights) + bias)\n", + "y" ] }, { @@ -162,11 +177,24 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "tensor([[0.1595]])" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "## Calculate the output of this network using matrix multiplication" + "## Calculate the output of this network using matrix multiplication\n", + "y = activation(torch.mm(features, weights.view(5,1)) + bias)\n", + "y" ] }, { @@ -204,7 +232,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ @@ -238,11 +266,23 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "tensor([[0.3171]])\n" + ] + } + ], "source": [ - "## Your solution here" + "## Your solution here\n", + "h = activation(torch.mm(features, W1) + B1)\n", + "output = activation(torch.mm(h, W2) + B2)\n", + "#-----------------------------------------------\n", + "print(output)" ] }, { @@ -265,9 +305,23 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 14, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[0.61262664, 0.47313823, 0.27889022],\n", + " [0.68709523, 0.4240587 , 0.17867098],\n", + " [0.60832844, 0.52928144, 0.73490471],\n", + " [0.54807104, 0.51380722, 0.97195706]])" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "import numpy as np\n", "np.set_printoptions(precision=8)\n", @@ -277,9 +331,23 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "tensor([[0.61262664, 0.47313823, 0.27889022],\n", + " [0.68709523, 0.42405870, 0.17867098],\n", + " [0.60832844, 0.52928144, 0.73490471],\n", + " [0.54807104, 0.51380722, 0.97195706]], dtype=torch.float64)" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "torch.set_printoptions(precision=8)\n", "b = torch.from_numpy(a)\n", @@ -288,9 +356,23 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[0.61262664, 0.47313823, 0.27889022],\n", + " [0.68709523, 0.4240587 , 0.17867098],\n", + " [0.60832844, 0.52928144, 0.73490471],\n", + " [0.54807104, 0.51380722, 0.97195706]])" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "b.numpy()" ] @@ -304,9 +386,23 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 17, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "tensor([[1.22525328, 0.94627646, 0.55778043],\n", + " [1.37419045, 0.84811740, 0.35734196],\n", + " [1.21665689, 1.05856288, 1.46980942],\n", + " [1.09614207, 1.02761443, 1.94391411]], dtype=torch.float64)" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# Multiply PyTorch Tensor by 2, in place\n", "b.mul_(2)" @@ -314,13 +410,54 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 18, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[1.22525328, 0.94627646, 0.55778043],\n", + " [1.37419045, 0.8481174 , 0.35734196],\n", + " [1.21665689, 1.05856288, 1.46980942],\n", + " [1.09614207, 1.02761443, 1.94391411]])" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# Numpy array matches new values from Tensor\n", "a" ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "numpy.ndarray" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "type(a)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { @@ -339,7 +476,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.6" + "version": "3.12.9" } }, "nbformat": 4, diff --git a/intro-to-pytorch/Part 2 - Neural Networks in PyTorch (Exercises).ipynb b/intro-to-pytorch/Part 2 - Neural Networks in PyTorch (Exercises).ipynb index b6591c9c21..b8772115a1 100644 --- a/intro-to-pytorch/Part 2 - Neural Networks in PyTorch (Exercises).ipynb +++ b/intro-to-pytorch/Part 2 - Neural Networks in PyTorch (Exercises).ipynb @@ -11,7 +11,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 61, "metadata": { "collapsed": true }, @@ -24,9 +24,7 @@ "\n", "import numpy as np\n", "import torch\n", - "\n", "import helper\n", - "\n", "import matplotlib.pyplot as plt" ] }, @@ -46,7 +44,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 62, "metadata": {}, "outputs": [], "source": [ @@ -62,7 +60,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 63, "metadata": { "collapsed": true }, @@ -73,12 +71,15 @@ "from torchvision import datasets, transforms\n", "\n", "# Define a transform to normalize the data\n", - "transform = transforms.Compose([transforms.ToTensor(),\n", - " transforms.Normalize((0.5,), (0.5,)),\n", - " ])\n", + "transform = transforms.Compose([transforms.ToTensor(), # Converts image to a PyTorch tensor (scales pixels to [0,1])\n", + " transforms.Normalize((0.5,), (0.5,)) # Normalizes: (x - mean) / std → scales to [-1,1]\n", + " ])\n", "\n", "# Download and load the training data\n", - "trainset = datasets.MNIST('~/.pytorch/MNIST_data/', download=True, train=True, transform=transform)\n", + "trainset = datasets.MNIST('~/.pytorch/MNIST_data/', download = True, \n", + " train = True, \n", + " transform=transform)\n", + "\n", "trainloader = torch.utils.data.DataLoader(trainset, batch_size=64, shuffle=True)" ] }, @@ -98,14 +99,25 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 64, "metadata": { "collapsed": true }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "torch.Size([64, 1, 28, 28])\n", + "torch.Size([64])\n" + ] + } + ], "source": [ "dataiter = iter(trainloader)\n", "images, labels = next(dataiter)\n", + "#------------------------------\n", "print(type(images))\n", "print(images.shape)\n", "print(labels.shape)" @@ -120,13 +132,29 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 65, "metadata": { "collapsed": true }, - "outputs": [], - "source": [ - "plt.imshow(images[1].numpy().squeeze(), cmap='Greys_r');" + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 413, + "width": 417 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.imshow(images[1].numpy().squeeze(), cmap='Greys_r'); # Removes any dimensions of size 1 (e.g., [1, 28, 28] → [28, 28])." ] }, { @@ -144,16 +172,42 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 66, "metadata": { "collapsed": true }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "torch.Size([64, 10])" + ] + }, + "execution_count": 66, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "## Your solution\n", "\n", + "def activation(x):\n", + " \"\"\" Sigmoid activation function \"\"\"\n", + " return 1/(1+torch.exp(-x))\n", + "\n", + "input = images.view(images.shape[0], -1) # Flatten the input images\n", + "\n", + "# Create parameters\n", + "w1 = torch.randn(784, 256)\n", + "b1 = torch.randn(256)\n", + "#----------------------------\n", + "w2 = torch.randn(256, 10)\n", + "b2 = torch.randn(10)\n", + "\n", + "h1 = activation(torch.mm(input, w1) + b1)\n", + "out = activation(torch.mm(h1, w2) + b2)\n", "\n", - "out = # output of your network, should have shape (64,10)" + "out.shape # output of your network, should have shape (64,10)\n" ] }, { @@ -178,14 +232,86 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 67, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "torch.Size([64])\n" + ] + }, + { + "data": { + "text/plain": [ + "tensor([18.5945, 18.6544, 16.6585, 15.3055, 18.4782, 14.5142, 18.3820, 14.4322,\n", + " 15.1200, 18.2309, 16.9234, 17.5795, 15.7420, 16.9543, 15.4918, 16.6623,\n", + " 16.4722, 16.5254, 16.8588, 14.6828, 14.9561, 16.6914, 16.3890, 15.2415,\n", + " 16.3344, 15.0538, 17.3144, 16.6468, 14.2507, 18.4805, 15.8450, 16.5449,\n", + " 15.2180, 18.2589, 18.3795, 17.1385, 15.3083, 16.2963, 15.3743, 17.1213,\n", + " 14.8732, 18.4554, 15.1607, 16.2773, 17.1418, 18.2432, 15.3612, 15.6115,\n", + " 16.3246, 16.3149, 18.2350, 17.5960, 15.6665, 16.5946, 16.4880, 16.7695,\n", + " 17.0584, 18.1543, 15.3538, 17.4067, 18.9261, 12.2646, 15.8074, 17.5178])" + ] + }, + "execution_count": 67, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "print(torch.sum(torch.exp(out), dim=1).shape)\n", + "torch.sum(torch.exp(out), dim=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "torch.Size([64, 1])" + ] + }, + "execution_count": 68, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "torch.sum(torch.exp(out), dim=1).view(-1,1).shape # -1 is like a placeholder that means \"adjust to whatever size is needed\". 1 is the number of columns" + ] + }, + { + "cell_type": "code", + "execution_count": 69, "metadata": { "collapsed": true }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "torch.Size([64, 10])\n", + "tensor([1.0000, 1.0000, 1.0000, 1.0000, 1.0000, 1.0000, 1.0000, 1.0000, 1.0000,\n", + " 1.0000, 1.0000, 1.0000, 1.0000, 1.0000, 1.0000, 1.0000, 1.0000, 1.0000,\n", + " 1.0000, 1.0000, 1.0000, 1.0000, 1.0000, 1.0000, 1.0000, 1.0000, 1.0000,\n", + " 1.0000, 1.0000, 1.0000, 1.0000, 1.0000, 1.0000, 1.0000, 1.0000, 1.0000,\n", + " 1.0000, 1.0000, 1.0000, 1.0000, 1.0000, 1.0000, 1.0000, 1.0000, 1.0000,\n", + " 1.0000, 1.0000, 1.0000, 1.0000, 1.0000, 1.0000, 1.0000, 1.0000, 1.0000,\n", + " 1.0000, 1.0000, 1.0000, 1.0000, 1.0000, 1.0000, 1.0000, 1.0000, 1.0000,\n", + " 1.0000])\n" + ] + } + ], "source": [ "def softmax(x):\n", " ## TODO: Implement the softmax function here\n", + " return torch.exp(x)/torch.sum(torch.exp(x), dim=1).view(-1, 1)\n", "\n", "# Here, out should be the output of the network in the previous excercise with shape (64,10)\n", "probabilities = softmax(out)\n", @@ -207,7 +333,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 70, "metadata": { "collapsed": true }, @@ -218,7 +344,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 71, "metadata": { "collapsed": true }, @@ -298,11 +424,27 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 72, "metadata": { "collapsed": true }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "Network(\n", + " (hidden): Linear(in_features=784, out_features=256, bias=True)\n", + " (output): Linear(in_features=256, out_features=10, bias=True)\n", + " (sigmoid): Sigmoid()\n", + " (softmax): Softmax(dim=1)\n", + ")" + ] + }, + "execution_count": 72, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# Create the network and look at it's text representation\n", "model = Network()\n", @@ -318,7 +460,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 73, "metadata": { "collapsed": true }, @@ -371,14 +513,44 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 74, "metadata": { "collapsed": true, "scrolled": true }, - "outputs": [], - "source": [ - "## Your solution here\n" + "outputs": [ + { + "data": { + "text/plain": [ + "Network(\n", + " (fc1): Linear(in_features=784, out_features=128, bias=True)\n", + " (fc2): Linear(in_features=128, out_features=64, bias=True)\n", + " (fc3): Linear(in_features=64, out_features=10, bias=True)\n", + ")" + ] + }, + "execution_count": 74, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "## Your solution here\n", + "class Network(nn.Module):\n", + " def __init__(self):\n", + " super().__init__()\n", + " self.fc1 = nn.Linear(784, 128)\n", + " self.fc2 = nn.Linear(128, 64)\n", + " self.fc3 = nn.Linear(64, 10)\n", + " \n", + " def forward(self, x):\n", + " h1 = F.relu(self.fc1(x))\n", + " h2 = F.relu(self.fc2(h1))\n", + " output = F.softmax(self.fc3(h2), dim = 1)\n", + " return output \n", + " \n", + "model= Network() \n", + "model " ] }, { @@ -392,11 +564,59 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 75, "metadata": { "collapsed": true }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Parameter containing:\n", + "tensor([[ 1.7085e-02, -2.0398e-03, -2.4214e-02, ..., -4.9689e-03,\n", + " 1.3187e-02, -2.3068e-02],\n", + " [ 1.2899e-02, 2.5125e-02, 3.0134e-02, ..., 2.4655e-02,\n", + " 3.1220e-02, -4.2327e-03],\n", + " [ 9.5166e-04, -3.2226e-02, -2.1826e-02, ..., 7.7117e-05,\n", + " -2.1928e-02, 3.2849e-02],\n", + " ...,\n", + " [-1.3126e-02, -3.1913e-02, 1.6178e-02, ..., 1.2933e-02,\n", + " 6.0813e-03, 7.4643e-03],\n", + " [ 2.2775e-02, -1.2467e-02, -7.2346e-04, ..., -2.0494e-02,\n", + " 2.0211e-02, -1.8980e-02],\n", + " [ 2.1388e-02, 4.3828e-03, 2.5147e-02, ..., 2.2542e-02,\n", + " -9.8914e-04, -3.1786e-02]], requires_grad=True)\n", + "Parameter containing:\n", + "tensor([ 1.4048e-02, 1.8448e-03, 2.4075e-02, 9.9861e-03, 3.2146e-02,\n", + " -1.4124e-02, 2.5040e-02, -2.1674e-02, 1.1324e-02, 1.8878e-02,\n", + " -1.6211e-02, 9.9812e-03, 2.0555e-02, 3.4192e-02, -8.0717e-03,\n", + " -2.6319e-03, -3.1547e-03, 3.5493e-02, 9.6112e-03, 2.7952e-02,\n", + " 3.2823e-02, 1.9179e-02, 3.3844e-02, -1.1130e-02, -2.9543e-02,\n", + " -1.0006e-02, -1.7415e-02, 2.1724e-02, 1.8820e-02, 9.7512e-03,\n", + " 2.5094e-03, -1.9133e-02, 2.3414e-03, -1.4253e-02, -7.4155e-03,\n", + " -5.7583e-03, -4.5921e-04, 8.3016e-03, -1.0261e-03, 1.1851e-02,\n", + " 2.6644e-03, -2.8813e-02, 1.3872e-03, -2.0106e-02, -1.4117e-02,\n", + " -7.4792e-03, -3.1092e-02, -2.4732e-02, -2.1336e-02, -7.2119e-03,\n", + " -2.3917e-02, -1.7718e-03, -2.5313e-02, -3.3016e-02, 2.2185e-02,\n", + " -1.5288e-02, 3.5058e-02, 2.7663e-02, 1.1096e-02, 1.8174e-02,\n", + " 1.9055e-02, 1.2248e-02, -1.6288e-03, 1.4514e-02, -3.1933e-02,\n", + " 1.4026e-02, -1.2281e-02, -1.9618e-02, -1.2636e-02, 1.1959e-02,\n", + " 2.5466e-02, -2.2367e-03, -2.9682e-02, -1.4889e-02, -2.2535e-03,\n", + " 3.2699e-02, -1.5522e-02, 3.3251e-02, -4.7216e-03, -2.9201e-02,\n", + " -5.9797e-03, 3.0780e-02, 2.1631e-02, -2.5357e-02, 2.3924e-02,\n", + " -2.5125e-02, -3.3678e-02, 3.4911e-02, 3.0120e-02, -1.0878e-02,\n", + " -3.2665e-02, 3.3419e-02, -3.1770e-02, -2.8445e-02, 1.2857e-02,\n", + " -3.5361e-02, -1.3078e-02, -2.4659e-02, -2.5844e-02, 4.5914e-03,\n", + " -1.6016e-02, 3.4606e-02, -1.6957e-02, 3.3839e-02, -2.5268e-02,\n", + " 1.7137e-02, 4.0606e-06, 1.6971e-02, -1.5203e-02, -1.1095e-02,\n", + " 1.9913e-02, 5.8155e-03, -2.4193e-02, -1.3159e-02, 1.8544e-02,\n", + " -1.7888e-02, 2.7047e-02, -1.9092e-02, 1.7605e-02, -2.1484e-02,\n", + " -7.5050e-03, -1.7011e-02, -3.1444e-02, -2.2168e-02, 3.5138e-02,\n", + " 6.3404e-03, -2.6996e-02, 4.0737e-03], requires_grad=True)\n" + ] + } + ], "source": [ "print(model.fc1.weight)\n", "print(model.fc1.bias)" @@ -411,11 +631,27 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 76, "metadata": { "collapsed": true }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "tensor([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n", + " 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n", + " 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n", + " 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n", + " 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n", + " 0., 0., 0., 0., 0., 0., 0., 0.])" + ] + }, + "execution_count": 76, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# Set biases to all zeros\n", "model.fc1.bias.data.fill_(0)" @@ -423,11 +659,28 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 77, "metadata": { "collapsed": true }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "tensor([[-0.0040, -0.0153, 0.0128, ..., -0.0093, 0.0057, -0.0197],\n", + " [-0.0030, -0.0153, -0.0065, ..., -0.0025, -0.0054, 0.0024],\n", + " [ 0.0015, 0.0123, 0.0070, ..., -0.0082, 0.0059, 0.0010],\n", + " ...,\n", + " [-0.0061, 0.0024, -0.0030, ..., -0.0035, -0.0122, 0.0228],\n", + " [-0.0096, -0.0059, -0.0092, ..., 0.0131, -0.0079, -0.0059],\n", + " [ 0.0053, -0.0153, -0.0038, ..., -0.0129, -0.0063, -0.0061]])" + ] + }, + "execution_count": 77, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# sample from random normal with standard dev = 0.01\n", "model.fc1.weight.data.normal_(std=0.01)" @@ -444,15 +697,31 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 83, "metadata": { "collapsed": true }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 327, + "width": 589 + } + }, + "output_type": "display_data" + } + ], "source": [ "# Grab some data \n", "dataiter = iter(trainloader)\n", - "images, labels = dataiter.next()\n", + "images, labels = next(dataiter)\n", "\n", "# Resize images into a 1D vector, new shape is (batch size, color channels, image pixels) \n", "images.resize_(64, 1, 784)\n", @@ -479,11 +748,41 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 85, "metadata": { "collapsed": true }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Sequential(\n", + " (0): Linear(in_features=784, out_features=128, bias=True)\n", + " (1): ReLU()\n", + " (2): Linear(in_features=128, out_features=64, bias=True)\n", + " (3): ReLU()\n", + " (4): Linear(in_features=64, out_features=10, bias=True)\n", + " (5): Softmax(dim=1)\n", + ")\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 327, + "width": 589 + } + }, + "output_type": "display_data" + } + ], "source": [ "# Hyperparameters for our network\n", "input_size = 784\n", @@ -517,11 +816,42 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 89, "metadata": { "collapsed": true }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Linear(in_features=784, out_features=128, bias=True)\n" + ] + }, + { + "data": { + "text/plain": [ + "Parameter containing:\n", + "tensor([[-1.8701e-03, -1.5645e-02, -3.1043e-02, ..., 2.3701e-02,\n", + " -2.5958e-02, -1.1178e-03],\n", + " [ 3.2042e-02, -2.3156e-02, 1.1550e-02, ..., 7.5388e-03,\n", + " 2.1976e-02, -3.0177e-03],\n", + " [ 2.4486e-02, -6.9630e-03, -2.3530e-02, ..., -7.9794e-03,\n", + " 1.7199e-03, 7.8832e-04],\n", + " ...,\n", + " [-6.5266e-03, -2.7131e-02, 1.1035e-04, ..., 5.3904e-03,\n", + " -3.1506e-02, -2.8834e-03],\n", + " [-1.5759e-02, 1.8157e-05, 9.1823e-03, ..., -2.2963e-03,\n", + " -1.2195e-02, -1.3965e-02],\n", + " [ 1.1911e-03, -1.1045e-02, -4.6148e-03, ..., 3.0336e-02,\n", + " -9.9466e-03, -8.7960e-03]], requires_grad=True)" + ] + }, + "execution_count": 89, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "print(model[0])\n", "model[0].weight" @@ -536,11 +866,29 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 90, "metadata": { "collapsed": true }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "Sequential(\n", + " (fc1): Linear(in_features=784, out_features=128, bias=True)\n", + " (relu1): ReLU()\n", + " (fc2): Linear(in_features=128, out_features=64, bias=True)\n", + " (relu2): ReLU()\n", + " (output): Linear(in_features=64, out_features=10, bias=True)\n", + " (softmax): Softmax(dim=1)\n", + ")" + ] + }, + "execution_count": 90, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "from collections import OrderedDict\n", "model = nn.Sequential(OrderedDict([\n", @@ -562,11 +910,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 91, "metadata": { "collapsed": true }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Linear(in_features=784, out_features=128, bias=True)\n", + "Linear(in_features=784, out_features=128, bias=True)\n" + ] + } + ], "source": [ "print(model[0])\n", "print(model.fc1)" @@ -582,7 +939,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python [default]", + "display_name": "Python 3", "language": "python", "name": "python3" }, @@ -596,7 +953,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.4" + "version": "3.12.9" } }, "nbformat": 4, diff --git a/intro-to-pytorch/Part 3 - Training Neural Networks (Exercises).ipynb b/intro-to-pytorch/Part 3 - Training Neural Networks (Exercises).ipynb index 3e837eac5c..7c9ef15e62 100644 --- a/intro-to-pytorch/Part 3 - Training Neural Networks (Exercises).ipynb +++ b/intro-to-pytorch/Part 3 - Training Neural Networks (Exercises).ipynb @@ -91,7 +91,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -121,7 +121,15 @@ "cell_type": "code", "execution_count": null, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "tensor(2.3381, grad_fn=)\n" + ] + } + ], "source": [ "# Build a feed-forward network\n", "model = nn.Sequential(nn.Linear(784, 128),\n", @@ -134,9 +142,7 @@ "criterion = nn.CrossEntropyLoss()\n", "\n", "# Get our data\n", - "dataiter = iter(trainloader)\n", - "\n", - "images, labels = next(dataiter)\n", + "images, labels = next(iter(trainloader))\n", "\n", "# Flatten images\n", "images = images.view(images.shape[0], -1)\n", @@ -160,15 +166,29 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "tensor(2.2970, grad_fn=)\n" + ] + } + ], "source": [ "# TODO: Build a feed-forward network\n", - "model = \n", + "model = nn.Sequential(nn.Linear(images.shape[1], 128), \n", + " nn.ReLU(), \n", + " nn.Linear(128, 64),\n", + " nn.ReLU(),\n", + " nn.Linear(64,10),\n", + " nn.LogSoftmax(dim = 1)\n", + " )\n", "\n", "# TODO: Define the loss\n", - "criterion = \n", + "criterion = nn.NLLLoss()\n", "\n", "### Run this to check your work\n", "# Get our data\n", @@ -211,9 +231,18 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "tensor([[ 1.0548, -0.8603],\n", + " [-1.0007, 0.6753]], requires_grad=True)\n" + ] + } + ], "source": [ "x = torch.randn(2,2, requires_grad=True)\n", "print(x)" @@ -221,9 +250,18 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "tensor([[1.1126, 0.7402],\n", + " [1.0014, 0.4560]], grad_fn=)\n" + ] + } + ], "source": [ "y = x**2\n", "print(y)" @@ -238,9 +276,17 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + } + ], "source": [ "## grad_fn shows the function that generated this variable\n", "print(y.grad_fn)" @@ -255,9 +301,17 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "tensor(0.8276, grad_fn=)\n" + ] + } + ], "source": [ "z = y.mean()\n", "print(z)" @@ -272,9 +326,17 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "None\n" + ] + } + ], "source": [ "print(x.grad)" ] @@ -292,12 +354,26 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "tensor([[ 0.5274, -0.4302],\n", + " [-0.5003, 0.3377]])\n", + "\n", + "\n", + "tensor([[ 0.5274, -0.4302],\n", + " [-0.5003, 0.3377]], grad_fn=)\n" + ] + } + ], "source": [ "z.backward()\n", "print(x.grad)\n", + "print('\\n')\n", "print(x/2)" ] }, @@ -319,7 +395,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 27, "metadata": {}, "outputs": [], "source": [ @@ -331,9 +407,8 @@ " nn.Linear(64, 10),\n", " nn.LogSoftmax(dim=1))\n", "\n", - "criterion = nn.NLLLoss()\n", - "dataiter = iter(trainloader)\n", - "images, labels = next(dataiter)\n", + "criterion = nn.NLLLoss()\n", + "images, labels = next(iter(trainloader))\n", "images = images.view(images.shape[0], -1)\n", "\n", "logits = model(images)\n", @@ -342,9 +417,26 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Before backward pass: \n", + " None\n", + "After backward pass: \n", + " tensor([[-0.0032, -0.0032, -0.0032, ..., -0.0032, -0.0032, -0.0032],\n", + " [-0.0010, -0.0010, -0.0010, ..., -0.0010, -0.0010, -0.0010],\n", + " [-0.0053, -0.0053, -0.0053, ..., -0.0053, -0.0053, -0.0053],\n", + " ...,\n", + " [-0.0048, -0.0048, -0.0048, ..., -0.0048, -0.0048, -0.0048],\n", + " [ 0.0003, 0.0003, 0.0003, ..., 0.0003, 0.0003, 0.0003],\n", + " [-0.0022, -0.0022, -0.0022, ..., -0.0022, -0.0022, -0.0022]])\n" + ] + } + ], "source": [ "print('Before backward pass: \\n', model[0].weight.grad)\n", "\n", @@ -364,7 +456,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 29, "metadata": {}, "outputs": [], "source": [ @@ -390,9 +482,32 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Initial weights - Parameter containing:\n", + "tensor([[ 0.0231, 0.0293, -0.0229, ..., -0.0185, -0.0080, -0.0324],\n", + " [ 0.0112, -0.0173, -0.0115, ..., -0.0160, -0.0039, -0.0066],\n", + " [ 0.0184, -0.0191, 0.0288, ..., 0.0235, 0.0312, -0.0017],\n", + " ...,\n", + " [ 0.0222, 0.0238, 0.0014, ..., -0.0312, -0.0194, 0.0289],\n", + " [-0.0241, -0.0285, 0.0242, ..., 0.0031, -0.0286, -0.0086],\n", + " [ 0.0326, 0.0275, -0.0237, ..., -0.0266, 0.0186, 0.0062]],\n", + " requires_grad=True)\n", + "Gradient - tensor([[-0.0016, -0.0016, -0.0016, ..., -0.0016, -0.0016, -0.0016],\n", + " [-0.0007, -0.0007, -0.0007, ..., -0.0007, -0.0007, -0.0007],\n", + " [ 0.0011, 0.0011, 0.0011, ..., 0.0011, 0.0011, 0.0011],\n", + " ...,\n", + " [-0.0058, -0.0058, -0.0058, ..., -0.0058, -0.0058, -0.0058],\n", + " [-0.0010, -0.0010, -0.0010, ..., -0.0010, -0.0010, -0.0010],\n", + " [-0.0026, -0.0026, -0.0026, ..., -0.0026, -0.0026, -0.0026]])\n" + ] + } + ], "source": [ "print('Initial weights - ', model[0].weight)\n", "\n", @@ -412,9 +527,25 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 42, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Updated weights - Parameter containing:\n", + "tensor([[ 0.0233, 0.0295, -0.0228, ..., -0.0183, -0.0078, -0.0322],\n", + " [ 0.0113, -0.0173, -0.0114, ..., -0.0159, -0.0038, -0.0065],\n", + " [ 0.0183, -0.0192, 0.0287, ..., 0.0234, 0.0310, -0.0018],\n", + " ...,\n", + " [ 0.0229, 0.0245, 0.0020, ..., -0.0306, -0.0188, 0.0295],\n", + " [-0.0239, -0.0284, 0.0243, ..., 0.0032, -0.0285, -0.0085],\n", + " [ 0.0329, 0.0278, -0.0234, ..., -0.0263, 0.0189, 0.0065]],\n", + " requires_grad=True)\n" + ] + } + ], "source": [ "# Take an update step and view the new weights\n", "optimizer.step()\n", @@ -434,9 +565,26 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 49, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training loss of Epoch 0: 1.9470267926197824\n", + "Training loss of Epoch 1: 0.869236111450297\n", + "Training loss of Epoch 2: 0.5229449498373816\n", + "Training loss of Epoch 3: 0.4237595503804272\n", + "Training loss of Epoch 4: 0.3793697131436263\n", + "Training loss of Epoch 5: 0.3531022342537512\n", + "Training loss of Epoch 6: 0.33519150694804406\n", + "Training loss of Epoch 7: 0.3214373995405016\n", + "Training loss of Epoch 8: 0.3099225851725032\n", + "Training loss of Epoch 9: 0.30024284336453816\n" + ] + } + ], "source": [ "## Your solution here\n", "\n", @@ -450,7 +598,7 @@ "criterion = nn.NLLLoss()\n", "optimizer = optim.SGD(model.parameters(), lr=0.003)\n", "\n", - "epochs = 5\n", + "epochs = 10\n", "for e in range(epochs):\n", " running_loss = 0\n", " for images, labels in trainloader:\n", @@ -458,12 +606,14 @@ " images = images.view(images.shape[0], -1)\n", " \n", " # TODO: Training pass\n", - " \n", - " loss = \n", - " \n", + " optimizer.zero_grad()\n", + " output = model(images)\n", + " loss = criterion(output, labels)\n", + " loss.backward()\n", + " optimizer.step()\n", " running_loss += loss.item()\n", " else:\n", - " print(f\"Training loss: {running_loss/len(trainloader)}\")" + " print(f\"Training loss of Epoch {e}: {running_loss/len(trainloader)}\")" ] }, { @@ -475,9 +625,20 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 56, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "%matplotlib inline\n", "import helper\n", @@ -519,7 +680,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.1" + "version": "3.12.9" } }, "nbformat": 4, diff --git a/intro-to-pytorch/Part 4 - Fashion-MNIST (Exercises).ipynb b/intro-to-pytorch/Part 4 - Fashion-MNIST (Exercises).ipynb index 0eea2e3bad..c9b5c62fbc 100644 --- a/intro-to-pytorch/Part 4 - Fashion-MNIST (Exercises).ipynb +++ b/intro-to-pytorch/Part 4 - Fashion-MNIST (Exercises).ipynb @@ -17,9 +17,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 26.4M/26.4M [00:02<00:00, 13.0MB/s]\n", + "100%|██████████| 29.5k/29.5k [00:00" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "image, label = next(iter(trainloader))\n", "helper.imshow(image[0,:]);" @@ -65,11 +87,59 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 19, "metadata": {}, "outputs": [], "source": [ - "# TODO: Define your network architecture here\n" + "from torch import nn\n", + "import torch.nn.functional as F\n", + "import torch.optim as optim\n", + "from torchvision import datasets, transforms" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Network(\n", + " (fc1): Linear(in_features=784, out_features=256, bias=True)\n", + " (fc2): Linear(in_features=256, out_features=128, bias=True)\n", + " (fc3): Linear(in_features=128, out_features=64, bias=True)\n", + " (fc4): Linear(in_features=64, out_features=10, bias=True)\n", + ")" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# TODO: Define your network architecture here\n", + "class Network(nn.Module):\n", + " def __init__(self):\n", + " super().__init__()\n", + " self.fc1 = nn.Linear(784, 256)\n", + " self.fc2 = nn.Linear(256, 128)\n", + " self.fc3 = nn.Linear(128, 64)\n", + " self.fc4 = nn.Linear(64, 10)\n", + " \n", + " def forward(self,x):\n", + " x = x.view(x.shape[0], -1)\n", + " \n", + " x = F.relu(self.fc1(x))\n", + " x = F.relu(self.fc2(x))\n", + " x = F.relu(self.fc3(x))\n", + " x = F.log_softmax(self.fc4(x), dim=1)\n", + " \n", + " return x \n", + " \n", + "model = Network()\n", + "model" ] }, { @@ -92,11 +162,13 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 20, "metadata": {}, "outputs": [], "source": [ - "# TODO: Create the network, define the criterion and optimizer\n" + "# TODO: Create the network, define the criterion and optimizer\n", + "criterion = nn.NLLLoss() \n", + "optimizer = optim.Adam(model.parameters(), lr= 0.003)\n" ] }, { @@ -105,7 +177,9 @@ "metadata": {}, "outputs": [], "source": [ - "# TODO: Train the network here\n" + "# TODO: Train the network here\n", + "\n", + "epochs = 5" ] }, { @@ -151,7 +225,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.7" + "version": "3.12.9" } }, "nbformat": 4, diff --git a/intro-to-pytorch/Part 5 - Inference and Validation (Exercises).ipynb b/intro-to-pytorch/Part 5 - Inference and Validation (Exercises).ipynb index 989eaee9aa..2e5a03eada 100644 --- a/intro-to-pytorch/Part 5 - Inference and Validation (Exercises).ipynb +++ b/intro-to-pytorch/Part 5 - Inference and Validation (Exercises).ipynb @@ -19,7 +19,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -47,7 +47,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -83,7 +83,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -113,23 +113,23 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "tensor([[ 1],\n", - " [ 1],\n", - " [ 1],\n", - " [ 1],\n", - " [ 1],\n", - " [ 1],\n", - " [ 1],\n", - " [ 1],\n", - " [ 1],\n", - " [ 1]])\n" + "tensor([[3],\n", + " [4],\n", + " [4],\n", + " [3],\n", + " [3],\n", + " [4],\n", + " [4],\n", + " [4],\n", + " [4],\n", + " [4]])\n" ] } ], @@ -156,7 +156,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -178,14 +178,14 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Accuracy: 7.8125%\n" + "Accuracy: 17.1875%\n" ] } ], @@ -215,7 +215,44 @@ "cell_type": "code", "execution_count": null, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch: 1/30.. Training Loss: 0.513.. Test Loss: 0.467.. Test Accuracy: 52.682\n", + "Epoch: 2/30.. Training Loss: 0.393.. Test Loss: 0.434.. Test Accuracy: 53.834\n", + "Epoch: 3/30.. Training Loss: 0.359.. Test Loss: 0.408.. Test Accuracy: 54.713\n", + "Epoch: 4/30.. Training Loss: 0.334.. Test Loss: 0.427.. Test Accuracy: 54.675\n", + "Epoch: 5/30.. Training Loss: 0.318.. Test Loss: 0.396.. Test Accuracy: 54.541\n", + "Epoch: 6/30.. Training Loss: 0.303.. Test Loss: 0.365.. Test Accuracy: 55.459\n", + "Epoch: 7/30.. Training Loss: 0.290.. Test Loss: 0.382.. Test Accuracy: 55.713\n", + "Epoch: 8/30.. Training Loss: 0.288.. Test Loss: 0.375.. Test Accuracy: 55.688\n", + "Epoch: 9/30.. Training Loss: 0.272.. Test Loss: 0.367.. Test Accuracy: 55.796\n", + "Epoch: 10/30.. Training Loss: 0.267.. Test Loss: 0.393.. Test Accuracy: 55.573\n", + "Epoch: 11/30.. Training Loss: 0.259.. Test Loss: 0.352.. Test Accuracy: 56.115\n", + "Epoch: 12/30.. Training Loss: 0.256.. Test Loss: 0.353.. Test Accuracy: 56.000\n", + "Epoch: 13/30.. Training Loss: 0.251.. Test Loss: 0.357.. Test Accuracy: 56.121\n", + "Epoch: 14/30.. Training Loss: 0.241.. Test Loss: 0.362.. Test Accuracy: 56.197\n", + "Epoch: 15/30.. Training Loss: 0.238.. Test Loss: 0.401.. Test Accuracy: 55.764\n", + "Epoch: 16/30.. Training Loss: 0.233.. Test Loss: 0.380.. Test Accuracy: 56.019\n", + "Epoch: 17/30.. Training Loss: 0.231.. Test Loss: 0.383.. Test Accuracy: 55.669\n", + "Epoch: 18/30.. Training Loss: 0.228.. Test Loss: 0.380.. Test Accuracy: 55.567\n", + "Epoch: 19/30.. Training Loss: 0.221.. Test Loss: 0.381.. Test Accuracy: 55.879\n", + "Epoch: 20/30.. Training Loss: 0.217.. Test Loss: 0.390.. Test Accuracy: 56.185\n", + "Epoch: 21/30.. Training Loss: 0.217.. Test Loss: 0.388.. Test Accuracy: 56.197\n", + "Epoch: 22/30.. Training Loss: 0.210.. Test Loss: 0.385.. Test Accuracy: 56.236\n", + "Epoch: 23/30.. Training Loss: 0.205.. Test Loss: 0.406.. Test Accuracy: 56.255\n", + "Epoch: 24/30.. Training Loss: 0.209.. Test Loss: 0.395.. Test Accuracy: 56.331\n", + "Epoch: 25/30.. Training Loss: 0.205.. Test Loss: 0.380.. Test Accuracy: 56.637\n", + "Epoch: 26/30.. Training Loss: 0.199.. Test Loss: 0.437.. Test Accuracy: 55.287\n", + "Epoch: 27/30.. Training Loss: 0.197.. Test Loss: 0.406.. Test Accuracy: 55.987\n", + "Epoch: 28/30.. Training Loss: 0.195.. Test Loss: 0.400.. Test Accuracy: 56.586\n", + "Epoch: 29/30.. Training Loss: 0.195.. Test Loss: 0.399.. Test Accuracy: 56.293\n", + "Epoch: 30/30.. Training Loss: 0.188.. Test Loss: 0.427.. Test Accuracy: 56.185\n" + ] + } + ], "source": [ "model = Classifier()\n", "criterion = nn.NLLLoss()\n", @@ -225,22 +262,81 @@ "steps = 0\n", "\n", "train_losses, test_losses = [], []\n", + "\n", "for e in range(epochs):\n", - " running_loss = 0\n", + " total_train_loss = 0 \n", " for images, labels in trainloader:\n", " \n", " optimizer.zero_grad()\n", " \n", " log_ps = model(images)\n", - " loss = criterion(log_ps, labels)\n", + " loss = criterion(log_ps, labels)\n", " loss.backward()\n", " optimizer.step()\n", " \n", - " running_loss += loss.item()\n", + " total_train_loss+= loss.item()\n", " \n", " else:\n", " ## TODO: Implement the validation pass and print out the validation accuracy\n", - " print(f'Accuracy: {accuracy.item()*100}%')" + " \n", + " total_test_loss = 0\n", + " test_correct = 0\n", + " with torch.no_grad():\n", + " for images, labels in testloader:\n", + " logps = model(images)\n", + " loss = criterion(logps, labels)\n", + " total_test_loss+= loss.item()\n", + " # -----------------------------\n", + " ps = torch.exp(logps)\n", + " top_class, top_class = ps.topk(1,dim=1) # get the most likely class\n", + " equals = top_class == labels.view(*top_class.shape) # check if the predicted class is correct\n", + " test_correct += equals.sum().item() # count the correct predictions\n", + " \n", + " train_loss = total_train_loss / len(trainloader.dataset) # calculate the average loss\n", + " test_loss = total_test_loss / len(testloader.dataset) # calculate the average loss \n", + " \n", + " train_losses.append(train_loss)\n", + " test_losses.append(test_loss)\n", + " \n", + " print(\"Epoch: {}/{}.. \".format(e+1, epochs),\n", + " \"Training Loss: {:.3f}.. \".format(total_train_loss/len(trainloader)),\n", + " \"Test Loss: {:.3f}.. \".format(total_test_loss/len(testloader)),\n", + " \"Test Accuracy: {:.3f}\".format(test_correct/len(testloader)))\n", + " \n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "plt.plot(train_losses, label='Training loss')\n", + "plt.plot(test_losses, label='Validation loss')\n", + "plt.legend(frameon=False)" ] }, { @@ -311,20 +407,159 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 15, "metadata": {}, "outputs": [], "source": [ - "## TODO: Define your model with dropout added" + "## TODO: Define your model with dropout added\n", + "class Classifier(nn.Module):\n", + " def __init__(self):\n", + " super().__init__()\n", + " self.fc1 = nn.Linear(784, 256)\n", + " self.fc2 = nn.Linear(256, 128)\n", + " self.fc3 = nn.Linear(128, 64)\n", + " self.fc4 = nn.Linear(64, 10)\n", + "\n", + " # Dropout module with 0.2 drop probability\n", + " self.dropout = nn.Dropout(p=0.2) \n", + "\n", + " def forward(self, x):\n", + " # make sure input tensor is flattened\n", + " x = x.view(x.shape[0], -1)\n", + "\n", + " # Now with dropout\n", + " x = self.dropout(F.relu(self.fc1(x)))\n", + " x = self.dropout(F.relu(self.fc2(x)))\n", + " x = self.dropout(F.relu(self.fc3(x)))\n", + "\n", + " # output so no dropout here\n", + " x = F.log_softmax(self.fc4(x), dim=1)\n", + "\n", + " return x" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch: 1/30.. Training Loss: 0.599.. Test Loss: 0.459.. Test Accuracy: 0.833\n", + "Epoch: 2/30.. Training Loss: 0.483.. Test Loss: 0.447.. Test Accuracy: 0.842\n", + "Epoch: 3/30.. Training Loss: 0.442.. Test Loss: 0.416.. Test Accuracy: 0.852\n", + "Epoch: 4/30.. Training Loss: 0.429.. Test Loss: 0.399.. Test Accuracy: 0.857\n", + "Epoch: 5/30.. Training Loss: 0.421.. Test Loss: 0.394.. Test Accuracy: 0.860\n", + "Epoch: 6/30.. Training Loss: 0.407.. Test Loss: 0.396.. Test Accuracy: 0.857\n", + "Epoch: 7/30.. Training Loss: 0.406.. Test Loss: 0.397.. Test Accuracy: 0.854\n", + "Epoch: 8/30.. Training Loss: 0.403.. Test Loss: 0.404.. Test Accuracy: 0.859\n", + "Epoch: 9/30.. Training Loss: 0.397.. Test Loss: 0.386.. Test Accuracy: 0.860\n", + "Epoch: 10/30.. Training Loss: 0.386.. Test Loss: 0.405.. Test Accuracy: 0.863\n", + "Epoch: 11/30.. Training Loss: 0.386.. Test Loss: 0.385.. Test Accuracy: 0.865\n", + "Epoch: 12/30.. Training Loss: 0.380.. Test Loss: 0.380.. Test Accuracy: 0.869\n", + "Epoch: 13/30.. Training Loss: 0.377.. Test Loss: 0.373.. Test Accuracy: 0.869\n", + "Epoch: 14/30.. Training Loss: 0.379.. Test Loss: 0.393.. Test Accuracy: 0.860\n", + "Epoch: 15/30.. Training Loss: 0.370.. Test Loss: 0.373.. Test Accuracy: 0.872\n", + "Epoch: 16/30.. Training Loss: 0.369.. Test Loss: 0.401.. Test Accuracy: 0.859\n", + "Epoch: 17/30.. Training Loss: 0.368.. Test Loss: 0.392.. Test Accuracy: 0.863\n", + "Epoch: 18/30.. Training Loss: 0.365.. Test Loss: 0.386.. Test Accuracy: 0.870\n", + "Epoch: 19/30.. Training Loss: 0.362.. Test Loss: 0.381.. Test Accuracy: 0.872\n", + "Epoch: 20/30.. Training Loss: 0.363.. Test Loss: 0.384.. Test Accuracy: 0.870\n", + "Epoch: 21/30.. Training Loss: 0.351.. Test Loss: 0.381.. Test Accuracy: 0.866\n", + "Epoch: 22/30.. Training Loss: 0.356.. Test Loss: 0.378.. Test Accuracy: 0.869\n", + "Epoch: 23/30.. Training Loss: 0.359.. Test Loss: 0.383.. Test Accuracy: 0.869\n", + "Epoch: 24/30.. Training Loss: 0.346.. Test Loss: 0.373.. Test Accuracy: 0.871\n", + "Epoch: 25/30.. Training Loss: 0.349.. Test Loss: 0.361.. Test Accuracy: 0.873\n", + "Epoch: 26/30.. Training Loss: 0.349.. Test Loss: 0.359.. Test Accuracy: 0.875\n", + "Epoch: 27/30.. Training Loss: 0.346.. Test Loss: 0.379.. Test Accuracy: 0.871\n", + "Epoch: 28/30.. Training Loss: 0.352.. Test Loss: 0.370.. Test Accuracy: 0.874\n", + "Epoch: 29/30.. Training Loss: 0.349.. Test Loss: 0.380.. Test Accuracy: 0.872\n", + "Epoch: 30/30.. Training Loss: 0.346.. Test Loss: 0.359.. Test Accuracy: 0.879\n" + ] + } + ], "source": [ - "## TODO: Train your model with dropout, and monitor the training progress with the validation loss and accuracy" + "## TODO: Train your model with dropout, and monitor the training progress with the validation loss and accuracy\n", + "\n", + "model = Classifier()\n", + "criterion = nn.NLLLoss()\n", + "optimizer = optim.Adam(model.parameters(), lr=0.003)\n", + "\n", + "epochs = 30\n", + "steps = 0\n", + "\n", + "train_losses, test_losses = [], []\n", + "for e in range(epochs):\n", + " running_loss = 0\n", + " for images, labels in trainloader:\n", + " \n", + " optimizer.zero_grad()\n", + " \n", + " log_ps = model(images)\n", + " loss = criterion(log_ps, labels)\n", + " loss.backward()\n", + " optimizer.step()\n", + " \n", + " running_loss += loss.item()\n", + " \n", + " else:\n", + " \n", + " test_loss = 0\n", + " accuracy = 0\n", + " with torch.no_grad(): # Turn off gradients for validation, saves memory and computations\n", + " model.eval() # set the model to evaluation mode\n", + " for images, labels in testloader:\n", + " log_ps = model(images)\n", + " test_loss += criterion(log_ps, labels)\n", + " \n", + " ps = torch.exp(log_ps)\n", + " top_p, top_class = ps.topk(1, dim=1)\n", + " equals = top_class == labels.view(*top_class.shape)\n", + " accuracy += torch.mean(equals.type(torch.FloatTensor))\n", + " \n", + " model.train()\n", + " \n", + " train_losses.append(running_loss/len(trainloader))\n", + " test_losses.append(test_loss/len(testloader))\n", + "\n", + " print(\"Epoch: {}/{}.. \".format(e+1, epochs),\n", + " \"Training Loss: {:.3f}.. \".format(train_losses[-1]),\n", + " \"Test Loss: {:.3f}.. \".format(test_losses[-1]),\n", + " \"Test Accuracy: {:.3f}\".format(accuracy/len(testloader)))" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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tU90pUmcjI5mkm+XixYu5nuPq6qpaf+73XlIvIrUuenL88rOFhYXBFKTOR1qPZL85yW0pPM75PKmdmTVrlmpNktqWW7duqcek60u6r6QWZuPGjSq4SV2PubHFxUCcy4WIyLZJ14ycZMeNG6e6QqSrQ09ChLQUSLiQ2pCvvvoK4eHhuU7SBZGWBhktNGjQINWyIPuXgJKTvId0C0krS/PmzVUBsHSh5CR1L9KKIV0wMppHCnfvHgYtrTYTJkxQ7yUjdyIjI1VLkhQTB2fVt5jCm2++qd5HWqakqFdaqeS4Fi1apB6Xz0i6n6RwV0KTFDtLF5ifn58qEpYA1rJlSzWCauHChSrI5KyDMRe2uBjdVcQWFyIiWyXdRbdv31ZdNTnrUaTWRLo+5H4p3pUTsAwnNpScuCWESF2HFKHKKJ//+7//y/UcGZEzZswYNfpHgoCEJBkOnZMUC8tkeQ8++KAawp3XkGwJAlJ/Iy0bEoCeeuopdO7cWRXimpLUrYwdOxavv/666j6T0U4yikgCmJBQ9dlnn6nWIzmOCxcu4M8//1SfhYQXaYWRmhiZI0e6jFauXKmGZZubg04GY9s5Sb7SlyjD06RZyxyOXI3Bo9O2IMjbDbve6WKW9yAiIipJYgtx/maLi4GCslpcZEh0eobpip+IiIjIcAwuBpIJ6JwcHSAz/nP2XCIiIutgcDGQhJbAUhwSTUREZE0MLoXoLmKBLhERkXUwuBRiLhe2uBAREVkHg0shhkRzLhciIiLrYHAxAtcrIiIisi4Gl8K0uKgVoomIiMjSGFyMEMQWFyIiIqticDFCcPZCi2xxISIisgYGl0J0FUXFpyKNs+cSERFZHIOLEfw9XeHipC2RHhnH7iIiIiJLY3AxgqOjA+dyISIisiIGFyNx9lwiIiLrYXAxUpA3h0QTERFZC4NLoSehY3AhIiKyNAYXI3H2XCIiIuthcClkVxFbXIiIiCyPwaWQLS4RbHEhIiKyOAaXwgYXFucSERFZHINLIWfPvZ2YhpT0DGsfDhERUYnC4GIkXw8XuDprHxu7i4iIiCyLwcVIDg4O2a0u7C4iIiKyLAaXIqwSzSHRRERElsXgUgichI6IiMg6GFwKgesVERERWQeDSyHoV4iOYIsLERGRRTG4FIK+ODecxblEREQWxeBSCFyviIiIyDoYXIrS4sKuIiIiIoticCmEoKwWl7jkdCSlcvZcIiIiS2FwKQRvN2d4uDip65yEjoiIyMaDy/Tp01G5cmW4u7ujZcuW2LVrV77PnTdvnpptNucmr8tp8ODB9zyne/fusIfZc1nnQkREZDnOxr5gyZIlGDt2LGbMmKFCy+TJk9GtWzecPHkSQUFBeb7Gx8dHPZ7zxH83CSpz587Nvu3mpgUDW+4uunAzkXUuREREttzi8tVXX2H48OEYMmQI6tSpowKMp6cn5syZk+9rJKiEhIRkb8HBwfc8R4JKzuf4+/vDlnH2XCIiIhsPLqmpqdi7dy+6dOlyZweOjur29u3b831dfHw8KlWqhAoVKqBXr144evToPc/ZuHGjarEJCwvDyJEjcfPmzXz3l5KSgtjY2FybpQV76xdaZFcRERGRTQaXqKgoZGRk3NNiIrdv3LiR52skiEhrzO+//46FCxciMzMTbdq0wZUrV3J1Ey1YsADr1q3Dp59+ik2bNqFHjx7qvfIyadIk+Pr6Zm8SiCyNLS5ERER2UONirNatW6tNT0JL7dq1MXPmTHz44Yfqvr59+2Y/Xr9+fTRo0ADVqlVTrTCdO3e+Z5/jxo1TdTZ60uJi6fByZ70iBhciIiKbbHEJCAiAk5MTwsPDc90vt6UuxRAuLi5o3Lgxzpw5k+9zqlatqt4rv+dIPYwU/ObcrLdeEbuKiIiIbDK4uLq6omnTpqpLR0+6fuR2zlaVgkj3z+HDh1G2bNl8nyPdSFLjUtBzrI2z5xIREdnBqCLpopk1axbmz5+P48ePq0LahIQENcpIDBw4UHXl6E2cOBFr1qzBuXPnsG/fPvTv3x8XL17E888/n124++abb2LHjh24cOGCCkFSwFu9enU1zNrWZ89NSM1AfEq6tQ+HiIioRDC6xqVPnz6IjIzEe++9pwpyGzVqhNWrV2cX7F66dEmNNNK7ffu2Gj4tz5UhztJis23bNjWUWkjX06FDh1QQio6ORmhoKLp27arqX2x5LpdSbs5qk9ASEZuMUoGlrH1IRERExZ6DTqfTwc5Jca6MLoqJibFovUunLzfiXGQCfh7eCq2rlbHY+xIRERUHhTl/c62iIgjWF+hyvSIiIiKLYHApAhboEhERWRaDi0kmoeOQaCIiIktgcDHByCK2uBAREVkGg4sJuoo4CR0REZFlMLiYoquIxblEREQWweBiglFF0lVUDEaVExER2TwGFxMstJiclonYZM6eS0REZG4MLkXg7uIEH3dt8mGZPZeIiIjMi8HFRHUuEXEs0CUiIjI3BheTzeXCFhciIiJzY3AxUZ0LJ6EjIiIyPwaXImKLCxERkeUwuBRRsHfWJHScy4WIiMjsGFyKiOsVERERWQ6DSxFxvSIiIiLLYXAx4XpFnD2XiIjIvBhciigwq8YlNSMT0Ylp1j4cIiKiYo3BpYjcnJ3g7+mirnOxRSIiIvNicDEBFugSERFZBoOLCQt0uV4RERGReTG4mHQuF7a4EBERmRODiwlw9lwiIiLLYHAx4ZBoBhciIiLzYnAx6SR07CoiIiIyJwYXE3YVsTiXiIjIvBhcTDl7blwKMjM5ey4REZG5MLiYQEApNzg4AOmZOtxKTLX24RARERVbDC4m4OLkiDJeLNAlIiIyNwYXMyy2SERERObB4GIiQVmT0LHFhYiIyHwYXEw9soiz5xIREZkNg4vJ53JhiwsREZG5MLiYfPZctrgQERGZC4OLiQR767uK2OJCRERkLgwuJsKFFomIiMyPwcXEXUWRcSnI4Oy5REREZsHgYiJlSrnB0QGQzHIznnUuRERE5sDgYiJOjg4IzJ7LhcGFiIjIHBhcTIh1LkRERObF4GJCQVkji8I5soiIiMgsGFxMiHO5EBERmReDixlaXCLYVURERGQWDC7mWCGa6xURERGZBYOLCbE4l4iIyLwYXEwoiDUuREREZsXgYoYWl5sJKUjLyLT24RARERU7DC4mVNrTFc6ODtDpgCjOnktERGRyDC4m5OjogCDOnktERGQ2DC4mFsQCXSIiIrNhcDHXkGgGFyIiIpNjcDHbkGh2FREREZkag4uJcS4XIiIi82FwMbHs4lzOnktERGRyDC5mKs5ljQsREZGNBJfp06ejcuXKcHd3R8uWLbFr1658nztv3jw4ODjk2uR1Oel0Orz33nsoW7YsPDw80KVLF5w+fRr2iOsVERER2VBwWbJkCcaOHYsJEyZg3759aNiwIbp164aIiIh8X+Pj44Pr169nbxcvXsz1+GeffYapU6dixowZ2LlzJ7y8vNQ+k5Ptr9UiOGuF6FsJqUhJz7D24RAREZXs4PLVV19h+PDhGDJkCOrUqaPChqenJ+bMmZPva6SVJSQkJHsLDg7O1doyefJkvPvuu+jVqxcaNGiABQsW4Nq1a1ixYgXsjZ+nC1ydtI81kq0uRERE1gsuqamp2Lt3r+rKyd6Bo6O6vX379nxfFx8fj0qVKqFChQoqnBw9ejT7sfPnz+PGjRu59unr66u6oPLbZ0pKCmJjY3NttkJCGhdbJCIisoHgEhUVhYyMjFwtJkJuS/jIS1hYmGqN+f3337Fw4UJkZmaiTZs2uHLlinpc/zpj9jlp0iQVbvSbBCJbHBLNAl0iIiI7G1XUunVrDBw4EI0aNUKHDh3w22+/ITAwEDNnziz0PseNG4eYmJjs7fLly7DFAl3O5UJERGTF4BIQEAAnJyeEh4fnul9uS+2KIVxcXNC4cWOcOXNG3da/zph9urm5qYLfnJstCcoq0OVcLkRERFYMLq6urmjatCnWrVuXfZ90/chtaVkxhHQ1HT58WA19FlWqVFEBJec+pWZFRhcZuk9bw9lziYiIzMPZ2BfIUOhBgwahWbNmaNGihRoRlJCQoEYZCekWKleunKpDERMnTkSrVq1QvXp1REdH4/PPP1fDoZ9//vnsYtbXXnsNH330EWrUqKGCzPjx4xEaGorevXvDvhdaZIsLERGRVYNLnz59EBkZqSaMk+JZqV1ZvXp1dnHtpUuX1Egjvdu3b6vh0/Jcf39/1WKzbds2NZRa76233lLhZ8SIESrcPPDAA2qfd09UZy/Y4kJERGQeDjqZSMXOSdeSjC6SQl1bqHc5HR6Hh77+F74eLjg4oau1D4eIiKjYnL+5VpEZ1yuKSUpDchpnzyUiIjIVBhcz8HF3hruL9tGyzoWIiMh0GFzMQAqOs+tc4ljnQkREZCoMLmZebJEFukRERKbD4GImXK+IiIjI9BhczITrFREREZkeg4uZcL0iIiIi02NwMfskdOwqIiIiMhUGF7MvtMgWFyIiIlNhcDETrldERERkegwuZp49Nz4lHQkp6dY+HCIiomKBwcVMSrk5w8vVSV2PiGOrCxERkSkwuJgRV4kmIiIyLQYXi0xCx+BCRERkCgwuFpmEjl1FREREpsDgYoHgcoMtLkRERCbB4GJGVQK81OWhK9HWPhQiIqJigcHFjNrVCFCX+y5FIyYxzdqHQ0REZPcYXMyovL8nqgeVQkamDpvPRFr7cIiIiOweg4uZdawZqC43nmRwISIiKioGFzN7sFaQutx0KhKZmTprHw4REZFdY3Axs2aV/eHp6oTIuBQcux5r7cMhIiKyawwuZubm7IQ21QKyW12IiIio8BhcLKBjmL7OJcLah0JERGTXGFwsGFzUsOgkDosmIiIqLAYXCw+L3nI6ytqHQ0REZLcYXCw8LHoDu4uIiIgKjcHFQjqGcVg0ERFRUTG4WEjzKhwWTUREVFQMLhbCYdFERERFx+BiQRwWTUREVDQMLhbEYdFERERFw+BiQRwWTUREVDQMLlZbLZrdRURERMZicLHSsOiNpyKh03FYNBERkTEYXKw4LProNQ6LJiIiMgaDi1WGRZdR1zksmoiIyDgMLtbsLmKdCxERkVEYXKyAw6KJiIgKh8HFCjgsmoiIqHAYXKyEw6KJiIiMx+BiA6tFc1g0ERGRYRhcrDwsOoKrRRMRERmMwcUGhkVvPMlh0URERIZgcLGiDhwWTUREZBQGFxso0OWwaCIiIsMwuNxPZiZgpuLZCqU5LJqIiMgYDC4FkcDy15vAqte0AGMGHBZNRERkOAaXglzdB+yeDeydB6wYCWSkm/wtOCyaiIjIcAwuBSnfFHjyB8DBCTi0GPh1GJBh2loUDosmIiIyHIPL/dR/CnhmPuDoAhxbASwdCKSnmGz3HBZNRERkOAYXQ9TuCfT9CXByA07+Cfz8LJCaaPJh0ZsYXIiIiArE4GKoml2BfksBF0/g7Drgp2eAlHiTFujuvXSbw6KJiIgKwOBijKodgf6/Aa7ewIXNwI+PA8kxRd4th0UTEREZhsHFWJVaAwN/B9x9gSu7gPmPAYm3irxbDosmIiK6PwaXwo42GrQK8CwDXD8AzHsUiC9afQqHRRMREd1foYLL9OnTUblyZbi7u6Nly5bYtWuXQa9bvHgxHBwc0Lt371z3Dx48WN2fc+vevTtsWtkGwOA/gVLBQMRRYN7DQOy1Qu+Ow6KJiIjMEFyWLFmCsWPHYsKECdi3bx8aNmyIbt26ISKi4C6OCxcu4I033kC7du3yfFyCyvXr17O3n3/+GTYvqBYw5C/ApzwQdQqY+zAQfalQu+KwaCIiIjMEl6+++grDhw/HkCFDUKdOHcyYMQOenp6YM2dOvq/JyMhAv3798MEHH6Bq1ap5PsfNzQ0hISHZm7+/P+xCmWrAkD8Bv0rA7fNaeLl5tlC74rBoIiIiEwaX1NRU7N27F126dLmzA0dHdXv79u35vm7ixIkICgrCsGHD8n3Oxo0b1XPCwsIwcuRI3Lx5M9/npqSkIDY2NtdmVf6VgKGrgTLVgZjLWniJPGn0bjgsmoiIyITBJSoqSrWeBAcH57pfbt+4cSPP12zZsgWzZ8/GrFmz8t2vdBMtWLAA69atw6effopNmzahR48e6r3yMmnSJPj6+mZvFSpUgNX5hGrdRkF1gPgbWni5cdjoYdHVAr3UsOitZzgsmoiIyKKjiuLi4jBgwAAVWgICAvJ9Xt++ffHYY4+hfv36qnB31apV2L17t2qFycu4ceMQExOTvV2+fBk2oVSQNtqobEMgMUobbSQLNRrhwazuog0nOCyaiIioSMFFwoeTkxPCw8Nz3S+3pS7lbmfPnlVFuT179oSzs7PapGXljz/+UNfl8bxIHYy815kzZ/Kth/Hx8cm12QyvMsDAP4DyzYHkaGBBL+DafoNfzmHRREREJgourq6uaNq0qerS0cvMzFS3W7dufc/za9WqhcOHD+PAgQPZm7SsPPjgg+p6fl08V65cUTUuZcuWhV3y8AMGLAcqtQVSYoG17xv8Ug6LJiIiMmFXkQyFlq6f+fPn4/jx46qQNiEhQY0yEgMHDlRdOULmealXr16uzc/PD97e3uq6BKH4+Hi8+eab2LFjh2qdkRDUq1cvVK9eXQ2ztltu3kCv6dr1c5uAmCuGvYzDoomIiEwXXPr06YMvvvgC7733Hho1aqRaTlavXp1dsHvp0iU1D4uhpOvp0KFDqiWmZs2aauSRtOps3rxZdQnZtdJVtFYX6IBDSwx+GYdFExER5c1BVwwKKWQ4tIwukkJdm6p3EfsXAr+P0oZKj94DODjc9yWXbyWi3Wcb4OTogH3jH4Kvh4tFDpWIiMjWz99cq8jc6vQCXDyBm2eAK7sNegmHRRMREeWNwcUStS4SXsSBRUaPLuJq0URERHcwuFhCw2e1yyPLgbQko+ZzkQLdYtCbR0REZBIMLpZQuR3gWwFIiQFO/M/gYdFeWcOiJ689bfZDJCIisgcMLpbg6Hin1eXATwYPix73cG11fcq605i39bw5j5CIiMguMLhYSsO+2uW5DUDsNYNe0r9VJYzpUlNdf3/lMazYf9WcR0hERGTzGFwspUw1oGJrQJdp1Jwur3SujsFtKqvrb/xykGsYERFRicbgYkmNnrvTXWRgwa2DgwPee7QOejcKRXqmDiMX7cXuC7fMe5xEREQ2isHFkur0Bpw9gKhTRq0a7ejogM+fbohOtYKQnJaJofN24zjXMSIiohKIwcWS3H2A2j2NntNFuDg5YvpzTdC8sj/iktMxYPYuXLyZYJ7jJCIislEMLtbqLjqyDEhLNuqlHq5O+GFQc9QK8UZUfAr6z96JiFjj9kFERGTPGFwsrUp7wKc8kBwDnPrL6JfLukULhrVApTKeuHwrSbW8xCSmmeVQiYiIbA2Di6U5OgEN+xg1p8vdgrzdsXBYSwR5u+FkeByGzt+NxNR00x4nERGRDWJwsYaGWd1FZ9YCcTcKtQtZiFFaXnzcnbH34m2MXLgPqemZpj1OIiIiG8PgYg0B1YEKLbPmdFla6N3UCvHB3CEt4OHihE2nIvH6LweRmcl1jYiIqPhicLGWnEsAFGERxaaV/PFd/yZwcXLAyoPX8P7Ko1yUkYiIii0GF2up+zjg7A5EHgeu7S/SrjqGBeHLZxrBwQFYsP0ivuaijEREVEwxuFiLhx9Q61Ht+sGfi7y7xxqGYmKveur61HWnMZeLMhIRUTHE4GILc7oc/gVITyny7ga0qoTXH9IWZfxg5TEs33+lyPskIiKyJQwu1lS1I+AdCiTdBk6tNskuR3eqjiFt9YsyHsIfBw1biZqIiMgeMLjYzJwuRe8u0i/KOP6ROniicTlkZOrwys/7MWbJAU5SR0RExQKDi63M6XJ6DRAfYZJdyqKMnz3VAC91rAZHB2D5/qvoOnkTNp40zf6JiIishcHF2gJrAuWaAbqMIs3pcjdnJ0e81b0Wlo1sg6oBXgiPTcHgubvx3+WHEZ/CWXaJiMg+MbjYUpFuEed0yUuTiv743yvtMLiNVvfy085L6DHlX+w8d9Ok70NERGQJDC62oN4TgJMbEHEUuHHI5LuXVaXff6wufhreEuX8PNTijH1n7cCHq44hOS3D5O9HRERkLgwutsDDH6j1SJEWXjREm2oBWP1aO/RpVkE17Mzech6PTN2Mg5ejzfaeREREpsTgYpNzuqSa7W283V3w6VMNMGdwMwR6u+FsZAKe+G4bvlxzkos0EhGRzWNwsRVVHwRKhQCJN7URRmbWqVYw1rzWXs24K8Omp60/g97Tt+LEjVizvzcREVFhMbjYCifnHHO6mK+7KCd/L1dMfbYxpj/XBP6eLjh2PRY9p23BtxvPqDBDRERkaxhcbHJOl7+BhCiLve0jDcri7zHt0aV2ENIydPhs9Uk8NWMbzkXGW+wYiIiIDMHgYkuCagGhTYDMdK3WxZJv7e2OWQOb4fOnGsDbzRn7L0XjkalbsPfibYseBxERUUEYXGx2TpdFFn9rWS7g6WYVsHpMe7SoUhpJaRkYsWAPLt9KtPixEBER5YXBxdbUexJwcgVuHNY2K5C5XuYObo46ZX1wMyEVw+bvRmwy1zoiIiLrY3CxNZ6lgbAeJl14sTC83Jwxe3AzBHm74VR4PEb/tB/pGRwuTURE1sXgYosa9dMuDy0BMqzX0lHW1wOzBzWHu4sj/j0VqWbaJSIisiYGF1tUrTPgFQQkRgGn/7HqodQv74vJfRqp6/O3X8T8bResejxERFSyMbjY6pwuDZ7Rrh+0zJwuBeleryze6h6mrn+w8ig2nIyw9iEREVEJxeBi66OLTq4Goi9Z+2gwskM1PN20PGReupd/2o+TN+KsfUhERFQCMbjYquC6QKUHgMw0YMVLQKZ1C2NlqPT/PV5fDZOOT0nH0Hm7ERmXYtVjIiKikofBxZY9NhVw8QIubAZ2fGvto4GrsyNm9m+KymU8cTU6CSN+3IPktAxrHxYREZUgDC62rEw1oPvH2vV1HwDh1h/VI+sbzR7cHD7u2uy6by47BJ2O6xoREZFlMLjYuiaDgJrdgYxU4LcRQLr1u2eqBZbCjAFN4ezogJUHr2Hy2tPWPiQiIiohGFxsnYMD0HMq4FkGCD8MbMhqgbGyNtUC8FHveur6lHWn8fuBq9Y+JCIiKgEYXOyBdzDQc4p2fesU4OJ22IK+LSpiRPuq6vqbvxzC3ou3rH1IRERUzDG42IvaPYFG/QHogOUjgORY2IL/dK+Fh+oEIzUjEyMW7OWCjEREZFYMLvak+yTAr6I2r8vf42ALnBwdMKVvI9QN1RZklGHSXJCRiIjMhcHFnrj7AI/PlMIXYP9C4Pgq2AJPV2e1plGwjxtOR8Rj1KJ9XJCRiIjMgsHF3lRqA7R9Rbu+8hUg3jam3w/xdccPA5vDw8UJm09H4YOVxzhMmoiITM5BVwzOLrGxsfD19UVMTAx8fHxQ7MmQ6FmdgPAjQM0ewLM/a6OPbMDqIzcwctFeyLeqS+1gVAnwRLCPu9ok3AR7uyPIxw3uLk7WPlQiIrLD8zeDi70KPwp831Gb30WGSzcdBFsxY9NZfPLXiQKf4+fpkh1iQrKCjXQ16UNOeX8PlCnlZrFjJiIiy2NwKUnBRWybBqx5V1sWYOQWoLQ2NNna5Cu1/exNHL0Wi/DYZNyITUZEbArC45JxIyYZKemG1b/UKeuDzrWD0Ll2MBqU84Wjo220KhERkWkwuJS04CILL87vCVzcApRvAQz5C3Byhi2Tr1tsUnp2iJFgExGXkn09PC4F4XI9Lll1N+kFlHJDp1qB6FQrGO1qBMDLzdk2/3+snQC4+wLt37D20RAR2TwGl5IWXIQMjf62DZAaB3QaX2xOmDfjU7DxZCTWnQjHv6ei1IrUeq5OjmhVrQy61A5Cp1pBKO/veeeFUWeALV8DoY2AFsMte9B75gKrXtOu9/8VqN7Fsu9PRGRnGFxKYnARB34GVrwIODoDw9cDZRuiOElNz8Su87dUiFl3PAKX7prkrlaIN7rV8Ebf5CUIOfoDHDKz5pEZ/CdQua1lDlJGd33TDEiO0W4H1ARGbgOcXCzz/kREdojBpaQGF/lfuHQgcPwPILAWMGIj4OKB4ki+rmcj47H2eATWH4/Anos30cNhJ95xWYhQB23JgRjnAPimR0FXuhocRm61zGfx63Dg8FIguD4Qdx1IjAK6TQJav2T+9yYiKkHn70LN4zJ9+nRUrlwZ7u7uaNmyJXbt2mXQ6xYvXgwHBwf07t37npPRe++9h7Jly8LDwwNdunTB6dNccdhgMhT60clAqWAg8gSwbiKKK/n+VA/yxosdqmHpE/44WWMGprtOVaHlCgLxfOrraBc/CeE6PzjcOouzy8YjI9PM2fzcRi20yMSAj00BOr+n3b/xEyAhyrzvTURUwhgdXJYsWYKxY8diwoQJ2LdvHxo2bIhu3bohIqLgidAuXLiAN954A+3atbvnsc8++wxTp07FjBkzsHPnTnh5eal9JicnG3t4JZdXGaDXdO36jm+1k2lxJes0/f0OMKMtXC5tBpzdgY7jEPz2QQwbNgqPt66DDzOfV0+tdGI2Rn4xF0v3XFZdTiaXlgysGqtdl5qack2Bxv2BkAZASkyxDpE21eJo/w3HRGQgo7uKpIWlefPm+Oabb9TtzMxMVKhQAS+//DLefvvtPF+TkZGB9u3bY+jQodi8eTOio6OxYsUK9Zi8fWhoKF5//XUVbIQ0GQUHB2PevHno27fvfY+pxHcV5bRqDLBnDuBTTqux8PBDsSFf1cO/AGvGA/E3tPvCHtbWcPKvnOuptxJSETWnL2reXIfDmZXRO/VDBPt6YXj7qujbvCI8XE00Ad6GScCmT4BSIcDoXdqIIiEreM/trrXCSNedFAuTeUiIPbRU+x7Uf8raR0NEttRVlJqair1796qunOwdODqq29u3b8/3dRMnTkRQUBCGDRt2z2Pnz5/HjRs3cu1TfggJSPntMyUlRf2wOTfK0vUjbT6X2KvAn2+i2LhxBJj7MPDbcC20yM/43C/arMF3hRZR2ssVNQd/B527H+o7XsCrnmtwLSZZLUXQ9tP1+Gb9acQkFXExSDWC6Svtupw09aFFVGoN1JOTqA5Y/TZbBMw5qk5aGBMigF+HaSEm484INCIqfowKLlFRUar1RFpDcpLbEj7ysmXLFsyePRuzZs3K83H964zZ56RJk1S40W/S4kNZXL2AJ2YBDk5a3cXmr7TuDHuVFA389R9gZnvg0jbA2UMb9v3SDqBm14Jf6x0Mh24fq6svO/6CqV29UaG0h2qN+WLNKbT9ZL2a4TcyLsX445Ig8r8x2szFMuy57uP3PuehiYCLJ3BpO3DkV+Pfg+5v92xAlwl4BWm3t38DLHyctUVExZhZF1mMi4vDgAEDVGgJCAgw2X7HjRunmpX02+XLl02272KhfLM787ms+wCY0gDYMlmrDbEXMpnb/kXaEOOdMwBdBlCnFzB6t/azORu4HECj54CqD8IhPRmPXfoMG8Z2wJS+jRAW7K3mhpHlCR74dD3GrziCy3cNsy6QdE2c/1err3n4i7zXivItBzwwRrv+z3tAaoLh+6f7S0sC9s3XrvecDDyzQJtFWv6/yHIY1w5Y+wiJyAyMmn5UwoeTkxPCw8Nz3S+3Q0JC7nn+2bNnVVFuz549s++Tmhj1xs7OOHnyZPbrZB8yqijnPhs1yrsuwM3NTW1UgA5vA54BwNYpQOwVbUZXaX1p8TzQciRQKhA2RVqFYq4A0Re1TeamubLrzpwoPT4FqnUyfr8SKOSk9m1r4MJmOB/8Eb2aDkbPBqFYfyIC0zeewf5L0fhxx0X8tOsSejUMxciO1VAj2Dv/fSbdBv7+r3a9/ZtA6Sr5P7fNy8D+H7UuDQmPnd4x/megvB1epv2/8KsI1OwOODpp35XF/YBbZ4E53bTRdo2etfaREpG1i3NbtGiBadOmZQeRihUrYvTo0fcU58qooDNnzuS6791331UtMVOmTEHNmjXh4uKiinOlMFcKdIXUrEhNDItzTSA9VSto3ToZiDql3SetBE0GAq1HA/6VLHccMZe1E7gKJ5fubLcv3im2zUn+eu74Hy1oObsW7f23T9fChpsvMGon4KOFZPn67zh3C99uPIPNp6Oys867j9TBsAfyCSQrXwX2zgMCwoAXt9z/2I79rs2zI5/7qF2W+8yLM/m1NbMdcOOw1iXX9tXc3YvLXwBOrdZut3gB6PZ/nAyQqKROQCfDoQcNGoSZM2eqADN58mQsXboUJ06cUHUpAwcORLly5VQdSl4GDx6ca1SR+PTTT/HJJ59g/vz5qFKlCsaPH49Dhw7h2LFjaq6Y+2FwMYC0dJ38n9bqcm2fdp/UwdR/GnjgNSCotmneJy5c2780098+fyeYyKRsUqhaEKkH8auk/QUdWBNo9RLgE2qa48rMAGY/BFzdC9R6FOiz8J7unUNXojFt/Rn8c0xrUXyrexhe6lg9934u7QTmdDVuZl75JyZrSl3YrHV3SZcGFc2lHVqLioTBsccBz9L3ft83faqN+BIV2wDPzAdKZdXCEJFNKMz52+iV6vr06YPIyEg1YZwUz0p3zurVq7OLay9duqRGGhnjrbfeQkJCAkaMGKFCzQMPPKD2aUhoIQPJ/5PaPbWT9vlN2no+MtfLocXaFvaIVo9Robnh+0y8lRVS9gNX92uXcdfyf74U1kookU1aHfTX1VYJ8CyTd62IKUg3wmPTtCLfE6u0VpC6uSdCbFDeD98PaIop605j8trT+Gz1SaSkZeK1LjXUxHfISNOGm4tG/Q1fTkBe2/0TrYVA3ldqMKq0N8MPWYLsnKldSvC+O7Tov+8PjtOWv5DWFynsntkB6POjVgNGRHaLU/6XZNL6IAHm+Ko7rSGV22kBRupJcoYIWYPn+kHgalZQkU26fO7hAASGAaGNtUt9KJHNK8B8wcRQ6/8P+PczwCtQ67bJ66QHqK4jCS5Cal7e6hYGh21TtSJbj9LA6D3apH/G+N/rwO4fgOB6wIhNNr+St82KvQ5MrgdkpmtddSH1C35+1Gmt7iXqJODkqhVTNx1kqaMlogJwrSIGl8KJPKXVwBxaop0MhPylWvsxIPKk1qpyM3etUrbS1bSQIlu5JtqMsW6lYLPSU4AZ7bSTWKN+QO9v833q7C3n8eGqY+r6mGbueOVkfzikJWozFMvsuMaSFqqpjYHkaOCRL4Hm2uy+VMjwKd0/Q/8y7DUpccCKkcDxldrtpkO0gm9DR6cRkVkwuDC4FI2M6tn2jTbEVE7Qd/OtqM0AKwFFgoqEGw9/2J3Lu4DZUqeiAwYsL3C0kow2Gr/iMGa5fImHnPZBV7ENHIb8WfiWo12zgD/f0D63l/fl2+Jjd6SmROZTMXcrkgTPr+sCCZHA0/Pynj8nP/KrbvOXwPqPtP/35Vto9UZZhdpEZHkMLgwuppFwE9j1PRB5XOvW0LeoSFdPcfHnW8CumVpXlkxmJxP35WPryrlou/c1pOqcMLXGXIx57jE4ORYyuMisrlLrEnEMaDECePhz2D0pfP7xce1nen5tnjMZm8zBJcDyEYB3KPDaocKNFDr9jzbLrnR/ysKkEl4qtjLH0RKRrawOTcWc1G5IYaP8Qu/wFlDjoeIVWoSs4OxbQRv1JF0P+UmJQ9vTWriYlfEovjnijNeXHkB6RiEXbJQWCSnU1c/6Gq51Rdk1aaGTgm9pBfkr7/XKTEbCpmg+tPDDm+X7LOtHBdUF4sOBeY9oLTGpRkxASERWw+BCJZPU4cjkZGLnd8CVvfkvoijrPvlXRtUnP4CzowNWHLiGVxbvR1phw0vVDtoIL5kN2N7XMZKp9dd+cOf2qb+AE3+a573k/5EUlEuBbZPBRduXrHX1/D9A3Se0ui5ZxXtKQ2D7t9qMvERksxhcqOSq0QVo0EerzfhjtDZJXk4yikpCjXj4S/RoXAXf9W8KVydH/Hn4BkYu3IeU9IzCL4bp5Ka1VMjwbHv1zwSt2FhG9sgswULWljJH64W+taXek6aZ+Vm6B5+aA/SeoXVvyUKNf48DpjQCdn5v32t8ERVjDC5UsnWbpM0fI/UZMrIqZ93Gyte0UCMFoBJyZN3EOsH4fmBTuDk7Yu3xcIxYsBfJaYUIL3Ki1J/oZUVjezxJyiRwBxZq1x/5Cug4Tut+i7kEbP7CtO8VHwEcXa5dl9ogU5Eia1kSQIa395yqHb/M4vzXm8C0JtrwdSkIJiKbweBCJZvU8/T4TLv+7+dAxAnt+p452jBwNx8t3OTQMSwIcwY3h7uLIzadisTQebuRmJo1jNwY7cZqRaYyH46samxPpMhY5qURjQcAFVpoLRj6+p2tU7Vh9qayd762Ene5ZtqoNlOTehmZ20VGekkI8ymndRHKzzitqbbEg0xASERWx+BCJF0PskifnBj/eBmIvabVPIhO4/McLtu2egDmD2kBL1cnbDt7E4Pm7EJcspEnNjnRyzo7QpZikPe1F7tnAeFHtGHdXXLUuNR6BKjRFchM04Z9m6J+RwLDntna9ZYvwKxk3anmw4BX9msT1ZUK0dbYkvWpJMDsX6iFNiKyGgYXIukukL+yXb21FalljpeUWG0IuJzE8tGyahn8+HxLeLs7Y/eF2xgwexdikowML/WfAiq0AtIStHoRe5m5Vj8Sq8v7uWcQls9SWrBkDSGp3znya9HfTyaNk7WuvIKAOrmXaTAbmZiuxXDg1QNaK5K8t7SM/T4KmN4cOLhY604kIotjcCESvuWAh97Xrstf2A6O2qgjWeOoAE0q+uOn51vB18MFBy5Ho98PO3AzPkWNOJLCXal/kU26khJS0hGfko7Y5DQVcGIS03A7MQ0xHT+CTpZKOLwU8ae3wuateRdIjdO6bRoPvPfx0lWAdq/fqd9Jji3a+8mcQqLZkKKvEm4sFw+g1Ujg1YNaQbVnAHDrnLb+0fSWwOFlDDBEFsYJ6Ihyzv4qc3rIgnwtRwI9suo1DHDsWiwGzN6Jmwl3jUwy0CfO36Ov80YcyqyCKVVm4vVutVEn1Aa/y+c2AQse04Ld8A3aTMp5kWLj71prJ3lZ5bt73qvF39f1Q9qEfY7OwGtHrD/LbUq81k22dQqQdFu7LyAMaPUiUP8Z217ugsgGceZcBhcqKjkZnVkH1Oll9ARnp8PjMHT+bly+Zfw8IGUQgw1uY+HjkISVGa0wLeMJ1KrfAmMfqonKAfnP6mtRMlx8Rlsg6pRhs/7K57jwCS3kvPDv/RdDzIt0zUhdidQhydBlWyFrH8kK1dumacPBhXQ1NuwDNBsGBNexzHFIvQ0X6yQ7xuDC4EJWlpGpU0W6DtL14wDIygAODuoWHOUya6UA/fWc9zvsnQusGpO9r38ymmBW5mOo3qwLXulUAyG+7rAqKSBe94FW7zF6N+Dhd//XLB0EHFsBVGgJDFkNODoatyjlV7WB9GRg6BqgYkvYHFk2YP8irXg450KksgCk1EfJQqWm7N6SbilZa0sm+ju5WlsstHxzLWjLe/lXMt17EVkAgwuDC9m7q/vUfDK6Y3/AQRYClBKPzDD8oOuFKq0ex4sdq8Pfy8J1HkKWRpCaDll88/GZQMO+hr0u5irwTXOt+Pixb4AmAwx/zy1fA2vf1xbzHLGp8AtbWoL8GpViZFnG4cT/tFmRhVcg0GQg0HSwti5WYUiN0Nl1WlA5vQZIupX/c6WgXB9iylSDzUqK1mYsLm5LiZDRGFwYXKi4iDoDbJuKzAM/wzFTq5s5kVkB8x16odwD/TGkfQ14uVmwi2BxP22G30ptgcH/My5ESHeKFPR6lAZe3mvYitjSBTK1kVYo3etboHE/2A0Z1r5vgTb3i4yGEtJdJsPEmz8PVOt8/5an2xe0oCItKxe2asPL9dz9tPWWZAh/2UbAuQ3Asd+Bi1u1CRP1gutrIUa2wJqwOjnVXNmjTeonkwnKZyLdf7UetvaRkRUxuDC4UHETex26Hd8iY9dsOKcnqLuu6ALws2NPBHccgT5tw+DmXPDIpyI7tQb46WmtQPbFLUBQbePnYZnRTlttXFoeek65/2uOrwKW9NPCzthj2ugeeyM/98m/tG6kcxvv3O9XSRshJRP36VscpAtITur6LiD5rHIqU10LKmE9tOHzedW1xEdq4VJCzPl/77T6iMDad0KM/P+zZOuVFDQf/kX7HG4czv2YhJdHvgSaDbXc8ZBNYXBhcKHiKikambtnI23rdLil3FR33dKVwm8ujyKg02g82rIunJ3MMLuBLDj4bSutBUCWKJAhwYVxcRswt4f8ygGeXwuUb1bw8+f31E6+D4zR5oopDi1oMhuzLJEgdTFCFouUeWkkEEoXUGLUnec7OAEVWwNh3YGaPYCA6sa9n9QHSZeVhBgJTTlbbCQE6UNMSAPzhRiZhVrCisx5I/MiCZnfRwqtJcBKq9T+H7X7278JPPiObXcHklkwuDC4UHGXloSM/YuQuOFreCddUXcl6tzwl2tX+HcZgwdbNFHFwCaz4WNg06fa0gRSkFuU4b7LRwIHf9JOliM25j9HTsRxLSzJX+OvHgL8KqDYkMUnj/6mdZdc25/7MTdfbU0sCSrVOxvWpWboSDlpxZEQI7UyMkO0nswMLEsohMrWWNtyTihYmJFnx//QQpp0XemVrqYVKzd89s7PJaeejZ8Am7KmHWjUH+g52ejRfGTESLjwY9ryHDYUEBlcGFyopMhIR+qR5Yj953MExJ9Ud6XpnLDWpQN2VRyOkEphah6YOmV9UKaUW+He4+ZZ4NvWQEYK8PR8oG7uWWvTMzJx8VaiGgZ+Ojwevp4u6Nu8Ilyd82n5ka6Mb5pqLQ49Pgda5rNYooyskhNf7Z5An6xFHItrIba0RsiJumY3rYXF3CdtKfSV1h0Z6XX6H23E1t18KwLlskKMbFJHc78RZFK8LTU90oqSEHmn1Ui6tqSup0qH/Ot65HXy/1zqc6p30b5rnA/HtCJPAT89A9w+Dzz0IdD2FdgKBhcGFyppdDoknPgHN//6BBVj96q7UnTOWJTRBdPTe+EmfBHi454dYuSybqgPKvh7wlHGahewXyx8Uv2FrqvaCRd6/IhTEfEqpJwKj8ep8Dici0pAanqOYlCZ3LaSP77t3wRB3vkM3ZaWBlm4UFoXpAXHO/je0SYyBFpGLw1aBVRpV/TPiPJv/bl+UGv5kQVF5TLnkO6cpMUkNGeYaQi4eGotOPL/VMKQvjDYuyzQZJC2aKVPqGHHIi1CvwwG0pO0oNTvF6BUEIqdE39qobHdG5YrmD63EVg68E4XpSwc+8qBorWsmRCDC4MLlWDxZ7Yjbc0H8I/Yrm4nwh3fpz+MH9IfRjw8cz23lJszapf1VmGmbqivCjTVg0ohPDZZBZP0IyvQ49hbSIMzHkn/HKfS7woYWWSF7BpB3qgW6IV1JyIQl5yOYB83zOjfFI0r+t/7AilC/aGzdpJs0Ad4Ims6f73t04G//wsE1QFGbrOpJu0SQU5uEmakNUgFmv3aGk33cNBaYfSzBwtpVZHuoLCHC9dyJMXJ0iqQeBPwrwz0/822h3QbK+ZK1tQAiYCLF/DoV4ZPK1BYe+dpfyjI0HOZS0kKpSOOGj0zuDkxuDC4EAFnN2jzn1w/oG6muZXGgcrD8LtzNxy8kYKT4XH3tJTk5IlkrHV7A6EOtzAl/XF8nf403JwdVbCpGeyNGsGlUDPIW10v7++R3XJzPioBwxfswZmIeLg6OeKj3vXwTPM86lOu7gVmdZZmndytKrLkwrQmWnO2rBMlI2/I+qTQV98ic+2Adhl7VXvM3Rdo1E8bFRRQo+jvJd2TMtuyFIN7lgGe+wUo3xTFwpIBWv2PFCjru+ikrufhz7SV4k0pMwP45z1g+zfa7fpPa/MoyXImPz4OOLoAo3cBpavC2hhcGFyINPLPWoox1394p/nftwLQcRzS6j2DczeTcex6DI5ejcWx69oWnZim6lP+z+sXPJ3yK2Lcy2H3w3+iemggKpT2hFNBXUtZZBHJsUsOYM2xcHV7QKtKGP9onXvrXlaN1UacBNYCXtiszS576m/tL245GY49bvpf5mQ6ceFawJRCa9fcrXlFFh8BLHpaC97SHfXUXG10lT07s1brepW6HylMP/mnVpgs4V3+DTw9z/hpBvIjrSq/DdfeQ3T8L9DhrTutlxJczq4H6j6uva+VMbgwuBDdO5HbgUXaL8m4a9p98ouy03ig1iPZv8zk18CthFT4xZ+F0/fttKblZ5cU6oSRmanDNxvO4Ou1p1R+al7ZH9/2a4pA7xxFwtLFMK2ZNgS4ywfAA68BPz6h1Uy0Hg10+z+TfQRkh+Tk+8sg7YSvVmr/WhtCbY/SU7RRcmrB0VFA94+1+2W4/6/PA/HhgLMH8MgXWutVUbpHY64CP/fR5stxcgN6fwvUfyr3c24cAWY8oIWm59fdf2oCGzx/m2HiByKyGTJRmRRJvrJPG00gs65GntAmd/uhC3B+s3qaDKEu4+UKp7/e1EJL2COF/itXuo5e6VwDPwxsBm83Z+y+cBs9p23BgctZixEKD3+g64fadRluLd1bElqkdkJGoVDJJqOKnl2sncil6Hflq8CGSVpLor3ZOlULLTL0vOPbd+6v0h54cStQ9UGtKFkWFF3+ghbaCuPaAa1+TEKLZwAweNW9oUWE1AMaPaddlxmt7fAzZYsLUUkio3ZkCv4d32pFgkKmoO/8nrbqszQxy19/0v9d2LV1cjgbGY8RC/bgbGSC6i5SdS/Nsupe5FfP3Ie1fnd9v7/MDvvckiK/LxUT8h3Z8H/Av1krkctsw1L/ZC8rYkutjqzxJd/tJ2fnHSSktmvLV9rPKSGtTA2tC0cChqGOr9L+7cq/aZklWf4NFbTgprTMSD2ZHFffn7TWVythiwsRFUxGgnQerw2HbD5cm7VVWjq+7wD8kTW3Q/s3TBJaRLXAUlgxqi261A5WBcFvLTuECb8fQVpGptYkLs3j0u+vL1Zskc/cLlQyyXek07taV5F0GclMu4ufBVK15S9s3upx2ne7cjttxuC8yPw28m9O1gCTiR5vngZmdQL2zL1/a4hOB2ydAizpr4WWap2AYX/ff5Vw33JAq5e06/9M0JansCMMLkQlkcyfIqFB5lKp/4zWRSPN1fLXnkztb8q3cnfB9wOa4rUu2qiT+dsvot8POxEVnwIE1wVajdSeKO8tzeZEd5NRS30Waa2BMmfMvEe1CQ1tmcxNIwWy8sfBw1/cv3alUhttLbDqD2mTPq56Dfh1mDZpYH6zFP/xsjZ6SOpVpItVRmFJcbshpK5MRm5JUNo3H/aEXUVEpPWLy0J4MjzTjBNj/XMsHGOWHFCjj8r6umPmgKZoEOwG7JyhzZoaUt9s703FwOVdwE99gKRbWtAd+LvWemBrZI0v6SKSOXDavgo8NNHw10rX0fZpwLqJWr2ZDFmWriOZ9C9ncfuSAcCFzVpLVLdJQMsXjC/s3fk9IHVtXoHAK/sBN29YGkcVMbgQ2TyZ52XEj3twLqvuZdLj9fFk0/LWPiyyF1GngQW9gdgrWpfmwD+A0lVgU9ZLXc5ngE85YNSuwi1hICFt2VAg5rK2IGe3j7VWlVvntGkDZJoD11LAU3O0JSMKQ1ptvm2p7bP9W0Cnd2BpDC4MLkR2ITY5DWMWH1Cz7YrBbSpjzEM14ePubNpFIql4krWRFvTSTriyxIC0vASGwSaoNb5aaYtZ5rHGl9GT/8loI/2cLDW6Ald2ay0uPuW1IlxjinjzIvM9yZIAMmfOy/sAn7KwJAYXBhciuyHzvUxedxpT153Ovk8mufPzcIGfp2yu8Pd0ga+Hdunv5QpfDxf46+/31F93VUsPMPCUMHE3tJaXyOPa8N8By4GyDax7THI6XfSUNv+MFMrKsgVF/V7KPqUrdc14IDOriLZcU6Dvz/eu9VXY/c/pBlzeqY3a6pU1266FMLgwuBDZnb+P3sD4FUcQEZdS6H14uDipmpmyfu4I9fVAWT8PlPNzR1lfD4RmXXq52ckQWjJcwk1g4ePa+kpSlNrvV6BCc+sdz7E/gKUDtK6dl3aYdq0lWSrjzze1GXal2NfFw3T7vrQTmNNVq5eRuWWC68BSGFwYXIjsVnJahlp2IDopFbcT0hCdmIropDTcTkxFTKJ2eTsxLff1pFSkZRj2K0xaayTclPOTYKOFGXXd1x1hId6qhYfsdGHIRc8Al3doixdK94k1VhWXIdrftNBqb2T1Z5l2wJ4s6Q8cX6l1R8nq3BbC4MLgQlSiyK+vhNQMRMWl4FpMEq5HJ+N6TBKuZl1ei9bui0tJv+++qgZ6oWlFfzSp5I+mlfxRPbBU9gKSZOMkNCx+Dji3UZvM8JkfgZpdLXsMsrDplq8B34rAqJ2mX8PJErU501toI5mk4LlqB4u8LYMLgwsR5VMMLAHmWo4wo79+5ba23c3b3RmNK/pnhRk/NKrgp+akIRuVlgz8Mhg49Ze2+vFTs4E6vSzz3pGngO/aaDUoVp6JtkikK2rX99rQ6+EbtcnxzIzBhcGFiApBFpjcf+k29l26jb0Xb+Pg5RgkpWXkeo7UWIYFe6sWmSYSaCr5o3IZTxYF2xKZAfa3EcBRKYp1BHp/BzTsa973lFOojHA6vwmo0U3rqrLX70RCFDClEZAaBzwxC2ggk1OaF4MLgwsRmUB6RiZO3IjLDjJyefnWva0ypb1c0aSiH5pVLq1Wwa5Xzhduzk5WOWbKkpkBrHwF2L9Qu/3IV0DzYeZ7vyO/avOtyGrM0kVka3PKGOvfL4D1HwK+FYDRewAXd5gTgwuDCxGZSURcMvZdjFYtMxJmDl2NUesv5eTm7IiGFfxUiJEwI60yPuxesjyZfXb128CumdptWRm9bdZaXKaUEgd80xyIuw50HJd79Wd7lZoITGsKxF0z3+eWA4MLgwsRWYiElqPXYlSI2X3hFvZcuI2bCam5niM9BrVCfLKDTIvKpRHia96/YCmLnNpk2nxZeVl0eFsLFqbsxvn7HWD7N4B/FW34s5lbJyxm/yLg95e0IeayIKtnabO9FYMLgwsRWYn8Kj0flaBCzO4Lt7Hnwi1cuJl4z/PK+3uguepa0rqXZM6ZjAwd0jMzkZGpQ4ZOh/QMXfZ1uZTbmXK/3JeZqT2u06GUmzPql/NlnY0hXR+i9Wig60emCS/hx4AZDwC6DKDfMqDGQyhW3W0z2gERR4FWo4DuH5vtrRhcGFyIyIZExCZjT1aLjGzHrsUi08S/cXs3CsUXTzeEs5P5R4DYrR0zgNX/ubPS9MNfFm3EjJw25z0CXNwK1HoU6LsIxc6ZtcDCJ7URWi/vAfwrm+VtGFwYXIjIhsmq2FIjs/u81iqz//JtJKfdqZORaWNk2QPZnB0d1W0JJNptBzg6OMDZSXvcycFBtfBIK8zD9UMwuU9jtWgl5WPfj8AfL0vq0MJG3ce19Y3KVDd+FtqDS4DlIwBnD2D0Lm2xx+JoQW/g3Aag3pPaYo5mwODC4EJEdjZ6SYKHPogYO+HdP8fCMWrRPqRmZKJL7SBM79eEo5oKcniZNlxauneyOWitCRJi1FYLCJDLmoCb9737SIrWCnITIoDO7wHtXkexdf0QMLO9FvaGr9fWSDIxBhcGFyIqYTaejMALP+5FSnom2tcMxMz+TeHhyvCSr4vbgIOLgahTQMRxIDk6/+fKCswSYFSYybo8vBTYM0drqRm5DXB2Q7G2/EXg4M9ApQeAwatMPkcNgwuDCxGVQNvORGHY/D1q0rxWVUtj9qDmNr2oZEq61uJh9dYhOf0lRAKRJ4HIE9pllFw/CcSHF/zaASuAag+i2Iu5og2PTk8Gnl0MhPUw6e4ZXBhciKiEklFMg+fuVnU0Mn/M3CHNbWIOmcTUdBy/HosjV2PV8HG5PBUeBz9PF/w0vBVqBufRHWMLkm5rU/lLoJHWGRVsTgExl4DGA4Be36DEWJu1DpO0Oo3cDjiZLhQzuDC4EFEJduByNAbO3onY5HQ0KO+LBUNbWHTV65ikNDVySgsoMThyLRbnIuPzHUkV4uOOZSNbo7y/p30tK+Bk/UBo8RW4ZSkArwBt6Ld/JZPtmsGFwYWISjgJDANm78TtxDTULuuDhcNaoEwpN7Os76SFkxgcvRqrLi/mMW+NCPJ2U8sh1Av1Qd1yvqhUxhMv/7QfpyPiUTXAC7+82Nosx0gmJPPWSIuLCVtbBIMLgwsRkeqKeW7WTkTFp6BGUCkser4lgnyKPqurnC62nInCnC3nseFkZJ7PkQn26oX6om6ojworcpnXe1+PScKT327DtZhk1Tok3UYyoR6VLLEMLgwuRERCumgkvNyITUaVAC8VXkL9jJyvJEtyWgZW7L+KOVvP41R4fPb90lpSN6slRR9SjOmaOhMRj6dnbFOtQw9UD8Dswc2sX7BLFsXgwuBCRJTt0s1EPDtrB65GJ6mWkJ+Ht0KF0p5Gzfz7446LWLTzkuoaEp6uTnimWQUMblMZlQO8TFKX89ysHUhMzcAj9cti6rON1bw2VDLEMrgwuBAR5SShpd+sHWrdpLK+7qpLRlpgCiK1K9K6svLgNaRlaKeIcn4eKqw807wCfD1MW5y6+XQkhs7brd6rf6uK+LBXPa6/VELEMrgwuBAR3S08Nlm1apyNTECgtxt+er4latw1DFkWc1x7PByzt5zHrvO3su9vVskfQx+ogq51gs26HtKqQ9fw8s/71dQqr3augTEP1TTbe5F9n78L9S2cPn06KleuDHd3d7Rs2RK7du3K97m//fYbmjVrBj8/P3h5eaFRo0b48ccfcz1n8ODBKl3n3Lp3716YQyMiorsE+7hjyQutUSvEG5FxKejz/Q41bFnIvC9SbPvgFxvVDLwSWmRdpMcahmLFqLZYNrINHq5f1uyLOD7aIBQTe9VT16esO40F2y+Y9f3s0ZXbibgRk4ySzugS7iVLlmDs2LGYMWOGCi2TJ09Gt27dcPLkSQQFBd3z/NKlS+Odd95BrVq14OrqilWrVmHIkCHqufI6PQkqc+fOzb7t5sahcUREphJQyk3VuAycswuHr8ao2hcVTvZfRVxKunqOdAE917IiBrauhLK+hSvkLYoBrSrhZnwKJq89jQl/HFWFvnKMJZ103U1eewprj0eo25XLeKJllTJoVa00WlUtY5X/V9ZkdFeRhJXmzZvjm2+0WQMzMzNRoUIFvPzyy3j77bcN2keTJk3wyCOP4MMPP8xucYmOjsaKFSsK8zOwq4iIyIhJ4obM3YV9l+6s0VM10AtD21bBE03KwdPVukOS5ZQkoWXB9otwcXJQyxfIGkwlkcw4LIHl76Pa8gP6muXMu87aMi9OyypaiJGtsKPHrKEw52+jvqGpqanYu3cvxo0bl32fo6MjunTpgu3btxv0hVy/fr1qnfn0009zPbZx40bVCuPv749OnTrho48+QpkyZYw5PCIiug9pVVkwrCXe/vUQklIz0L91JXSoEWj0ytTmIqUC7/esq0YxrTp0HS8u3KuGcjeu6I+SNA/PlLWn8b/D19VtqVPu1TAUr3SugQBvN+y9cBs7zt1Um8xOLBP/ybZ0zxX1/AqlPdBKWmSqlkHLqqXta2ZiU7e4XLt2DeXKlcO2bdvQunXr7PvfeustbNq0CTt37szzdZKk5HUpKSlwcnLCt99+i6FDh2Y/vnjxYnh6eqJKlSo4e/Ys/vvf/6JUqVIqDMnz7yb7kS1nYpNWH7a4EBEVD6npmRg2fzc2n46Cv6eLml23epB51zWS02FCaoZqlYpJTENscpq6HpuUdZmcjrjkNFQNLIX2NQJQqUzRh4PfPa+N1PdIobKcmSWwSO3Pq52r5/uzxyWnYc/F29h57pYKMtINKIXWOclQeH1rTMewQNVtWGJaXArL29sbBw4cQHx8PNatW6dqZKpWrYqOHTuqx/v27Zv93Pr166NBgwaoVq2aaoXp3LnzPfubNGkSPvjgA0scOhERWYGrsyNm9G+K537YiYNqDaZdqlC4KJPoyRpK+y5G41xUggoj+mCiDycSTO4+6RdEWjYeqB6oQkybagHw9SzcMPHzUQmYuu40fj9wNbsb6OH6IXi1c02EhRQc1rzdXfBgWJDa9MXWsuDmzvNZQeZKDK7cTsKyvVfUJmGoaUV/PFQnWG0Swop1i4t0FUnLyLJly9C7d+/s+wcNGqRqVH7//XeD9vP888/j8uXL+Pvvv/N9TmBgoOoueuGFF+55jC0uREQlg3QZyey6MpS7elAp/PJCa/h7FTw7r5zWZCmBfRdvY9+l29h/KVqFFv2cNPcjtTXSpebj4aJdumuXsnm4OqkgJfvNuT/paWtQ3g/tagSgXY1ANK7oB5f7jMS6eFMCyxks338lO7DIsPPXutREnVDTnMsSUtKx96LWtSStV9Iik1O1QC88VCdEhZjGFfws3mVokXlcpDi3RYsWmDZtWnZxbsWKFTF69GiDi3Olm+jcuXOqRSUvV65cUfuUYt3HHnvsvvtjcS4RUfGeRO+p77bhekwyGlXwUzUvXjnWNcrZmiKBQrbw2Dt/3OoFlHJVtTJ1yvqo7qfsYJJ1qQ8p7i6O950ATwLBzvNaGJBNunly8nJ1QutqZdRSBu1qBqrlEfT7vHwrEd+sP4Nl+65kt/B0qR2kAossnWBO12OSsPZYONYcC1dhJmf4kjl+5DgkxEgLkruLU/EILjIcWlpYZs6cqQKMDIdeunQpTpw4geDgYAwcOFDVs0h3jpBLmcdFun6kleTPP/9UAee7775TLS/SfSTdPk8++SRCQkJUjYvUzMTFxeHw4cMGDYtmcCEiKt7ORMThqRnbEZ2Yplo1ZNmBglpTZNmA2mW90aSif/YmXTvmmpFXAoEEmC2ynYnKXiJBL9TXXbXEyNtLl016VmCRmpMxXWqiYQU/WFpscho2nozEP8fCsfFERPaweP3SDu1rBKoQ06lW0H1buWx+5lwZCv3555/jxo0bakK5qVOnqpYYIXUrMjndvHnz1O13331XhR1pRfHw8FDzubz66qvo06ePejwpKUl1O+3fv191N4WGhqJr165qqLQEIXP94EREZF/2X7qtFo5MSsvItzVFCyl+qttGunWsITNTh2PXY7UgcyYSu8/fRmpGZq7nSPiS2YHleG2lGHrn+ZtYczRczaAsrVs5Q6DMoCwhpm+LiiZdxZtT/jO4EBEVa/+eisSbyw4iyNtd1ZFYojWlqGTY+a4Lt7D5VCRuJabi2RYV0bxyadgqnU6HI1dj8c+xG6pL6cSNOHW/m7Mj9r/3kEnn+mFwYXAhIiIyKanJkQBzOyEVb3QLKxnDoYmIiMg+VSjtiWEPVIGtMO+qWUREREQmxOBCREREdoPBhYiIiOwGgwsRERHZDQYXIiIishsMLkRERGQ3GFyIiIjIbjC4EBERkd1gcCEiIiK7weBCREREdoPBhYiIiOwGgwsRERHZDQYXIiIishvFYnVonU6XvTw2ERER2Qf9eVt/Hi8xwSUuLk5dVqhQwdqHQkRERIU4j/v6+hr0XAedMTHHRmVmZuLatWvw9vaGg4ODydOgBKLLly/Dx8fHpPsuzvi5FQ4/N+PxMyscfm6Fw8/NtJ+ZRBAJLaGhoXB0dCw5LS7yw5YvX96s7yEfNr+kxuPnVjj83IzHz6xw+LkVDj83031mhra06LE4l4iIiOwGgwsRERHZDQaX+3Bzc8OECRPUJRmOn1vh8HMzHj+zwuHnVjj83Kz/mRWL4lwiIiIqGdjiQkRERHaDwYWIiIjsBoMLERER2Q0GFyIiIrIbDC73MX36dFSuXBnu7u5o2bIldu3aZe1Dslnvv/++mrk451arVi1rH5bN+ffff9GzZ081U6R8RitWrMj1uNTLv/feeyhbtiw8PDzQpUsXnD59GiXd/T63wYMH3/P96969O0qySZMmoXnz5mpW8aCgIPTu3RsnT57M9Zzk5GSMGjUKZcqUQalSpfDkk08iPDwcJZkhn1vHjh3v+b69+OKLKMm+++47NGjQIHuiudatW+Ovv/4y+XeNwaUAS5YswdixY9Uwrn379qFhw4bo1q0bIiIirH1oNqtu3bq4fv169rZlyxZrH5LNSUhIUN8lCcV5+eyzzzB16lTMmDEDO3fuhJeXl/reyT/6kux+n5uQoJLz+/fzzz+jJNu0aZM6UezYsQP//PMP0tLS0LVrV/VZ6o0ZMwYrV67EL7/8op4vy6c88cQTKMkM+dzE8OHDc33f5N9uSVa+fHl88skn2Lt3L/bs2YNOnTqhV69eOHr0qGm/azIcmvLWokUL3ahRo7JvZ2Rk6EJDQ3WTJk2y6nHZqgkTJugaNmxo7cOwK/JPcPny5dm3MzMzdSEhIbrPP/88+77o6Gidm5ub7ueff7bSUdr+5yYGDRqk69Wrl9WOyR5ERESoz27Tpk3Z3y0XFxfdL7/8kv2c48ePq+ds377dikdq25+b6NChg+7VV1+16nHZA39/f90PP/xg0u8aW1zykZqaqlKjNNPnXBNJbm/fvt2qx2bLpEtDmvKrVq2Kfv364dKlS9Y+JLty/vx53LhxI9f3TtbxkG5Kfu/ub+PGjappPywsDCNHjsTNmzetfUg2JSYmRl2WLl1aXcrvOGlNyPl9k+7dihUr8vtWwOemt2jRIgQEBKBevXoYN24cEhMTrXSEticjIwOLFy9WrVTSZWTK71qxWGTRHKKiotQHHxwcnOt+uX3ixAmrHZctk5PrvHnz1ElDmk0/+OADtGvXDkeOHFF9xXR/ElpEXt87/WOUfzeRNDtXqVIFZ8+exX//+1/06NFD/VJ0cnJCSZeZmYnXXnsNbdu2VSdaId8pV1dX+Pn55Xouv28Ff27iueeeQ6VKldQfaocOHcJ//vMfVQfz22+/oSQ7fPiwCirStS11LMuXL0edOnVw4MABk33XGFzIZOQkoScFWhJk5B/20qVLMWzYMKseGxV/ffv2zb5ev3599R2sVq2aaoXp3LkzSjqp2ZA/Ilh3ZprPbcSIEbm+b1JML98zCc3yvSupwsLCVEiRVqply5Zh0KBBqp7FlNhVlA9p/pO/0u6ueJbbISEhVjsueyLJumbNmjhz5oy1D8Vu6L9b/N4VnXRXyr9jfv+A0aNHY9WqVdiwYYMqoNST75R0i0dHR+d6Pr9vBX9ueZE/1ERJ/765urqievXqaNq0qRqdJQX1U6ZMMel3jcGlgA9fPvh169blajKU29IMRvcXHx+v/vqQv0TIMNLNIf+Ic37vYmNj1egifu+Mc+XKFVXjUpK/f1LHLCdfaa5fv369+n7lJL/jXFxccn3fpLtDatNK8vftfp9bXqSVQZTk71te5LyZkpJi2u+aGYqIi43Fixer0Rzz5s3THTt2TDdixAidn5+f7saNG9Y+NJv0+uuv6zZu3Kg7f/68buvWrbouXbroAgICVEU+3REXF6fbv3+/2uSf4FdffaWuX7x4UT3+ySefqO/Z77//rjt06JAaKVOlShVdUlKSriQr6HOTx9544w01OkG+f2vXrtU1adJEV6NGDV1ycrKupBo5cqTO19dX/bu8fv169paYmJj9nBdffFFXsWJF3fr163V79uzRtW7dWm0l2f0+tzNnzugmTpyoPi/5vsm/1apVq+rat2+vK8nefvttNfJKPhP53SW3HRwcdGvWrDHpd43B5T6mTZumPmhXV1c1PHrHjh3WPiSb1adPH13ZsmXVZ1WuXDl1W/6BU24bNmxQJ967NxnOqx8SPX78eF1wcLAKzp07d9adPHlSV9IV9LnJCaVr1666wMBANeSyUqVKuuHDh5f4PzLy+rxkmzt3bvZzJBC/9NJLatiqp6en7vHHH1cn6ZLsfp/bpUuXVEgpXbq0+jdavXp13ZtvvqmLiYnRlWRDhw5V//bkHCD/FuV3lz60mPK75iD/Ma6NhoiIiMg6WONCREREdoPBhYiIiOwGgwsRERHZDQYXIiIishsMLkRERGQ3GFyIiIjIbjC4EBERkd1gcCEiIiK7weBCREREdoPBhYiIiOwGgwsRERHZDQYXIiIigr34f30s0GXnTtw/AAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(train_losses, label='Training loss')\n", + "plt.plot(test_losses, label='Validation loss')\n", + "plt.legend(frameon=False)" ] }, { @@ -338,23 +573,17 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 24, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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" ] }, - "metadata": { - "image/png": { - "height": 206, - "width": 423 - }, - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -367,7 +596,7 @@ "model.eval()\n", "\n", "dataiter = iter(testloader)\n", - "images, labels = dataiter.next()\n", + "images, labels = next(dataiter)\n", "img = images[0]\n", "# Convert 2D image to 1D vector\n", "img = img.view(1, 784)\n", @@ -408,7 +637,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.6" + "version": "3.12.9" } }, "nbformat": 4, diff --git a/intro-to-pytorch/Part 6 - Saving and Loading Models.ipynb b/intro-to-pytorch/Part 6 - Saving and Loading Models.ipynb index 3bf7236413..44761d4416 100644 --- a/intro-to-pytorch/Part 6 - Saving and Loading Models.ipynb +++ b/intro-to-pytorch/Part 6 - Saving and Loading Models.ipynb @@ -11,7 +11,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -32,7 +32,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -57,22 +57,21 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 3, "metadata": {}, "outputs": [ { "data": { - "image/png": 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+ "image/png": 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", "text/plain": [ - "
" + "
" ] }, "metadata": { "image/png": { - "height": 233, - "width": 233 - }, - "needs_background": "light" + "height": 389, + "width": 389 + } }, "output_type": "display_data" } @@ -93,7 +92,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -106,9 +105,62 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch: 1/2.. Training Loss: 1.688.. Test Loss: 0.998.. Test Accuracy: 0.631\n", + "Epoch: 1/2.. Training Loss: 1.084.. Test Loss: 0.745.. Test Accuracy: 0.722\n", + "Epoch: 1/2.. Training Loss: 0.836.. Test Loss: 0.675.. Test Accuracy: 0.742\n", + "Epoch: 1/2.. Training Loss: 0.767.. Test Loss: 0.635.. Test Accuracy: 0.755\n", + "Epoch: 1/2.. Training Loss: 0.769.. Test Loss: 0.608.. Test Accuracy: 0.767\n", + "Epoch: 1/2.. Training Loss: 0.714.. Test Loss: 0.605.. Test Accuracy: 0.778\n", + "Epoch: 1/2.. Training Loss: 0.677.. Test Loss: 0.587.. Test Accuracy: 0.779\n", + "Epoch: 1/2.. Training Loss: 0.664.. Test Loss: 0.573.. Test Accuracy: 0.786\n", + "Epoch: 1/2.. Training Loss: 0.649.. Test Loss: 0.549.. Test Accuracy: 0.798\n", + "Epoch: 1/2.. Training Loss: 0.667.. Test Loss: 0.557.. Test Accuracy: 0.792\n", + "Epoch: 1/2.. Training Loss: 0.635.. Test Loss: 0.540.. Test Accuracy: 0.795\n", + "Epoch: 1/2.. Training Loss: 0.655.. Test Loss: 0.538.. Test Accuracy: 0.797\n", + "Epoch: 1/2.. Training Loss: 0.640.. Test Loss: 0.552.. Test Accuracy: 0.801\n", + "Epoch: 1/2.. Training Loss: 0.612.. Test Loss: 0.506.. Test Accuracy: 0.810\n", + "Epoch: 1/2.. Training Loss: 0.572.. Test Loss: 0.515.. Test Accuracy: 0.811\n", + "Epoch: 1/2.. Training Loss: 0.645.. Test Loss: 0.539.. Test Accuracy: 0.802\n", + "Epoch: 1/2.. Training Loss: 0.565.. Test Loss: 0.511.. Test Accuracy: 0.804\n", + "Epoch: 1/2.. Training Loss: 0.560.. Test Loss: 0.509.. Test Accuracy: 0.815\n", + "Epoch: 1/2.. Training Loss: 0.586.. Test Loss: 0.484.. Test Accuracy: 0.817\n", + "Epoch: 1/2.. Training Loss: 0.596.. Test Loss: 0.503.. Test Accuracy: 0.815\n", + "Epoch: 1/2.. Training Loss: 0.583.. Test Loss: 0.481.. Test Accuracy: 0.822\n", + "Epoch: 1/2.. Training Loss: 0.595.. Test Loss: 0.482.. Test Accuracy: 0.820\n", + "Epoch: 1/2.. Training Loss: 0.521.. Test Loss: 0.474.. Test Accuracy: 0.826\n", + "Epoch: 2/2.. Training Loss: 0.557.. Test Loss: 0.473.. Test Accuracy: 0.829\n", + "Epoch: 2/2.. Training Loss: 0.554.. Test Loss: 0.479.. Test Accuracy: 0.820\n", + "Epoch: 2/2.. Training Loss: 0.533.. Test Loss: 0.464.. Test Accuracy: 0.835\n", + "Epoch: 2/2.. Training Loss: 0.554.. Test Loss: 0.471.. Test Accuracy: 0.826\n", + "Epoch: 2/2.. Training Loss: 0.513.. Test Loss: 0.467.. Test Accuracy: 0.833\n", + "Epoch: 2/2.. Training Loss: 0.537.. Test Loss: 0.487.. Test Accuracy: 0.824\n", + "Epoch: 2/2.. Training Loss: 0.537.. Test Loss: 0.477.. Test Accuracy: 0.834\n", + "Epoch: 2/2.. Training Loss: 0.564.. Test Loss: 0.473.. Test Accuracy: 0.828\n", + "Epoch: 2/2.. Training Loss: 0.529.. Test Loss: 0.463.. Test Accuracy: 0.833\n", + "Epoch: 2/2.. Training Loss: 0.524.. Test Loss: 0.480.. Test Accuracy: 0.823\n", + "Epoch: 2/2.. Training Loss: 0.529.. Test Loss: 0.460.. Test Accuracy: 0.827\n", + "Epoch: 2/2.. Training Loss: 0.519.. Test Loss: 0.456.. Test Accuracy: 0.833\n", + "Epoch: 2/2.. Training Loss: 0.544.. Test Loss: 0.456.. Test Accuracy: 0.835\n", + "Epoch: 2/2.. Training Loss: 0.512.. Test Loss: 0.459.. Test Accuracy: 0.833\n", + "Epoch: 2/2.. Training Loss: 0.525.. Test Loss: 0.450.. Test Accuracy: 0.836\n", + "Epoch: 2/2.. Training Loss: 0.549.. Test Loss: 0.454.. Test Accuracy: 0.834\n", + "Epoch: 2/2.. Training Loss: 0.539.. Test Loss: 0.451.. Test Accuracy: 0.833\n", + "Epoch: 2/2.. Training Loss: 0.516.. Test Loss: 0.464.. Test Accuracy: 0.828\n", + "Epoch: 2/2.. Training Loss: 0.524.. Test Loss: 0.449.. Test Accuracy: 0.836\n", + "Epoch: 2/2.. Training Loss: 0.541.. Test Loss: 0.449.. Test Accuracy: 0.831\n", + "Epoch: 2/2.. Training Loss: 0.491.. Test Loss: 0.454.. Test Accuracy: 0.836\n", + "Epoch: 2/2.. Training Loss: 0.530.. Test Loss: 0.473.. Test Accuracy: 0.830\n", + "Epoch: 2/2.. Training Loss: 0.495.. Test Loss: 0.445.. Test Accuracy: 0.836\n" + ] + } + ], "source": [ "fc_model.train(model, trainloader, testloader, criterion, optimizer, epochs=2)" ] @@ -126,9 +178,31 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Our model: \n", + "\n", + " Network(\n", + " (hidden_layers): ModuleList(\n", + " (0): Linear(in_features=784, out_features=512, bias=True)\n", + " (1): Linear(in_features=512, out_features=256, bias=True)\n", + " (2): Linear(in_features=256, out_features=128, bias=True)\n", + " )\n", + " (output): Linear(in_features=128, out_features=10, bias=True)\n", + " (dropout): Dropout(p=0.5, inplace=False)\n", + ") \n", + "\n", + "The state dict keys: \n", + "\n", + " odict_keys(['hidden_layers.0.weight', 'hidden_layers.0.bias', 'hidden_layers.1.weight', 'hidden_layers.1.bias', 'hidden_layers.2.weight', 'hidden_layers.2.bias', 'output.weight', 'output.bias'])\n" + ] + } + ], "source": [ "print(\"Our model: \\n\\n\", model, '\\n')\n", "print(\"The state dict keys: \\n\\n\", model.state_dict().keys())" @@ -143,7 +217,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -159,9 +233,17 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "odict_keys(['hidden_layers.0.weight', 'hidden_layers.0.bias', 'hidden_layers.1.weight', 'hidden_layers.1.bias', 'hidden_layers.2.weight', 'hidden_layers.2.bias', 'output.weight', 'output.bias'])\n" + ] + } + ], "source": [ "state_dict = torch.load('checkpoint.pth')\n", "print(state_dict.keys())" @@ -176,9 +258,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "model.load_state_dict(state_dict)" ] @@ -192,9 +285,22 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "metadata": {}, - "outputs": [], + "outputs": [ + { + "ename": "RuntimeError", + "evalue": "Error(s) in loading state_dict for Network:\n\tsize mismatch for hidden_layers.0.weight: copying a param with shape torch.Size([512, 784]) from checkpoint, the shape in current model is torch.Size([400, 784]).\n\tsize mismatch for hidden_layers.0.bias: copying a param with shape torch.Size([512]) from checkpoint, the shape in current model is torch.Size([400]).\n\tsize mismatch for hidden_layers.1.weight: copying a param with shape torch.Size([256, 512]) from checkpoint, the shape in current model is torch.Size([200, 400]).\n\tsize mismatch for hidden_layers.1.bias: copying a param with shape torch.Size([256]) from checkpoint, the shape in current model is torch.Size([200]).\n\tsize mismatch for hidden_layers.2.weight: copying a param with shape torch.Size([128, 256]) from checkpoint, the shape in current model is torch.Size([100, 200]).\n\tsize mismatch for hidden_layers.2.bias: copying a param with shape torch.Size([128]) from checkpoint, the shape in current model is torch.Size([100]).\n\tsize mismatch for output.weight: copying a param with shape torch.Size([10, 128]) from checkpoint, the shape in current model is torch.Size([10, 100]).", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mRuntimeError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[1;32mIn[10], line 4\u001b[0m\n\u001b[0;32m 2\u001b[0m model \u001b[38;5;241m=\u001b[39m fc_model\u001b[38;5;241m.\u001b[39mNetwork(\u001b[38;5;241m784\u001b[39m, \u001b[38;5;241m10\u001b[39m, [\u001b[38;5;241m400\u001b[39m, \u001b[38;5;241m200\u001b[39m, \u001b[38;5;241m100\u001b[39m])\n\u001b[0;32m 3\u001b[0m \u001b[38;5;66;03m# This will throw an error because the tensor sizes are wrong!\u001b[39;00m\n\u001b[1;32m----> 4\u001b[0m \u001b[43mmodel\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mload_state_dict\u001b[49m\u001b[43m(\u001b[49m\u001b[43mstate_dict\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[1;32mc:\\Users\\josep\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\torch\\nn\\modules\\module.py:2581\u001b[0m, in \u001b[0;36mModule.load_state_dict\u001b[1;34m(self, state_dict, strict, assign)\u001b[0m\n\u001b[0;32m 2573\u001b[0m error_msgs\u001b[38;5;241m.\u001b[39minsert(\n\u001b[0;32m 2574\u001b[0m \u001b[38;5;241m0\u001b[39m,\n\u001b[0;32m 2575\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mMissing key(s) in state_dict: \u001b[39m\u001b[38;5;132;01m{}\u001b[39;00m\u001b[38;5;124m. \u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;241m.\u001b[39mformat(\n\u001b[0;32m 2576\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m, \u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;241m.\u001b[39mjoin(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mk\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m'\u001b[39m \u001b[38;5;28;01mfor\u001b[39;00m k \u001b[38;5;129;01min\u001b[39;00m missing_keys)\n\u001b[0;32m 2577\u001b[0m ),\n\u001b[0;32m 2578\u001b[0m )\n\u001b[0;32m 2580\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(error_msgs) \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m0\u001b[39m:\n\u001b[1;32m-> 2581\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mRuntimeError\u001b[39;00m(\n\u001b[0;32m 2582\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mError(s) in loading state_dict for \u001b[39m\u001b[38;5;132;01m{}\u001b[39;00m\u001b[38;5;124m:\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;130;01m\\t\u001b[39;00m\u001b[38;5;132;01m{}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;241m.\u001b[39mformat(\n\u001b[0;32m 2583\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m\u001b[38;5;18m__class__\u001b[39m\u001b[38;5;241m.\u001b[39m\u001b[38;5;18m__name__\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;130;01m\\t\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;241m.\u001b[39mjoin(error_msgs)\n\u001b[0;32m 2584\u001b[0m )\n\u001b[0;32m 2585\u001b[0m )\n\u001b[0;32m 2586\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m _IncompatibleKeys(missing_keys, unexpected_keys)\n", + "\u001b[1;31mRuntimeError\u001b[0m: Error(s) in loading state_dict for Network:\n\tsize mismatch for hidden_layers.0.weight: copying a param with shape torch.Size([512, 784]) from checkpoint, the shape in current model is torch.Size([400, 784]).\n\tsize mismatch for hidden_layers.0.bias: copying a param with shape torch.Size([512]) from checkpoint, the shape in current model is torch.Size([400]).\n\tsize mismatch for hidden_layers.1.weight: copying a param with shape torch.Size([256, 512]) from checkpoint, the shape in current model is torch.Size([200, 400]).\n\tsize mismatch for hidden_layers.1.bias: copying a param with shape torch.Size([256]) from checkpoint, the shape in current model is torch.Size([200]).\n\tsize mismatch for hidden_layers.2.weight: copying a param with shape torch.Size([128, 256]) from checkpoint, the shape in current model is torch.Size([100, 200]).\n\tsize mismatch for hidden_layers.2.bias: copying a param with shape torch.Size([128]) from checkpoint, the shape in current model is torch.Size([100]).\n\tsize mismatch for output.weight: copying a param with shape torch.Size([10, 128]) from checkpoint, the shape in current model is torch.Size([10, 100])." + ] + } + ], "source": [ "# Try this\n", "model = fc_model.Network(784, 10, [400, 200, 100])\n", @@ -211,7 +317,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -232,7 +338,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ @@ -248,9 +354,25 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Network(\n", + " (hidden_layers): ModuleList(\n", + " (0): Linear(in_features=784, out_features=400, bias=True)\n", + " (1): Linear(in_features=400, out_features=200, bias=True)\n", + " (2): Linear(in_features=200, out_features=100, bias=True)\n", + " )\n", + " (output): Linear(in_features=100, out_features=10, bias=True)\n", + " (dropout): Dropout(p=0.5, inplace=False)\n", + ")\n" + ] + } + ], "source": [ "model = load_checkpoint('checkpoint.pth')\n", "print(model)" @@ -273,7 +395,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.6" + "version": "3.12.9" } }, "nbformat": 4, diff --git a/intro-to-pytorch/Part 7 - Loading Image Data (Exercises).ipynb b/intro-to-pytorch/Part 7 - Loading Image Data (Exercises).ipynb index 40f670eb8e..8beda4610e 100644 --- a/intro-to-pytorch/Part 7 - Loading Image Data (Exercises).ipynb +++ b/intro-to-pytorch/Part 7 - Loading Image Data (Exercises).ipynb @@ -17,7 +17,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -92,22 +92,52 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 26, "metadata": {}, "outputs": [], "source": [ - "data_dir = 'Cat_Dog_data/train'\n", + "data_dir = 'D:/Visual Studio Code/cat_dog/Cat_Dog_data'\n", + "\n", + "transform = transforms.Compose([transforms.Resize(255),\n", + " transforms.CenterCrop(224),\n", + " transforms.ToTensor()])\n", "\n", - "transform = # TODO: compose transforms here\n", - "dataset = # TODO: create the ImageFolder\n", - "dataloader = # TODO: use the ImageFolder dataset to create the DataLoader" + "\n", + "dataset = datasets.ImageFolder(data_dir + '/train', transform=transform)\n", + "dataloader = torch.utils.data.DataLoader(dataset, batch_size = 32, shuffle = True)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 27, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 389, + "width": 389 + } + }, + "output_type": "display_data" + } + ], "source": [ "# Run this to test your data loader\n", "images, labels = next(iter(dataloader))\n", @@ -155,16 +185,23 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 28, "metadata": {}, "outputs": [], "source": [ - "data_dir = 'Cat_Dog_data'\n", + "#data_dir = 'Cat_Dog_data'\n", "\n", "# TODO: Define transforms for the training data and testing data\n", - "train_transforms = \n", + "train_transforms = transforms.Compose([transforms.RandomRotation(30),\n", + " transforms.RandomResizedCrop(224),\n", + " transforms.RandomHorizontalFlip(),\n", + " transforms.ToTensor(),\n", + " transforms.Normalize([0.5, 0.5, 0.5],\n", + " [0.5, 0.5, 0.5])])\n", "\n", - "test_transforms = \n", + "test_transforms = transforms.Compose([transforms.Resize(255),\n", + " transforms.CenterCrop(224),\n", + " transforms.ToTensor()])\n", "\n", "\n", "# Pass transforms in here, then run the next cell to see how the transforms look\n", @@ -177,9 +214,25 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 29, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "image/png": { + "height": 188, + "width": 795 + } + }, + "output_type": "display_data" + } + ], "source": [ "# change this to the trainloader or testloader \n", "data_iter = iter(testloader)\n", @@ -239,7 +292,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.6" + "version": "3.12.9" } }, "nbformat": 4, diff --git a/intro-to-pytorch/Part 8 - Transfer Learning (Exercises).ipynb b/intro-to-pytorch/Part 8 - Transfer Learning (Exercises).ipynb index 5c650d4afc..3ec7117937 100644 --- a/intro-to-pytorch/Part 8 - Transfer Learning (Exercises).ipynb +++ b/intro-to-pytorch/Part 8 - Transfer Learning (Exercises).ipynb @@ -17,7 +17,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -33,6 +33,26 @@ "from torchvision import datasets, transforms, models" ] }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "torch.cuda.is_available()" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -42,23 +62,33 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ - "data_dir = 'assets/Cat_Dog_data'\n", + "data_dir = 'D:/Visual Studio Code/cat_dog/Cat_Dog_data' #'assets/Cat_Dog_data'\n", "\n", "# TODO: Define transforms for the training data and testing data\n", - "train_transforms =\n", + "train_transforms = transforms.Compose([transforms.RandomRotation(30),\n", + " transforms.RandomResizedCrop(224),\n", + " transforms.RandomHorizontalFlip(),\n", + " transforms.ToTensor(),\n", + " transforms.Normalize([0.485, 0.456, 0.406],\n", + " [0.229, 0.224, 0.225])])\n", + "\n", + "test_transforms = transforms.Compose([transforms.Resize(255),\n", + " transforms.CenterCrop(224),\n", + " transforms.ToTensor(),\n", + " transforms.Normalize([0.485, 0.456, 0.406],\n", + " [0.229, 0.224, 0.225])])\n", "\n", - "test_transforms =\n", "\n", "# Pass transforms in here, then run the next cell to see how the transforms look\n", - "train_data = datasets.ImageFolder(data_dir + '/train', transform=train_transforms)\n", - "test_data = datasets.ImageFolder(data_dir + '/test', transform=test_transforms)\n", + "train_data = datasets.ImageFolder(data_dir + '/train', transform = train_transforms)\n", + "test_data = datasets.ImageFolder(data_dir + '/test' , transform = test_transforms)\n", "\n", "trainloader = torch.utils.data.DataLoader(train_data, batch_size=64, shuffle=True)\n", - "testloader = torch.utils.data.DataLoader(test_data, batch_size=64)" + "testloader = torch.utils.data.DataLoader(test_data , batch_size=64)" ] }, { @@ -70,11 +100,533 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "metadata": { "scrolled": true }, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\josep\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\torchvision\\models\\_utils.py:208: UserWarning: The parameter 'pretrained' is deprecated since 0.13 and may be removed in the future, please use 'weights' instead.\n", + " warnings.warn(\n", + "c:\\Users\\josep\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\torchvision\\models\\_utils.py:223: UserWarning: Arguments other than a weight enum or `None` for 'weights' are deprecated since 0.13 and may be removed in the future. The current behavior is equivalent to passing `weights=DenseNet121_Weights.IMAGENET1K_V1`. You can also use `weights=DenseNet121_Weights.DEFAULT` to get the most up-to-date weights.\n", + " warnings.warn(msg)\n", + "Downloading: \"https://download.pytorch.org/models/densenet121-a639ec97.pth\" to C:\\Users\\josep/.cache\\torch\\hub\\checkpoints\\densenet121-a639ec97.pth\n", + "100%|██████████| 30.8M/30.8M [00:02<00:00, 12.7MB/s]\n" + ] + }, + { + "data": { + "text/plain": [ + "DenseNet(\n", + " (features): Sequential(\n", + " (conv0): Conv2d(3, 64, kernel_size=(7, 7), stride=(2, 2), padding=(3, 3), bias=False)\n", + " (norm0): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (relu0): ReLU(inplace=True)\n", + " (pool0): MaxPool2d(kernel_size=3, stride=2, padding=1, dilation=1, ceil_mode=False)\n", + " (denseblock1): _DenseBlock(\n", + " (denselayer1): _DenseLayer(\n", + " (norm1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (relu1): ReLU(inplace=True)\n", + " (conv1): Conv2d(64, 128, 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track_running_stats=True)\n", + " (relu1): ReLU(inplace=True)\n", + " (conv1): Conv2d(480, 128, kernel_size=(1, 1), stride=(1, 1), bias=False)\n", + " (norm2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (relu2): ReLU(inplace=True)\n", + " (conv2): Conv2d(128, 32, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", + " )\n", + " (denselayer9): _DenseLayer(\n", + " (norm1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (relu1): ReLU(inplace=True)\n", + " (conv1): Conv2d(512, 128, kernel_size=(1, 1), stride=(1, 1), bias=False)\n", + " (norm2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (relu2): ReLU(inplace=True)\n", + " (conv2): Conv2d(128, 32, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", + " )\n", + " (denselayer10): _DenseLayer(\n", + " (norm1): BatchNorm2d(544, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (relu1): ReLU(inplace=True)\n", + " (conv1): Conv2d(544, 128, kernel_size=(1, 1), stride=(1, 1), bias=False)\n", + " (norm2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (relu2): ReLU(inplace=True)\n", + " (conv2): Conv2d(128, 32, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", + " )\n", + " (denselayer11): _DenseLayer(\n", + " (norm1): BatchNorm2d(576, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (relu1): ReLU(inplace=True)\n", + " (conv1): Conv2d(576, 128, kernel_size=(1, 1), stride=(1, 1), bias=False)\n", + " (norm2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (relu2): ReLU(inplace=True)\n", + " (conv2): Conv2d(128, 32, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", + " )\n", + " (denselayer12): _DenseLayer(\n", + " (norm1): BatchNorm2d(608, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (relu1): ReLU(inplace=True)\n", + " (conv1): Conv2d(608, 128, kernel_size=(1, 1), stride=(1, 1), bias=False)\n", + " (norm2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (relu2): ReLU(inplace=True)\n", + " (conv2): Conv2d(128, 32, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", + " )\n", + " (denselayer13): _DenseLayer(\n", + " (norm1): BatchNorm2d(640, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (relu1): ReLU(inplace=True)\n", + " (conv1): Conv2d(640, 128, kernel_size=(1, 1), stride=(1, 1), bias=False)\n", + " (norm2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (relu2): ReLU(inplace=True)\n", + " (conv2): Conv2d(128, 32, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", + " )\n", + " (denselayer14): _DenseLayer(\n", + " (norm1): BatchNorm2d(672, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (relu1): ReLU(inplace=True)\n", + " (conv1): Conv2d(672, 128, kernel_size=(1, 1), stride=(1, 1), bias=False)\n", + " (norm2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (relu2): ReLU(inplace=True)\n", + " (conv2): Conv2d(128, 32, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", + " )\n", + " (denselayer15): _DenseLayer(\n", + " (norm1): BatchNorm2d(704, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (relu1): ReLU(inplace=True)\n", + " (conv1): Conv2d(704, 128, kernel_size=(1, 1), stride=(1, 1), bias=False)\n", + " (norm2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (relu2): ReLU(inplace=True)\n", + " (conv2): Conv2d(128, 32, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", + " )\n", + " (denselayer16): _DenseLayer(\n", + " (norm1): BatchNorm2d(736, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (relu1): ReLU(inplace=True)\n", + " (conv1): Conv2d(736, 128, kernel_size=(1, 1), stride=(1, 1), bias=False)\n", + " (norm2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (relu2): ReLU(inplace=True)\n", + " (conv2): Conv2d(128, 32, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", + " )\n", + " (denselayer17): _DenseLayer(\n", + " (norm1): BatchNorm2d(768, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (relu1): ReLU(inplace=True)\n", + " (conv1): Conv2d(768, 128, kernel_size=(1, 1), stride=(1, 1), bias=False)\n", + " (norm2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (relu2): ReLU(inplace=True)\n", + " (conv2): Conv2d(128, 32, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", + " )\n", + " (denselayer18): _DenseLayer(\n", + " (norm1): BatchNorm2d(800, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (relu1): ReLU(inplace=True)\n", + " (conv1): Conv2d(800, 128, kernel_size=(1, 1), stride=(1, 1), bias=False)\n", + " (norm2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (relu2): ReLU(inplace=True)\n", + " (conv2): Conv2d(128, 32, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", + " )\n", + " (denselayer19): _DenseLayer(\n", + " (norm1): BatchNorm2d(832, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (relu1): ReLU(inplace=True)\n", + " (conv1): Conv2d(832, 128, kernel_size=(1, 1), stride=(1, 1), bias=False)\n", + " (norm2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (relu2): ReLU(inplace=True)\n", + " (conv2): Conv2d(128, 32, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", + " )\n", + " (denselayer20): _DenseLayer(\n", + " (norm1): BatchNorm2d(864, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (relu1): ReLU(inplace=True)\n", + " (conv1): Conv2d(864, 128, kernel_size=(1, 1), stride=(1, 1), bias=False)\n", + " (norm2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (relu2): ReLU(inplace=True)\n", + " (conv2): Conv2d(128, 32, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", + " )\n", + " (denselayer21): _DenseLayer(\n", + " (norm1): BatchNorm2d(896, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (relu1): ReLU(inplace=True)\n", + " (conv1): Conv2d(896, 128, kernel_size=(1, 1), stride=(1, 1), bias=False)\n", + " (norm2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (relu2): ReLU(inplace=True)\n", + " (conv2): Conv2d(128, 32, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", + " )\n", + " (denselayer22): _DenseLayer(\n", + " (norm1): BatchNorm2d(928, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (relu1): ReLU(inplace=True)\n", + " (conv1): Conv2d(928, 128, kernel_size=(1, 1), stride=(1, 1), bias=False)\n", + " (norm2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (relu2): ReLU(inplace=True)\n", + " (conv2): Conv2d(128, 32, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", + " )\n", + " (denselayer23): _DenseLayer(\n", + " (norm1): BatchNorm2d(960, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (relu1): ReLU(inplace=True)\n", + " (conv1): Conv2d(960, 128, kernel_size=(1, 1), stride=(1, 1), bias=False)\n", + " (norm2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (relu2): ReLU(inplace=True)\n", + " (conv2): Conv2d(128, 32, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", + " )\n", + " (denselayer24): _DenseLayer(\n", + " (norm1): BatchNorm2d(992, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (relu1): ReLU(inplace=True)\n", + " (conv1): Conv2d(992, 128, kernel_size=(1, 1), stride=(1, 1), bias=False)\n", + " (norm2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (relu2): ReLU(inplace=True)\n", + " (conv2): Conv2d(128, 32, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", + " )\n", + " )\n", + " (transition3): _Transition(\n", + " (norm): BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (relu): ReLU(inplace=True)\n", + " (conv): Conv2d(1024, 512, kernel_size=(1, 1), stride=(1, 1), bias=False)\n", + " (pool): AvgPool2d(kernel_size=2, stride=2, padding=0)\n", + " )\n", + " (denseblock4): _DenseBlock(\n", + " (denselayer1): _DenseLayer(\n", + " (norm1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (relu1): ReLU(inplace=True)\n", + " (conv1): Conv2d(512, 128, kernel_size=(1, 1), stride=(1, 1), bias=False)\n", + " (norm2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (relu2): ReLU(inplace=True)\n", + " (conv2): Conv2d(128, 32, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", + " )\n", + " (denselayer2): _DenseLayer(\n", + " (norm1): BatchNorm2d(544, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (relu1): ReLU(inplace=True)\n", + " (conv1): Conv2d(544, 128, kernel_size=(1, 1), stride=(1, 1), bias=False)\n", + " (norm2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (relu2): ReLU(inplace=True)\n", + " (conv2): Conv2d(128, 32, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", + " )\n", + " (denselayer3): _DenseLayer(\n", + " (norm1): BatchNorm2d(576, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (relu1): ReLU(inplace=True)\n", + " (conv1): Conv2d(576, 128, kernel_size=(1, 1), stride=(1, 1), bias=False)\n", + " (norm2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (relu2): ReLU(inplace=True)\n", + " (conv2): Conv2d(128, 32, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", + " )\n", + " (denselayer4): _DenseLayer(\n", + " (norm1): BatchNorm2d(608, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (relu1): ReLU(inplace=True)\n", + " (conv1): Conv2d(608, 128, kernel_size=(1, 1), stride=(1, 1), bias=False)\n", + " (norm2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (relu2): ReLU(inplace=True)\n", + " (conv2): Conv2d(128, 32, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", + " )\n", + " (denselayer5): _DenseLayer(\n", + " (norm1): BatchNorm2d(640, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (relu1): ReLU(inplace=True)\n", + " (conv1): Conv2d(640, 128, kernel_size=(1, 1), stride=(1, 1), bias=False)\n", + " (norm2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (relu2): ReLU(inplace=True)\n", + " (conv2): Conv2d(128, 32, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", + " )\n", + " (denselayer6): _DenseLayer(\n", + " (norm1): BatchNorm2d(672, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (relu1): ReLU(inplace=True)\n", + " (conv1): Conv2d(672, 128, kernel_size=(1, 1), stride=(1, 1), bias=False)\n", + " (norm2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (relu2): ReLU(inplace=True)\n", + " (conv2): Conv2d(128, 32, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", + " )\n", + " (denselayer7): _DenseLayer(\n", + " (norm1): BatchNorm2d(704, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (relu1): ReLU(inplace=True)\n", + " (conv1): Conv2d(704, 128, kernel_size=(1, 1), stride=(1, 1), bias=False)\n", + " (norm2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (relu2): ReLU(inplace=True)\n", + " (conv2): Conv2d(128, 32, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", + " )\n", + " (denselayer8): _DenseLayer(\n", + " (norm1): BatchNorm2d(736, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (relu1): ReLU(inplace=True)\n", + " (conv1): Conv2d(736, 128, kernel_size=(1, 1), stride=(1, 1), bias=False)\n", + " (norm2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (relu2): ReLU(inplace=True)\n", + " (conv2): Conv2d(128, 32, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", + " )\n", + " (denselayer9): _DenseLayer(\n", + " (norm1): BatchNorm2d(768, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (relu1): ReLU(inplace=True)\n", + " (conv1): Conv2d(768, 128, kernel_size=(1, 1), stride=(1, 1), bias=False)\n", + " (norm2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (relu2): ReLU(inplace=True)\n", + " (conv2): Conv2d(128, 32, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", + " )\n", + " (denselayer10): _DenseLayer(\n", + " (norm1): BatchNorm2d(800, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (relu1): ReLU(inplace=True)\n", + " (conv1): Conv2d(800, 128, kernel_size=(1, 1), stride=(1, 1), bias=False)\n", + " (norm2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (relu2): ReLU(inplace=True)\n", + " (conv2): Conv2d(128, 32, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", + " )\n", + " (denselayer11): _DenseLayer(\n", + " (norm1): BatchNorm2d(832, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (relu1): ReLU(inplace=True)\n", + " (conv1): Conv2d(832, 128, kernel_size=(1, 1), stride=(1, 1), bias=False)\n", + " (norm2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (relu2): ReLU(inplace=True)\n", + " (conv2): Conv2d(128, 32, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", + " )\n", + " (denselayer12): _DenseLayer(\n", + " (norm1): BatchNorm2d(864, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (relu1): ReLU(inplace=True)\n", + " (conv1): Conv2d(864, 128, kernel_size=(1, 1), stride=(1, 1), bias=False)\n", + " (norm2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (relu2): ReLU(inplace=True)\n", + " (conv2): Conv2d(128, 32, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", + " )\n", + " (denselayer13): _DenseLayer(\n", + " (norm1): BatchNorm2d(896, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (relu1): ReLU(inplace=True)\n", + " (conv1): Conv2d(896, 128, kernel_size=(1, 1), stride=(1, 1), bias=False)\n", + " (norm2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (relu2): ReLU(inplace=True)\n", + " (conv2): Conv2d(128, 32, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", + " )\n", + " (denselayer14): _DenseLayer(\n", + " (norm1): BatchNorm2d(928, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (relu1): ReLU(inplace=True)\n", + " (conv1): Conv2d(928, 128, kernel_size=(1, 1), stride=(1, 1), bias=False)\n", + " (norm2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (relu2): ReLU(inplace=True)\n", + " (conv2): Conv2d(128, 32, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", + " )\n", + " (denselayer15): _DenseLayer(\n", + " (norm1): BatchNorm2d(960, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (relu1): ReLU(inplace=True)\n", + " (conv1): Conv2d(960, 128, kernel_size=(1, 1), stride=(1, 1), bias=False)\n", + " (norm2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (relu2): ReLU(inplace=True)\n", + " (conv2): Conv2d(128, 32, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", + " )\n", + " (denselayer16): _DenseLayer(\n", + " (norm1): BatchNorm2d(992, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (relu1): ReLU(inplace=True)\n", + " (conv1): Conv2d(992, 128, kernel_size=(1, 1), stride=(1, 1), bias=False)\n", + " (norm2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (relu2): ReLU(inplace=True)\n", + " (conv2): Conv2d(128, 32, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", + " )\n", + " )\n", + " (norm5): BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " )\n", + " (classifier): Linear(in_features=1024, out_features=1000, bias=True)\n", + ")" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "model = models.densenet121(pretrained=True)\n", "model" @@ -89,7 +641,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -99,9 +651,9 @@ "\n", "from collections import OrderedDict\n", "classifier = nn.Sequential(OrderedDict([\n", - " ('fc1', nn.Linear(1024, 500)),\n", + " ('fc1' , nn.Linear(1024, 500)),\n", " ('relu', nn.ReLU()),\n", - " ('fc2', nn.Linear(500, 2)),\n", + " ('fc2' , nn.Linear(500, 2)),\n", " ('output', nn.LogSoftmax(dim=1))\n", " ]))\n", " \n", @@ -119,7 +671,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -130,7 +682,16 @@ "cell_type": "code", "execution_count": null, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Device = cpu; Time per batch: 1.094 seconds\n", + "Device = cuda; Time per batch: 0.007 seconds\n" + ] + } + ], "source": [ "for device in ['cpu', 'cuda']:\n", "\n", @@ -148,13 +709,13 @@ " start = time.time()\n", "\n", " outputs = model.forward(inputs)\n", - " loss = criterion(outputs, labels)\n", + " loss = criterion(outputs, labels)\n", "\n", " optimizer.zero_grad()\n", " loss.backward()\n", " optimizer.step()\n", "\n", - " if ii==3:\n", + " if ii==5:\n", " break\n", " \n", " print(f\"Device = {device}; Time per batch: {(time.time() - start)/3:.3f} seconds\")" @@ -208,7 +769,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.6" + "version": "3.12.9" } }, "nbformat": 4, diff --git a/intro-to-pytorch/checkpoint.pth b/intro-to-pytorch/checkpoint.pth new file mode 100644 index 0000000000..776ede5414 Binary files /dev/null and b/intro-to-pytorch/checkpoint.pth differ